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|By Philippe Cohen, Paolo de Nictolis
Article Rating:
|October 31, 2007 02:00 PM EDT
We all know and love the Microsoft Visual Studio IDE, but did you know that you can use it to create Web and server applications that run on open systems such as Solaris or Linux? Urix, a predictive modeling software company and Mainsoft customer since 2005, is doing just that.
In January 2005, Urix migrated the development of its RiskSmart calculation engine from C to C#. RiskSmart consists of 150,000 lines of C# code and executes as a set of .NET assemblies, with no user interface, as part of a comprehensive solution for analyzing health care risks and associated costs.
However, according to Atul Mistry, vice-president of technology at Urix, the product's reliance on Windows and .NET effectively limited its market potential. "Our business partners have standardized on Unix, and virtually all of our largest health care insurance customers have Unix-only requirements in their datacenters, running on AIX, HP-UX, or Solaris. We figured we could convince some of the insurance companies to use Windows and .NET, but this wouldn't solve the significant sales barrier we faced. We also considered delivering RiskSmart as a Software as a Service (SaaS) offering, but the healthcare industry is not yet ready for this type of approach. Bottom line is we would lose significant business opportunities if we didn't deliver a Unix deployment."
Mistry considered rewriting RiskSmart in Java and maintaining two source bases. He estimated the rewrite would take two person-years for the initial port to Java, plus two Java developers on an ongoing basis to support ongoing maintenance and enhancement costs. "This approach would cost on the order of $200,000 annually," he explains.
Instead, Mistry chose Mainsoft's cross-compilation software, Mainsoft for Java EE. The software plugs into the Visual Studio development environment and compiles Microsoft's Common Intermediate Language (CIL) into Java bytecode. It also supports a long-term single source code development strategy across .NET and Java.
"The initial port of RiskSmart to Java using Mainsoft took about two person-weeks," Mistry said. "The port was exceptionally easy in part because the ported Java code ran directly on a Java VM. Because there was no user interface component to RiskSmart, there were no complexities associated with an application server. There were only a couple of things we had to do manually," he explained. "We used log4net, an Apache project, as our logging utility, and we simply had to switch that to log4j during the port. The second thing was that we used a lot of XML, and there are some inconsistencies between Microsoft XML and other implementations. Mainsoft's support team helped us resolve both these issues very quickly."
According to Mistry, "There's no apparent performance difference between the .NET and Java versions of the application. We take a minor performance hit in our current Java release because .NET 1.1 doesn't support generics and requires us to use boxing (or casting) in our code, which can have a negative effect on Java performance. We expect the minor performance gap will be eliminated when we upgrade to .NET 2.0 and take full advantage of generics, which is supported by Mainsoft, in lieu of boