text:
Sean Mackey has joined NetStandard as a senior systems engineer, performance management. In his position, Mackey will develop and maintain systems management automation and system monitoring platforms. Additionally, he will develop metrics for performance management of client systems and assist internal teams with advanced technical issues.
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subset: commoncrawl


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25-1053 jobs
Environmental Services Assistant FT/No Weekends
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Hydrogeologist, Environmental Sciences
Experts In Engineering and Scientific Consulting
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text:
Time Warner (TWX) wants to revive the once-mighty Netscape brand.
Time Warner's America Online service, whose new
The service is going to be relaunched as a social-networking site similar to
The new Netscape will be headed by Jason Calacanis, whose Weblogs Inc. business was acquired by New York-based Time Warner last year. Time Warner has laid off Netscape workers ahead of the Calacanis takeover, according to the gossip blog
Time Warner declined to comment. Calacanis didn't immediately respond to an email.
Before it was acquired by Time Warner in 1999, Netscape waged a highly public and ultimately futile battle to provide an alternative browser to Microsoft (MSFT) and its Internet Explorer. That fight was a central issue in the Microsoft antitrust trial.
Netscape only has a fraction of the users that it once enjoyed, though its browser still comes preloaded on Hewlett-Packard (HPQ) computers. It also has a portal featuring articles on news, sports and entertainment.
"Netscape has some residual credibility among the geeks," says Nick Denton, the head of Valleywag's parent Gawker Media, whose other blogs include Gawker, Defamer and Wonkette. "Calacanis understands that audience, and he's energetic. Also, what's to lose? Netscape is languishing. They might as well let Calacanis shake things up."
Calacanis deserves at least some of the credit for the growing popularity of blogs and their offshoots. His company's blogs are some of the the most popular on the Web, such as


text:
Boston Marathon Sponsor Cautious In Marketing Grizzlies, Memphis Airport Reach Three-Year Deal Alvarez: Wisconsin Could Leave Adidas Adidas Apologizes For Obscene MSU Warmup Cheaper, Casual Sneakers Gaining Popularity Nike Close To Taking Over NBA Apparel Rights Tecate To Offer Up To $50 Off Mayweather PPV Tigers Increasing Amount Of Women's Merchandise North Face Promoting Activewear Line Packers Tent Sale Expands Online
Upcoming Conferences and Events
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SBD/November 1, 2012/Marketing and Sponsorship
Marketplace Roundup
Published November 1, 2012
RUNNER'S WORLD: With the ING N.Y. Marathon set to take place on Sunday as scheduled, several companies announced sponsorship of the event. Tata Consultancy Services was named a N.Y. Road Runners senior sponsor and the exclusive IT consulting sponsor for the marathon. This marks the third straight year Tata has sponsored all three major U.S. marathons, including the Boston Marathon and Bank of America Chicago Marathon. Tata will also be the inaugural presenting sponsor of the Marathon Lounge held at the Time Warner Center in N.Y., a new initiative that will be open to the public throughout the weekend. TCS is also presenting sponsor of the Blue Line Lounge, the VIP finish line hospitality event. Tata's expanded relationship with NYRR official sponsorship of the NYRR's Youth Jamboree and Mighty Milers Youth Programs. Meanwhile, Diamond Foods again will sponsor the final five miles of the marathon, with members of the Emerald Cheer Zone greeting runners at mile 22 of the race. Additionally, Poland Spring will be a marathon sponsor and has teamed with runner Josh Cox (THE DAILY).
QUARTERBACK PITCH: In DC, Dan Steinberg notes the "latest item" marketed by Redskins QB Robert Griffin III is the Limited Edition Assassin's Creed III "Griffin Bundle," which features Ubisoft's video game and a limited edition adidas CC Seduction shoe "designed in collaboration" with Griffin (WASHINGTONPOST.com, 10/31)....DVICE.com's Adario Strange noted Panthers QB Cam Newton on Monday was shown "holding up his own HTC smartphone" in a promotional video played during the launch of Microsoft's Windows Phone 8 platform in S.F. (DVICE.com, 10/30).


text:
- Sep 1, 2002(Bruce disscutheth with Joksu:)
>"L. Ron Hubbard thought you could boil all human drives down to the
>drive to survive..... I have always been uncomfortable with this
>what do you think?"
(Br. Ron gingerly interupteth:)
I have always felt that this was true as far as it went...
But deeper than the unconscious 'drive to survive' (as given
us by Nature) is the spiritual drive to justify one's own existence.
In other words, right or wrong, we humans seem to be
incapable of accepting our own self-evident Being without first
finding 'a good reason' to Be.
Sad but true.......
So what's a Br. to do?
Jesus suggested that Love (invoking Beauty from "The Other")
is the singular justification and function of the awakened.
It is here where Spirit trumps Nature to draw Lazarus forth
from the tomb of Self-Doubt.
Listen, dammit....
I am an 'I AM.'
I am not an 'I AM NOT.'{LilOleMiss tiptoes nervously upon the scene hoping not to be noticed, her cloak deflecting barbs, while hesitantly tapping Br. Ron upon his shoulder. "Pssssst! Br. Ron - thou art indeed an 'I AM.' I am also an 'I AM' who's light shall soon be dimmed..." as she fades silently away.)
When with selfless care, this becomes self-evident, oh Sacred Self of mine,
Only then you may relax in Perfect Peace Sublime,
.....being well within a world.... where everything is fine.
with your little piece of Bread and your little cup of Wine.
List owner: firstname.lastname@example.com
Your use of Yahoo! Groups is subject to the Yahoo! Terms of Service. - << Previous post in topic Next post in topic >>


text:
Phillip Phillips Cites Daughtry, Casey Abrams As "Idol" Influences
Season 11 American Idol champ Phillip Phillips, who stopped by MIX 105.1/Orlando last week, admitted that two Idolcontestants from the past served as prime inspiration for his own journey.
"You know Daughtry, he really brought some rock to the scene, and I thought that was really good," said Phillips."He didn't even win and he was very successful, so I thought that was really cool."
But his biggest influence seemed to be Casey Abrams, the eccentric underdog of the the show's tenth season.
"And then I saw Casey Abrams in season 10. You know I really respect those kind of artists that are very different and not scared to show it, and he's really an amazing musician and I really respected him for that. He really gave me an idea to even try to audition. Me and him are pretty tight. We're not best friends," he chuckled, "but we try to keep in touch."
Abrams' no-holds-barred brand of performance style seemed to truly motivate Phillips.
"He's one of the biggest inspirations honestly of why I wanted to try out because he played the bass. You know nobody can play the bass like that and get away with it. I thought that was really cool. I just went up there and didn't think I was going to do anything spectacular and just kind of got blessed I guess," Phillips concluded.
Interestingly, neither artist Phillips sited as an inspiration won the singing competition. Phillips himself is set to be one of the more successful Idol winners. His single "Home" is currently #1 on the iTunes and Billboard Digital singles charts. After it's repeated use on the Olympics, Phillips saw a 472% sales increase.
-Brad Haynes, MIX 105.1/Orlando
More Phillip Phillips News On Fresh1027.com
Read More On Fresh1027.com:
- 5 Facts We Learned About Kodaline's New Album 'Coming Up for Air'
- Hunter Hayes Performs Emotional Cover of Sam Smith's 'I'm Not the Only One': Watch
- Giorgio Moroder Announces First Album in 30 Years, Debuts Sia-Featuring Single: Listen
- Pitbull's Next Album Is Called 'Dale' & Everything Is Right with the World
- Win a Trip to See Mumford & Sons in NYC: Play Pingo
- Wanna Be Fall Out Boy's Assistant for a Day? Their 'Uma Thurman' Video May (or May Not) Deter You


text:
Keep up to date with the latest news and content from BMC Genomics and BioMed Central.
José Afonso Guerra-Assunção and Anton J Enright*
* Corresponding author: Anton J Enright email@example.com
BMC Genomics 2012, 13:218 doi:10.1186/1471-2164-13-218
PubMed Commons is an experimental system of commenting on PubMed abstracts, introduced in October 2013. Comments are displayed on the abstract page, but during the initial closed pilot, only registered users can read or post comments. Any researcher who is listed as an author of an article indexed by PubMed is entitled to participate in the pilot. If you would like to participate and need an invitation, please email firstname.lastname@example.com, giving the PubMed ID of an article on which you are an author. For more information, see the PubMed Commons FAQ.
No comments have yet been made on this article.
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text:
XRAY Composite Body Posts/Body Clips (4)
With your purchase, receive at no cost:
This is a set of four replacement composite body posts for the XRAY M18 1/18th scale touring car. Composite body posts with multiple mounting position holes. Includes four posts, and four body clips.
This product was added to our catalog on March 5, 2007.


text:
Location: Pigeon Forge, TN | Tickets: 0 | Tweet
Sorry, tickets are no longer available for this event.
Dollywood Celebrity Theatre Pigeon Forge, TN 37863-4101
Alys Stephens Center for Perf. Arts, Birmingham, Ala. Rhonda Pyatt
January 21, 2012 |
Crown Theatre, Fayetteville, N.C. Mike Bradley
April 12, 2013 |
If we have information that is incorrect on this itinerary, please send us an email
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Use of information on this website is subject to License Agreement. Tickets for dates listed may not yet be on sale. Dates may change without notice.


text:
Top Apps
- Audio & Video
- Business & Enterprise
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IPCop Firewall Linux firewall distribution geared towards home and SOHO users.
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BASE BASE is the Basic Analysis and Security Engine. It is based on the code from the Analysis Console for Intrusion Databases (ACID) project. This application provides a web front-end to query and analyze the alerts coming from a SNORT IDS system.
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Robolinux Announcing "Ultra X10 Privacy & Security" Robolinux 7.8.3 versions
1,393 weekly downloads -
Foswiki Foswiki is an Enterprise wiki, typically used to run a collaboration platform, knowledge base or document management system. Users can create wiki applications using the Topic Markup Language, and developers can extend its functionality with plugins. Foswiki stands for "Free and Open Source" wiki to emphasize its commitment to Open Source software.
188 weekly downloads -
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GTCop GTCop Professional Security Appliance aims to provide a powerful tool for satellite communications, with enhanced QoS and bandwidth controls. As derived from IPCop Firewall, it is a stable, secure, easy to configure and maintain GNU/Linux firewall box.
1 weekly downloads


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text:
Bonhoeffer Study Guide
Product Description
This small group study guide is designed for use with Bonhoeffer: A DVD Study, a 4-session Bible study on the major themes of Bonhoeffer's writings, written by bestselling author, Eric Metaxas. The guide includes video notes, group discussison questions, group practice activities, and between-session activities for individuals to complete on their own. Discover how Bonhoeffer transformed an entire faith community in Germany during World War II with his deeply held spiritual beliefs and allow them be an inspiration to you today.
Product Information
Format: Paperback Number of Pages: 96 Vendor: Thomas Nelson Publication Date: 2014 | Dimensions: 8.38 X 5.50 (inches) ISBN: 1595555889 ISBN-13: 9781595555885 Availability: In Stock |
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Publisher's Description
In this four-session video-based small group Bible study, New York Times best-selling author Eric Metaxas will help you discover the major themes of Dietrich Bonhoeffers writing and speaking and how he not only helped transform an entire faith community in Germany during World War II, but how his beliefs continue to impact the Christian faith of people throughout the world today.
Filmed on location in Germany, Metaxas will take you on a religious journey of Bonhoeffers faith and why it has captured so many peoples imaginations and how it has inspired the Christian faith of so many today. Pulling themes from all of his major books, Metaxas helps us understand why these spiritual truths meant so much to Bonhoeffer and how they can be an inspiration and challenge to our faith.
This companion study guide will lead you and your group deeper into the video content (sold separately) with session-by-session discussion topics, personal reflection, and between-session studies to enhance the group experience.
Sessions include:
- What is the Church?
- Life Together
- God Says Yes / Cheap Grace
- Religionless Christianity
Designed for use with Bonhoeffer: A DVD Study.
Author Bio
Eric Metaxas is the author of the New York Times bestseller Amazing Grace, Everything You Always Wanted to Know About God (But Were Afraid to Ask), Everything Else You Always Wanted to Know About God, and thirty childrens books. He is founder and host of Socrates in the City in New York City, where he lives with his wife and daughter. His writing has appeared in the New York Times, the Atlantic, Washington Post, Books & Culture, Christianity Today, Marks Hill Review, and Fist Things. He has written for VeggieTales and Rabbit Ears Productions, earning three Grammy nominations for Best Childrens Recording.
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text:
Page 1
Structural Prediction of Protein-Protein Interactions
in Saccharomyces cerevisiae
Martin S.R. Paradesi, Doina Caragea, William H. Hsu
Department of Computing and Information Sciences, Kansas State University
Manhattan, KS 66506 USA
{pmsr, dcaragea, firstname.lastname@example.com
Abstract—Protein-protein interactions (PPI) refer to the
associations between proteins and the study of these associations.
Several approaches have been used to address the problem of
predicting PPI. Some of them are based on biological features
extracted from a protein sequence (such as, amino acid
composition, GO terms, etc.); others use relational and structural
features extracted from the PPI network, which can be
represented as a graph. Our approach falls in the second
category. We adapt a general approach to graph feature
extraction that has previously been applied to collaborative
recommendation of friends in social networks. Several structural
features are identified based on the PPI graph and used to learn
classifiers for predicting new interactions. Two datasets
containing Saccharomyces cerevisiae PPI are used to test the
proposed approach. Both these datasets were assembled from the
Database of Interacting Proteins (DIP). We assembled the first
data set directly from DIP in April 2006, while the second data
set has been used in previous studies, thus making it easy to
compare our approach with previous approaches. Several
classifiers are trained using the structural features extracted
from the interactions graph. The results show good performance
(accuracy, sensitivity and specificity), proving that the structural
features are highly predictive with respect to PPI.
Keywords: protein-protein interaction, graph mining, machine
Protein-protein interactions (PPI) play an important role in
the study of biological processes. Many PPI have been
discovered over the years and several databases have been
created to store the information about these interactions (e.g.
BIND, DIP, MIPS, IntAct, MINT and MIPS). Mering et al.[8]
state that about 80,000 interactions between yeast proteins are
currently available from various high-throughput interaction-
detection methods. Determining PPI using high-throughput
methods is not only expensive and time-consuming, but also
generates a high number of false positives and false negatives.
Therefore, there is a need for computational approaches that
can help in the process of identifying real protein interactions.
From a machine learning point of view, this problem can be
seen as a binary classification problem, and can be addressed
using supervised learning algorithms. In this paper, we use a
graph mining approach to predict the existence of a PPI in a
network of interacting proteins.
Several methods have been designed to address the task of
predicting protein-protein interactions. Most of them [1], [2], [10]
and [12] use features extracted from protein sequences (e.g.,
amino acids composition) or associated with protein sequences
directly (e.g., GO annotation). Others use relational and
structural features extracted from the PPI network, along with
the features related to the protein sequence. When using the
PPI network to design features, several node and topological
features can be extracted directly from the associated graph.
Qi et al.[8] divide the protein interaction prediction task into
three sub-tasks: (1) prediction of physical (or actual)
interaction among proteins, (2) prediction of proteins belonging
to the same complex and (3) prediction of proteins belonging to
the same pathway. They apply several feature classifiers on the
prediction tasks considered. Their results show that
RandomForest is the one of the top two classifiers for all tasks;
the other one is RandomForest similarity-based k-Nearest-
Licamele & Getoor[4] combine the link structure of the PPI
graph with the information about proteins in order to predict
the interactions in a yeast dataset, gathered from several
databases. More specifically, they look at the shared
neighborhood among proteins and calculate the clustering
coefficient among the neighborhoods for the first-order and
second-order protein relations. They obtained reasonably good
accuracy of 81% when predicting new links from noisy high
throughput data.
The abovementioned approaches use relational data of the
PPI network along with other biologically relevant information
(such as, sequence, gene expression data, GO terms, etc.) to
predict the protein interactions. However, as opposed to these
approaches, we use only the relational features of the PPI
network data in our study.
In related work, but a completely different application
domain, Hsu et al.[3] address the problem of collaboratively
recommending friends for a person, based on structural
features extracted from a given social network graph. Their
approach to the collaborative recommendation of friends uses
the link structure of the social network and also information
about mutually declared interests. They use structural features
Page 2
(of individual vertices or of the links) to learn classifiers that
can be used to predict possible but unknown links (u, v) in the
LiveJournal social network. The experimental results show that
their system differentiates friends from non-friends in a
connected group of users with greater accuracy than the
recommender system that is currently used by LiveJournal.
recommendation problem and the protein-protein interaction
prediction problem (i.e., proteins can be associated with users
and interactions can be regarded as friendship relationships), in
this paper, we explore the approach used in Hsu et al.[3] in the
context of a protein "friends" recommendation, that was
previously explored in both Qi et al.[8] and Licamele &
the similarity between the friends
Nine relational features (such as the indegree and
outdegree of the proteins in the graph, mutual "friends" among
proteins and backward distance between proteins in the graph)
are extracted from the PPI network using graph mining
techniques described by Hsu et al.[3]. As opposed to previous
approaches, we don't use any features based directly on
sequence or GO information. Our results show that the
structural features inferred from the graph can be highly
predictive with respect to PPI prediction. They compare
favorably with the results reported by Licamele & Getoor[4] in
terms of accuracy, and also with the results reported by Qi et
al.[8] in terms of AUC scores. We also explore the relative
importance of the features used. The results confirm the
previous findings reported in Hsu et al.[3] that graph features
are useful in recommending friends to users in a network.
A. Dataset
We used two different datasets to evaluate our approach
experimentally. Both datasets contain yeast data. The yeast
organism was chosen primarily because there is more
information about yeast protein interactions than about any
other organism. The first PPI dataset of budding yeast
(Saccharomyces cerevisiae) was retrieved from the Database of
Interacting Proteins (DIP) database in April 2006 (using a
procedure similar to the one described in Salwinski et al.[11]). It
consists of 2554 different proteins and 5952 interactions
between protein pairs. The second dataset of yeast is similar to
the one used by Qi et al.[8] and consists of the positive
interactions retrieved from DIP during September-October
2004. It contains 1536 different proteins and 2865 interacting
pairs. The datasets were parsed in order to construct directed
networks of interacting protein pairs. We adopt the approach in
Maslov & Sneppen[5] and represent the PPI network as a
directed graph with a directed edge from a "bait" protein to a
"prey" protein. We draw a link between two proteins if and
only if there exists an interaction between those two proteins.
The absence of an interaction between two proteins results in
not adding a link between those two proteins in the graph
B. Feature Analyzers
We perform
exhaustively at each node (protein) in the graph (within a depth
of 2) and generate candidate edges between proteins. Each
example in the PPI dataset defines a candidate edge (u, v) in the
underlying directed graph of the protein-protein interaction
network. The classification problem reduces to the problem of
classifying proteins within a distance d(u, v) as either 1
(interacting) or 2 (non-interacting). The following features are
considered for each candidate edge in the network:
a depth-limited breadth-first search
1. Indegree of the start node: Denotes the popularity
(importance) of the start node (i.e., of the protein associated
with the start node).
2. Indegree of the end node: Denotes the popularity
(importance) of the end node (i.e., of the protein associated
with the end node).
3. Outdegree of the start node: Denotes the number of
proteins interacting with the protein at the start node.
4. Outdegree of the end node: Denotes the number of
existing proteins interacting with the protein at the end node;
correlates loosely with the likelihood of a reciprocal link.
5. Number of mutual "friends" of a protein w, such that u
→ w ^ w → v, for some proteins u and v.
6. Number of mutual "friends" of a protein w, such that v
→ w ^ w → u, for some proteins u and v.
7. Number of mutual "friends" of a protein w, such that u
→ w ^ v → w, for some proteins u and v.
8. Number of mutual "friends" of a protein w, such that w
→ u ^ w → v, for some proteins u and v.
9. Backward distance from v to u in the graph: identifies
how far the protein v is from protein u.
The diagrammatic representations of the nine features
considered are as shown in Figure 1 (a – i) below:
Figure 1: Node and topological features. The
objects in red denote the feature that we calculate.
The dashed lines (in blue) above indicate that a link
between two proteins u and v may be either present
or absent, i.e. either u or v are directly connected or
indirectly connected via another node w.
Page 3
Our technique consists of the following steps:
1. Preprocess the data and construct a graph network
from the PPI data.
2. Generate candidate interacting proteins from the
graph by performing BFS search.
3. Extract the node and topological features for the
candidate interacting proteins from the graph.
4. Divide the candidate proteins into training and test
5. Learn several classifiers using the training PPI dataset.
6. Test the classifiers learned on the test dataset.
7. Compare the results obtained with results reported
using other approaches.
Based on the methodology described in the previous
section, 20,496 protein-protein interaction candidate edges
were discovered in the first dataset; 17,502 of the candidate
edges resulted in negative examples (absence of a direct link
between proteins), while 2,994 of them resulted in positive
examples (presence of a direct link between proteins). In the
second dataset, 7,242 candidate edges were discovered; 1,607
of them resulted in positive examples, while 5,635 of them
resulted in negative examples. Thus, most of the candidate
edges discovered (~86% in the first dataset, ~78% in the
second dataset) were negative examples. It is easy to see that a
classifier that predicts all examples as negative examples can
achieve an accuracy of 86% for the first dataset and an
accuracy of 78% for the second dataset. To avoid this, we
balanced the data by randomly sampling 2,994 negative
examples without replacement from the total number of
negative examples in the first dataset, to get a 50%-50% split
of positive and negative samples. Similarly, we sampled 1,607
negative examples from the second dataset. We split both
datasets into a training set containing 80% of the examples
(50% positive and 50% negative) and a test set. The test set is
obtained from the dataset containing 20% of the examples, by
adding negative examples until the distribution matches the one
of the original dataset. The classifiers used in this study are:
Bagged RandomForest, RandomTree, J48, Bagged REPTree
and ClassificationviaRegression, all available in WEKA. The
classified (training) and non-classified (test) instances were
provided to WEKA[13] in its native Attribute-Relation File
Format (ARFF). The decision to use these classifiers was based
on the results (with respect to the best classifiers) reported by
Qi et al.[8] and Hsu et al.[3]. The classification results obtained
for the first and second datasets are as shown as ROC curves in
Figures 2 and 3 respectively.
Figure 2 shows the ROC curves of the different classifiers
used in our approach on the first dataset extracted from DIP in
April 2006.
Figure 3 shows the ROC curves of the different classifiers
used in our approach on the second dataset obtained from Qi et
al.[8]. We extracted the true positive rate and false positive rate
values from the ROC curve for REPTree Bagging as given by
Licamele & Getoor[4]. Similarly, we identified the true positive
and false positive rate values for our Bagged REPTree and
Bagged RandomForest results. The comparison of our results
with the results of Licamele & Getoor[4] is shown below in
Figure 4.
Figure 3: ROC curves for Bagged Random Forest,
Bagged REPTree, Random
Classification via Regression learning algorithms
using the second dataset.
Tree, J48 and
Figure 2: ROC curves for Bagged Random
Forest, Bagged REPTree, Random Tree, J48 and
Classification via Regression learning algorithms
using the first dataset.
Page 4
Figure 4 shows that our approach compared well with the
approach used by Licamele & Getoor[4]. We obtain a slightly
higher accuracy (82.02%) and a slightly lower AUC score
(0.845) using our best classifier (Bagged Random Forest) when
compared with their results of Bagged REPTree (accuracy of
81.7% and AUC score of 0.8967). We also extracted the AUC
score for RandomForest on the DIP dataset as given by Qi et
al.[8] with the same 1:600 ratio of positive and negative
examples as they used in their paper (i.e., 1 positive example
for every 600 negative examples). We calculated the AUC
score for RandomForest on our two datasets and compared the
results (Figure 5).
Figure 5: Comparison of AUC scores of
RandomForest using our approach on the first and
second dataset and the approach used by Qi et al.[8]
Figure 5 shows that the AUC score generated by
RandomForest using our approach was significantly higher
than that observed by Qi et al.[8] at the same ratio of positive
and negative examples. We study different ratios of positive
and negative examples to identify the optimum ratio which will
give the best AUC score. The results are shown in Figure 6.
Figure 6 shows that the AUC scores vary without any
pattern when the ratios of positive and negative examples are
increased. This is because, the positive examples are randomly
sampled and we infer that different samples might change the
AUC score for that particular ratio.
Based on the results, we conclude that our method of
predicting protein-protein interactions performs slightly better
than the existing methods for the same task. The comparisons
have shown that our method compares well with the method by
Licamele & Getoor[4] (our approach has a better accuracy but
lower AUC score when compared with the approach of
Licamele & Getoor[4]). The comparisons have also shown that
we obtain a better AUC score using our approach on the same
dataset used by Qi et al.[8]. The results are encouraging
especially due to the fact that we do not use any features based
on sequence or Gene Ontology information as used in the
previous approaches to the PPI prediction problem.
In a separate comparative experiment, we also applied a
Support Vector Machines (SVM) inducer for learning the PPI
prediction task on the second dataset. We used a linear kernel
in the SVM inducer and obtained an accuracy of 67.81%,
precision of 70.36% and a recall of 61.54%. These results are
not as good as those of other learning algorithms described in
this paper.
In this study, we have addressed the problem of predicting
protein-protein interactions based on an interaction network
graph. We have identified nine structural features for
Saccharomyces cerevisiae protein interaction networks. Based
on these features, we have learned several classifiers and
evaluated them on separate test sets. We have compared our
results with previous results obtained for the same problem
using different approaches (which use relational features of the
PPI network). The results look promising. Future work is
aimed at exploring the possibility of including features
extracted from protein sequences. We expect that the addition
of features derived from sequence will result in better ROC
curves. Finally, we aim to use more learning algorithms to
determine if higher accuracy and AUC score can be obtained.
Figure 4: ROC curve comparing our best classifier
(Bagged Random Forest), our Bagged REPTree and
Bagged REPTree results as reported by Licamele &
Getoor on their dataset[4].
Figure 6: Comparison of AUC scores for
different ratios using RandomForest on the second
dataset only
Page 5
We thank Vikas Bahirwani, Tejaswi Pydimarri, Tim
Weninger and other members of Knowledge Discovery in
Databases Laboratory at Kansas State University for their
helpful discussions on the social network problem.
[1] Bock, J., & Gough, R. (2001). Predicting protein-protein interactions
from primary structure. Bioinformatics 17 (pp. 455–460).
[2] Chou, K., & Cai, Y. D. (2006). Predicting protein-protein interactions
from sequences in a hybridization space. Journal of Proteome Research,
5 (pp. 316–322). American Chemical Society.
[3] Hsu, W.H., King, A.L., Paradesi, M.S.R., Pydimarri, T., Weninger, T.
Collaborative and Structural Recommendation of Friends using Weblog-
based Social Network Analysis, Proc. of Computational Approaches to
Analyzing Weblogs - AAAI 2006 Technical Report SS-06-03, 55-60.
[4] Licamele, K., Getoor, L. Predicting Protein-Protein Interactions Using
Relational Features, Proc. of ICML Workshop on Statistical Network
Analysis 2006.
[5] Maslov S., Sneppen K. Specificity and stability in topology of protein
networks, Science, vol. 296. no. 5569, pp. 910 – 913, 2002.
[6] Mering, C.V, Krause, R., Snel, B., Cornell, M., Oliver, S.G., Fields, S.,
Bork, P., Comparative assessment of large-scale data sets of protein–
protein interactions, Nature 417, 399-403.
[7] Paradesi, M.S.R., Wang, L., Brown, S.J., Hsu, W.H., Mining Domain
Association Rules From Protein-Protein Interaction data, Intelligent
Engineering Systems through Artificial Neural Networks, vol. 16, 213-
[8] Qi, Y., Bar-Joseph, Z., Klein-Seetharaman, J., Evaluation of different
biological data and computational classification methods for use in
protein interaction prediction. Proteins: Structure, Function, and
Bioinformatics, Volume 63, Issue 3, 2006, 490-500.
[9] Qi, Y., Klein-Seetharaman, J., Bar-Joseph, Z., A mixture of experts
approach for protein-protein interaction prediction. Proceedings of NIPS
workshop on Computational Biology and the Analysis of Heterogeneous
Data 2005.
[10] Sakaki, Y. (2000). Toward a protein-protein interaction map of the
budding yeast: A comprehensive system to examine two-hybrid
interactions in all possible combinations between the yeast proteins.
Proc Natl Acad Sci, 97, 1143–1147.
[11] Salwinski L., Miller C.S., Smith A.J., Pettit F.K., Bowie J.U., Eisenberg
D., 2004, "The Database of Interacting Proteins: 2004 update", Nucleic
Acids Research, 32, D449--D451.
[12] Uetz P., Giot L., Cagney G., Mansfield T.A., Judson R.S., Knight J.R.,
Lockshon D., Narayan V., Srinivasan M., Pochart P., Qureshi-Emili A.,
Li Y., Godwin B., Conover D., Kalbfleisch T., Vijayadamodar G., Yang
M., Johnston M., Fields S., Rothberg J.M. A comprehensive analysis of
protein–protein interactions in Saccharomyces cerevisiae. Nature
[13] Witten I.H., Frank E. (2005) "Data Mining: Practical machine learning
tools and techniques", 2nd Edition, Morgan Kaufmann, San Francisco,
[14] Zhang L.V., Wong S.L., King O.D., Roth F.P., Predicting co-complexed
protein pairs using genomic and proteomic data integration, BMC
Bioinformatics 2004,5:38.


text:
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Kumbaya: #FreddieGray protest brings together Crips, Bloods and the Nation of Islam? [photos]
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Gangs not fighting should be an everyday truth.
Outside agitators debunked? Only 3 of 30 #FreddieGray rioters from out of state
April 26, 2015 07:51 PM
Protect the narrative!
April 26, 2015 04:39 PM
Spelling is hard.
Make note: President 'will not rest' until Washington Post's Jason Rezaian freed by Iran
April 25, 2015 11:46 PM
He managed to bring Bowe Bergdahl home after all.
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SAP starts to see some blue sky through the CloudAfter having to issue consecutive profit warnings in the last two quarters, SAP AG's SAP The German-based company said its fledgling Cloud business grew strongly from a low base in the first quarter, with new Cloud subscription and support business ... Fortune, 1 hour ago |
Sky Profits From Surge in U.K. and Europe Customer Numbers(Adds analyst comment in fourth paragraph.) Rupert Murdoch's European pay-TV provider said in a statement Tuesday that nine-month sales rose 5 percent and operating profit 20 percent, boosted by the surge in customer numbers across Europe. In ... La Repubblica, 1 hour ago
Sky's Nine-Month Sales Rise on TV Customer Surge Across Europe
La Repubblica, 4 hours ago
Dirrell live on Sky SportsGeorge Groves looks ahead to what the future holds and says it has always been his dream to become world champion. George Groves will be able to watch his target, WBC champion Anthony Dirrell, live on Sky Sports. The British super-middleweight ... Sky Sports, 1 hour ago
Sky lifts FTSE after strong resultsFrom the section Business (Open): Shares in pay-TV broadcaster Sky led the FTSE 100 higher after it reported strong third quarter results. Sky shares were up 4.3% after operating profits for the nine months to the end of March rose 20% to ... BBC, 1 hour ago
Sky leads FTSE 100 rally
MSN UK, 2 hours ago
FTSE jumps after positive results from Apple supplier Arm and Sky
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SKY pushes FTSE higher
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U.K. Stocks Gain for 2nd Day as Sky, ARM, InterContinental Rally(Bloomberg) -- U.K. stocks advanced for a second day, with Sky Plc and ARM Holdings Plc leading gains after reporting an increase in sales. The FTSE 100 Index climbed 0.4 percent to 7,081.69 at 9:23 a.m. in London. The FTSE All-Share Index rose ... La Repubblica, 1 hour ago
Sky profit jumps 20pc*The figures* For the nine months to the end of March, Sky operating profit was up *20 per cent *to *£1.025bn *on revenue of *£8.453bn*, which also grew *five **per cent* on the same period last year. The pay TV firm added *242,000* new ... NewsR.in, 3 hours ago
Sky grows 9-mth operating profit 20%
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Sky 9-month Operating Profit Rises - Quick Facts
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Sky adds record number of subscribers
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Sky posts 20% jump in profit on demandSolid demand for pay-TV in Britain and an improving picture in Germany and Italy helped Sky to post an as expected 20% jump in nine-month profit today. Sky wasformed from the combination of BSkyB, Sky Deutschland and Sky Italia to serve 20 ... RTE Online, 1 hour ago
Sky Profit Rises as It Adds Most U.K. Customers in 11 Years
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text:
Rodriguez discusses Ole Miss
BLOG: During a coaching search any news or mention of the university is, well, news.
This morning former Michigan and West Virginia coach Rich Rodriguez was a guest on the Tim Brando Show. (more…) (November 15, 2011)
Rebels bracing for No. 1 LSU
Last week was a difficult one for Ole Miss coach Houston Nutt.
Not only was it announced he would not be retained past this season, but his team was defeated handily by Louisiana Tech on Saturday.
Things won't get any easier for Nutt and the Rebels this week as No. 1 LSU comes to Oxford. (November 15, 2011, Page 6)
Oxford's Gibbs chooses Rebels
Ole Miss is set to have another Gibbs on its baseball diamond.
Recently, current Oxford senior Luke Gibbs committed to play for the Rebels following in the cleat marks of his All-American grandfather, Jake, his father, Monte and his uncle, Dean. (November 15, 2011, Page 7)
Youngsters show some glimpses in loss to 'Dogs
Ole Miss' coaching staff has said all season that the freshman class is a special one.
On Saturday, Ole Miss' fans got a healthy dose of the freshmen class as the Rebels started six true freshmen (receiver Donte Moncrief, offensive lineman Aaron Morris, linebacker Serderius Bryant, cornerback Senquez Golson, safety Cody Prewitt and defensive end C.J. Johnson). (more…) (November 14, 2011, Page 1B)
Rebs win despite second half shooting woes
The Ole Miss men's basketball team didn't miss Chris Warren's scoring at all in the first half of the Rebels' 60-38 win over Louisiana-Monroe at C.M. "Tad" Smith Coliseum on Friday night.
Warren's shot making was definitely missed in the second half of the season opener, though. (more…) (November 14, 2011, Page 4B)
Lady Rebs overcome slow start in opener
The Ole Miss Lady Rebels showed their youth at times on Friday.
Opening their season with a bout against North Florida at the C.M. "Tad" Smith Coliseum, the Ole Miss women's basketball team had to dig out of an early 12-point deficit to defeat the Ospreys 68-59. (November 14, 2011, Page 4B)
Louisiana Tech bullies Ole Miss on homecoming
BLOG: Hello from Oxford, Miss. It's been a pretty crazy week with the announcement that Houston Nutt would not be retained past this season. (more…) (November 12, 2011)
A lot of new faces for Lady Rebels
The Ole Miss women's basketball team will officially get its season started on Friday with an 11 a.m. tip against North Florida.
Even after an exhibition swing in Canada, weeks of practice and two closed scrimmages, Lady Rebel head coach Renee Ladner is being cautious about the her team's readiness for the opener. (November 10, 2011, Page 7)
Boone, Jones talk about Nutt decision
VIDEO BLOG: Ole Miss Athletics Director Pete Boone and Dan Jones both talk about the decision to not retain Houston Nutt as the program's head coach after this season. (more…) (November 9, 2011)
Nutt says Ole Miss needs something different
BLOG: Ole Miss coach Houston Nutt appeared on the Tim Brando Show yesterday and amidst a variety of topics, briefly discussed what the Rebels will need in their next head coach. (more…) (November 9, 2011)
Davis Potter @DPotterOE
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text:
Game's biggest downfall among being too easy/unbalanced as "Gothic" is: HORRIBLE dialogues, scripts and voices!
To be honest, Risen too had few bad and uninspired dialogues but was still able to maintain certain level of dignity. There are(many) parts in this game, especially in first half that almost made me uninstall it. Game have some beautiful fantasy scenery, lot of years of work went into it, story actually isn't bad at all(in concept and on the paper), however I foresee that good 40%+ gamers won't find enough lead in them to pass it because dialogues. Scripts, voices, dialogue choices... its truly bad. Its like game doesn't take itself seriously and I hate that. Stupid jokes I expect from games that are designed for that purpose, I want serious, interesting and dark story here! You will notice what I mean right in beginning in first "tutorial" island. Enjoy.
Strangely animated cutscenes are pretty "serious" and well acted/voiced which go in big contrast with gameplay.
Game itself isn't that much buggy. I never experienced anything big or even stopper. But for example, you speak with someone and suddenly certain part of dialogue is voiced by different actor(or same but with totally different tone not relevant to previous mood). It does feel weird of course and destroy atmosphere of the game.
Ending cutscene was weirdly cut when credits rolled which also felt strange.
New combat is more slick and feel good, but this make game too easy and destroy one of most important subjects of Gothic series: combat balance and awareness from enemies. Before, you felt your RPG progress clearly. Wolfs were threat at beginning, then not anymore - but bears still were - when even they were not anymore skeletons still were - when not shadowbeast was still big deal etc... Well now you can fight almost all of them from get go - on normal difficulty. I already fought whole packs of wolves in tutorial island and haven't even got hurt.
Problem here is that while combat was renewed, enemies remain with same behavior(maybe even less cunning). You can evade by right click of mouse button and run around and they never hit you. If they do they take lot of health which is cheap way to compensate difficulty. Character don't give feedback much so you better watch health meter or you may not even notice(screen will go red at least but thats already after only half of health gone) when you suddenly die.
So this is problem because it destroy one of the most fundamental part of Gothic series: feel of character and RPG progression.
It doesn't help that skills are badly designed too. Skill tree have only few options to spend points for upgrade, but already easy cheap combat takes feeling of necessity to do that. Also, for example adding points to "precision" - which is used for bow combat enhancement add also to mana reserves(!), that streamlined it is.
Thankfully there are "levels" and other RPG elements like strength which you cannot directly upgrade but you get lot of equipment which may enhance some abilities and in this regard game is still ok as an RPG.
First tutorial island aside, main game is on second - big one. If before you could go everywhere but were limited by your skill and RPG progress vs. enemies, here game allow you to visit land by parts. Before you can progress to another area, you need to solve problems in current one. These areas are of about medium size so its not that bad, you can return later too so in concept game is "expanding" places you can visit. I don't have problem with this but others may. To some degree it give that feel of progress(that other changed gameplay elements have taken from you).
Hero is looking horrible. Nothing fantasy/awe-inspiring. Uninspired is best word I can find. Were he be a real person staying close to me, I would get 5+ years prison because of him. NPC's are... horrible(again), few ugly faces repeating all over the game.
I better watch my blood pressure so lets skip this...
First, game DOES get better after about half and toward its end. Stupid dialogues and silly voices are replaced by better, more important ones and gameplay get its priority. Story too.
At already about half-game I had my fire magic at maximum, which means I was clearing multiple enemies at once and this satisfaction can give you only few RPG's because in may of them magic is underpowered. Its already easy even more BUT satisfying. By holding button you can charge spell to be stronger.
World is beautiful and most important: fantasy beautiful, this is where Spellbound always been good at and don't make series any bad name(at least). Monastery on cliff or castle separated from land by gap, big mountains, tower... you name it. This is one of main reasons I play Gothic(s) and its all here.
When I think about it, biggest downfall here is silly uninspired dialogues and that game try to be funny at times. There are many other games that already got "streamlined" for masses, yet people play and like them because they are able to hook them from beginning. But if you get THIS presentation how can you even care? Sure, story and all does get better(much, much later) but its nothing you haven't seen before. Believe or not, there is actually good game under. Would they re-voiced dialogues(or just replaced them with "generic voice imitations" for sake of $ and focused on better scripts and dialogue choices), adjusted at least few its scripts and reworked combat a bit then game would be great. Maybe not same like Gothic series but great nonetheless on its own. As it is now its just streamlined, uninspired and unfinished Gothic wannabe that may or may not still be worth for you to play, depends what you look for and how much can you tolerate.
"Rise G4! For being silly, uninspired and sometimes downright stupid, for trying to "joke" around, for lacking combat/RPG depth of predecessors, for screwing good series AND for being gay, I hereby - with full consequences and within my user review limits, sentence you to d... 6.5/10(UPDATE: meh, 7 for peace in my soul) score, with eyepatch over one eye, taking into account fantasy world in which you succeeded, second part of game and its ending. Amen to that."


text:
The St. Louis Blues' Barret Jackman might be wondering, why me? It's been an interesting last couple of games for Jackman, who was sent to the locker room… 135 more words
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As anticipated, the St. Louis Blues are getting a significant boost on Saturday, as key defenseman Kevin Shattenkirk returns to the lineup against the Columbus Blue Jackets. 213 more words
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Kevin Shattenkirk hasn't played since Feb. 1 because of an abdominal injury, but St. Louis Blues believe that the 26-year-old defenseman will be available for Saturday's game against Columbus, according to the St. 168 more words
Maurice calls Blues 'best team in the league' ahead of tonight's game in Winnipeg
Remember our old Tuesday Tire Pump? (It's OK if you don't, it didn't last that long.) I ask because Winnipeg Jets head coach Paul Maurice seems to have utilized the format, albeit on a Thursday — prior to tonight's key Western Conference clash against the Blues, Maurice put some major air in St. 259 more words
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11/13/2012 at 4:55 p.m. Dried Bat or Baby Rats: Which Would You Rather Not Find in Your Food? It's actually a trick question. READ MORE »
The Inevitable Salon Defense of Kazakhstan's Election System Is Finally Here and It's More Amazing Than You Could Have Imagined 373 Shares Share Tweet


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By PR Newswire | Article Rating: |
April 10, 2014 05:00 AM EDT | Reads: |
241 |
DUBLIN, April 10, 2014 /PRNewswire/ --
CommProve is today announcing a new deal worth more than $1.7m with a LATAM Tier 1 MNO with more than 70 million subscribers. The new contract is based on a platform expansion of CommProve's GSP Performance Management product, a key solution for managing capacity, availability and quality of network services in a multivendor, multi-technology environment.
"Our GSP solution collects performance data and shows it in easy to understand and value creating reports. We process very large quantities of performance statistics, giving to the operators accurate information on network capacity, quality and usage," said Lars Pedersen, CEO of CommProve. "With this information, operators can maximize network performance to ensure competitive QoE in a cost-effective manner."
CommProve's portfolio of solutions provides operators with increased visibility into network performance, subscriber quality of experience and in some cases financial performance. The various solutions capture data from network links or directly from network elements and by correlating between data from different sources the solutions provide valuable insight used for network optimization, customer experience management, handset management, revenue assurance, Big Data feeds and many other use cases.
For more information on CommProve's product portfolio, click here.
About CommProve
CommProve enables mobile network operators (MNOs) to control financial performance, quality of experience and network performance using real-time cell awareness. The CommProve NetLedge platform provides real-time data acquisition and mediation while the CommProve Insight application suite collects and analyzes network usage information and integrates it with business rules and subscriber data to enable operators to maximize both customer satisfaction and profitability.
Headquartered in Ireland, and privately held since it was founded in 1996. For additional information please visit http://www.commprove.com.
Analyst/media contact:
Email: [email protected]
Twitter: @commprove
SOURCE CommProve
Published April 10, 2014 Reads 241
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CloudBees, Inc., has announced a $23.5 million financing round, led by longtime CloudBees investor Lightspeed Venture Partners. Existing investors Matrix Partners, Verizon Ventures and Blue Cloud Ventures also participated in the round.
The latest funding announcement follows earlier rounds of $4 million, $10.5 million and $10.8 million, bringing the total investment in CloudBees to just under $50 million since the company's inception in 2010. Previous venture investment rounds were led by Ma... May. 5, 2015 02:00 AM EDT Reads: 2,119 |
By Liz McMillan SYS-CON Events announced today that Blue Box has been named "Bronze Sponsor" of SYS-CON's DevOps Summit New York, which will take place June 9-11, 2015, at the Javits Center in New York City, NY.
Blue Box delivers Private Cloud as a Service (PCaaS) to a worldwide customer base. Built on a technology platform leveraging decades of operational expertise in cloud and distributed systems, Blue Box Cloud is a managed private cloud product available in both hosted and on-prem versions. Each Blue Box ... May. 5, 2015 02:00 AM EDT Reads: 1,934 |
By Carmen Gonzalez DevOps Summit 2015 New York, co-located with the 16th International Cloud Expo - to be held June 9-11, 2015, at the Javits Center in New York City, NY - announces that it is now accepting Keynote Proposals.
The widespread success of cloud computing is driving the DevOps revolution in enterprise IT. Now as never before, development teams must communicate and collaborate in a dynamic, 24/7/365 environment. There is no time to wait for long development cycles that produce software that is obsolete... May. 5, 2015 01:45 AM EDT Reads: 4,345 |
By Elizabeth White "The year of the cloud – we have no idea when it's really happening but we think it's happening now. For those technology providers like Zentera that are helping enterprises move to the cloud - it's been fun to watch," noted Mike Loftus, VP Product Management and Marketing at Zentera Systems, in this SYS-CON.tv interview at Cloud Expo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. May. 5, 2015 01:30 AM EDT Reads: 3,417 |
By Elizabeth White "We help people build clusters, in the classical sense of the cluster. We help people put a full stack on top of every single one of those machines. We do the full bare metal install," explained Greg Bruno, Vice President of Engineering and co-founder of StackIQ, in this SYS-CON.tv interview at 15th Cloud Expo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. May. 5, 2015 01:15 AM EDT Reads: 3,556 |
By Elizabeth White "We are a managed services company. We have taken the key aspects of the cloud and the purposed data center and merged the two together and launched the Purposed Cloud about 18–24 months ago," explained Chetan Patwardhan, CEO of Stratogent, in this SYS-CON.tv interview at 15th Cloud Expo, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. May. 5, 2015 01:00 AM EDT Reads: 2,964 |
By Pat Romanski "Blue Box has been around for 10-11 years, and last year we launched Blue Box Cloud. We like the term 'Private Cloud as a Service' because we think that embodies what we are launching as a product - it's a managed hosted private cloud," explained Giles Frith, Vice President of Customer Operations at Blue Box, in this SYS-CON.tv interview at DevOps Summit, held Nov 4–6, 2014, at the Santa Clara Convention Center in Santa Clara, CA. May. 5, 2015 12:30 AM EDT Reads: 3,659 |
By Elizabeth White Puppet Labs on Wednesday released the DevOps Salary Report, based on salary data gathered from Puppet Labs' industry-recognized State of DevOps Report. The data confirms that market demand for DevOps skills is growing, and that DevOps engineers are among the highest paid IT practitioners today. That's because IT organizations today are grappling with how to be more agile and responsive to the business, while maintaining the stability of their infrastructure. DevOps practices, such as continuous ... May. 5, 2015 12:15 AM EDT Reads: 2,259 |
By Pat Romanski SYS-CON Events announced today that AIC, a leading provider of OEM/ODM server and storage solutions, will exhibit at SYS-CON's 16th International Cloud Expo®, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY.
AIC is a leading provider of both standard OTS, off-the-shelf, and OEM/ODM server and storage solutions. With expert in-house design capabilities, validation, manufacturing and production, AIC's broad selection of products are highly flexible and are conf... May. 5, 2015 12:15 AM EDT Reads: 5,817 |
By Liz McMillan In a world of ever-accelerating business cycles and fast-changing client expectations, the cloud increasingly serves as a growth engine and a path to new business models. Dynamic clouds enable businesses to continuously reinvent themselves, adapting their business processes, their service and software delivery and their operations to achieve speed-to-market and quick response to customer feedback. As the cloud evolves, the industry has multiple competing cloud technologies, offering on-premises ... May. 5, 2015 12:00 AM EDT Reads: 3,092 |
By Elizabeth White DevOps Summit, taking place Nov 3-5, 2015, at the Santa Clara Convention Center in Santa Clara, CA, is co-located with 17th Cloud Expo and will feature technical sessions from a rock star conference faculty and the leading industry players in the world.
The widespread success of cloud computing is driving the DevOps revolution in enterprise IT. Now as never before, development teams must communicate and collaborate in a dynamic, 24/7/365 environment. There is no time to wait for long developmen... May. 4, 2015 11:45 PM EDT Reads: 610 |
By Pat Romanski While Docker continues to be the darling of startups, enterprises and IT innovators around the world, networking continues to be a real mess. Indeed, managing the interaction between Docker containers and networks has always been fraught with complications. Without automation in networking, the vision of running Docker at scale and letting IT run the same apps unchanged on the laptop and in the data center or for any cloud cannot be realized. May. 4, 2015 11:30 PM EDT Reads: 718 |
By Pat Romanski SYS-CON Events announced today Isomorphic Software, the global leader in high-end, web-based business applications, will exhibit at SYS-CON's DevOps Summit 2015 New York, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY.
Isomorphic Software is the global leader in high-end, web-based business applications. We develop, market, and support the SmartClient & Smart GWT HTML5/Ajax platform, combining the productivity and performance of traditional desktop software ... May. 4, 2015 10:00 PM EDT Reads: 656 |
By Elizabeth White Application metrics, logs, and business KPIs are a goldmine. It's easy to get started with the ELK stack (Elasticsearch, Logstash and Kibana) – you can see lots of people coming up with impressive dashboards, in less than a day, with no previous experience. Going from proof-of-concept to production tends to be a bit more difficult, unfortunately, and it tends to gobble up our attention, time, and money.
In his session at DevOps Summit, Otis Gospodnetić, co-author of Lucene in Action and founder... May. 4, 2015 07:00 PM EDT Reads: 2,115 |
By Liz McMillan SYS-CON Events announced today that CenturyLink, Inc., a leader in the network services market, has been named "Platinum Sponsor" of SYS-CON's 16th International Cloud Expo®, which will take place on June 9-11, 2015, at the Javits Center in New York City, NY.
CenturyLink is the third largest telecommunications company in the United States and is recognized as a leader in the network services market by technology industry analyst firms. The company is a global leader in cloud infrastructure and ... May. 4, 2015 04:15 PM EDT Reads: 1,148 |


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local food businesses Cheese Expert Laura Werlin Talks about Seasonality, Books and Travel By Mary Ladd Aug. 29, 2012
local food businesses Interview with Absinthe Chef Adam Keough: spicy rabbit meatballs, food secrets and culinary mentors By Mary Ladd May. 6, 2012
tv, film, video, photography Check, Please! Bay Area: Season 2: Episode 9 By Wendy Goodfriend Mar. 22, 2007


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Tropicana the US juice maker has been forced to recall 100,000 gallon-size jugs of orange juice sold at Sam's Club stores across the US because of fears of contamination from a cleaning solution. Tropicana said that close to 500 bottles of its "super size" Pure Premium Calcium orange juice, were inadvertently exposed to a solution used to clean bottling equipment. The expiry date on the bottles concerned is 15th April.
US: Tropicana recalls juice after contamination fear
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$850 1 bed 6100 Lakewood Dr SW, University Place WA, 98467
$850 1 bed 6100 Lakewood Dr SW, University Place WA, 98467
: $850 1 bed
6100 Lakewood Dr SW, University Place, 98467
Commute to Downtown University Place
60+ min 60+ min 60+ min View Routes
Something missing? Add a place
1 bed
This apartment is in University Place. Nearby parks include Manitou Park, Kobayashi Park Dr and South End Recreational Area.
6100 Lakewood Dr SW has a Walk Score of 40 out of 100. This location is a Car-Dependent neighborhood so most errands require a car.
Park Place Apartments offers one and two bedroom apartments in the beautiful town of University Place, bordering Tacoma and close by shopping, dining, recreation, and every day conveniences.At Park Place Apartments, each one or two bedroom apartment home has a full sized washer/dryer, dishwasher and garbage disposal. You will love the full sized, walk through kitchens, large bedrooms and abundance of closet and counter space. The resident clubhouse has a tanning salon, swimming pool, fitness cen
9 Reviews
Laura C
Mar 11, 2015
The new look of Park Place is great! Compared to before, the addition of new cabinets and stainless steel appliances adds a really nice touch and sets it a part from other apartments in the area. Office staff and maintenance are always very friendly. Having a social room and pool is an added bonus.
Anonymous Rating
Jan 29, 2015
waited to move out before posting this review plus some time I moved to JBLM a few years ago and chose Park Place because they had a high rating and looked a lot nicer on the website. Moving into Park Place I was extremely disappointed. If I had not of dropped a non refundable deposit I would have walked away the day I arrived. The area outside of Park Place is atrocious. The Drug Area, Stay Out Signs are everywhere north of the apartments. Hannah Pierce Road is extremely high crime and you get to deal with staring at one of those prostitution dens (Bikini Barristas) just down the road. Prior to moving here I had rented with six other companies ranging from college days and then the military. Park Place rated worst company I've ever rented with. To give you an idea of Park Place its owned by a conglomerate that owns all of the apartments within a certain radius. The office itself works for a larger apartment company. They mark up and sell Park Place as the premium apartments, but in reality, they're far from premium. The apartments themselves are heated extremely inefficiently (I was paying $100+ heating bills with the thermostat set to 55 most of the winter months and that was still somewhat cool in the apartment). The summer months when its 90 outside you're basically told to sweat and die because you aren't allowed to install a windowed AC unit. The carpet when I moved in smelled like someone had a bad night and threw up on it (which led to black mold and the dog ripping the carpet up there out of curiousity) Complaints for it to be recleaned and replaced were ignored so I did it myself after waiting a week. When the cleaning people did come a month later they did a poor job of cleaning, then charged me for labor AND to replace the carpet on move out! The kitchens also lacked a garbage disposal, cabinet space, and the dishwasher usually had to be ran twice to clean everything and even then a lot of my utensils came out with mold or rust on them. The walls are paper thin as well. You can hear everything that goes on next door (including neighbors listening to pornography or having sex) The neighbors were nothing but rude and passive aggressive. I had numerous complaints about my dog barking. (Which was ironic because when the Seahawks were playing you could hear them across the block) Attempting to discuss the issue with the neighbors led to them simply avoiding me and claiming I was harassing them. The pet situation is also abysmal. Myself and most of the dog owners seemed to have those amazing pink slips on our doors every month indicating that we were "fined for dog waste". All it takes is for someone to claim that they "saw" your dog poop and you didn't clean it up to get prorated. No proof required even though I always cleaned up my dog. (Which also makes a great way for neighbors to troll people they don't like. Just report them everytime their dog poops and you can get them prorated up to $250!) In addition, you are prone to "random inspections" where the apartment people basically warn you 24/48 hours that they're conducting an apartment inspection as a way to prorate and charge you more money (seemed to happen more often during Tax Season. Wonder why....) When I did leave for training with the military the apartment place was nothing but a pain in the ass. It didn't matter that I was gone. I should've had someone watch the apartment for me while I was gone to avoid "late fees' for warnings and pet pooping incidents. Overall, I would definitely not recommend Park Place to anyone military or anyone in general. If you're military I'd recommend looking deeper into University Place, Steillacoom, DuPont, or move onto main post. I took the family to DuPont personally and I haven't had any problems since moving there. Its nice to be away from an apartment company that treats you like a criminal and makes your living experience far from enjoyable.
Typhani Rodgers
Apr 02, 2015
Great great place. If you're looking for quiet community with updated amenities, then check out Park Place. Great place to live!
Sedale Benjamin
Jan 25, 2014
Park Place Apartments is a very beautiful place to live, I love living here. Nice quiet area, military friendly, and very safe gated Community. The staff is extremely nice, friendly and helpful. Maintenance is awesome. Park Place is in a Great Area. Parking is never a problem and the overall apartments are well-kept and maintained. I do highly recommend park place apartments, its one of the nicer apartments surrounding the Tacoma and Fort Lewis Area.
Amber Marlowe
Aug 20, 2013
Management is absolutely rude and when it comes to moving out and needing a rental history they'll give your new landlord the runaround for four days. Make sure you never have a credit on your account and move out on the first of the month because they "won't refund" any credits even though the lease clearly states as long as you don't owe money and give proper notice that you'll be refunded any credits. Beware of black mold and leaking ceilings also the absurd amount of spiders crawling around in your apartment. Never any parking and if your out of your lease and a paid spot comes available they won't rent it out even though they raise your rent and charge a 50 fee to be month to month. Walls are like paper you hear absolutely everything above you and don't even bother making a noise complaint because nothing will get done about it. If your gonna spend 900+ on rent I suggest going farther into university place they are old and very cheaply updated way over priced and management is awful! Beware of this place all they care about is the money!
Owner/manager tools | Report bad listing | From dwellesque.com
Most errands require a car.
Score Details
Explore how far you can travel by car, bus, bike and foot from 6100 Lakewood Dr SW.
View all University Place apartments on a map.
Popular apartment searches include fireplace, fitness and top floor.
Find a University Place real estate agent who knows walkable neighborhoods. Links will open on our partner site Redfin.com.
6100 Lakewood Dr SW is in the city of University Place, WA. University Place has an average Walk Score of 31 and has 31,144 residents.
Learn More About University Place


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salad in Northridge
- 4 Comments
- Follow
Hi there, i have a date in an hour and my date has requested somewhere with good salads. I live in Northridge, I would love any salad recommendations...
Do you like Souplantation? If so, there's a location in Porter Ranch, on Rinaldi, between Porter Ranch Drive and Tampa Avenue, right near the 118 freeway exit at Porter Ranch Drive.
I don't know if it has the right ambiance for a date though, as it is a salad bar.
I like the salad bar at Gelson's too-- that's right across from the movie theatre at the Northridge Mall, in the same parking lot as DSW and Jamba Juice. Again, not much of a date ambiance there, but they do have nice patio seating in front of the store.
I personally think Gelson's would be a nicer choice, although it's a little chilly today in Northridge. I prefer to go there when the sun is out and shining brightly.
re: katkoupai
Gelson's Markets - (818) 377-4133 - 19500 Plummer St, Northridge, CA
Souplantation - (818) 363-3027 - 19801 Rinaldi St, Porter Ranch, CA
too late for today but for next time... some thoughts for salads in Northridge include: Alessio, Brent's and CPK...also,, Maria's. If you want to drive to Sherman Oaks, I always like Stanley's and Daily Grill for salads.
re: truefoodie
Maria's Italian Kitchen - (818) 341-5114 - 9161 Reseda Blvd, Northridge, CA
Alessio - (818) 709-8393 - 9725 Reseda Blvd, Northridge, CA


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Reading Franklin Street Station is a cultural feature (building) in Berks County. The primary coordinates for Reading Franklin Street Station places it within the ZIP Code 19602 delivery area.
In the Maps and Aerial Photos section below, you'll find links to: (1) Local area photos around Reading Franklin Street Station, (2) A listing of the nearest hotels to Reading Franklin Street Station and (3) Driving Directions to Reading Franklin Street Station from almost anywhere. The location of Reading Franklin Street Station is marked on an interactive map. The map can be searched by either business name or business category.
Feature Name: | Reading Franklin Street Station |
Category: | Pennsylvania physical, cultural and historic features |
Feature Type: | Cultural |
Class: | Building |
County: | Berks County |
Latitude: | 40.333007 |
Longitude: | -75.924281 |
Feature ID: | 2488318 |
Search for: | Reading Franklin Street Station Address & Phone Number |
Reading, PA
(< 0.1 mile) West Reading, PA (1.4 miles W) Mount Penn, PA (1.9 miles E) Kenhorst, PA (1.9 miles SSW) Wyomissing, PA (2.4 miles W) |
Greenfields, PA
(2.4 miles NW) Pennside, PA (2.4 miles E) Grill, PA (2.4 miles SSW) Saint Lawrence, PA (2.7 miles E) Reiffton, PA (2.7 miles ESE) |
Oakbrook, PA
(1.4 miles SSW) Oakbrook Terrace, PA (1.4 miles SW) East Reading, PA (1.4 miles ESE) Millmont, PA (1.4 miles S) Brookline, PA (1.4 miles SW) |
Klapperthall Junction, PA
(1.4 miles SE) Wyomissing Park, PA (1.9 miles WSW) Hampden Heights, PA (1.9 miles NNE) Glenside, PA (1.9 miles NW) Berkshire Heights, PA (1.9 miles WNW) |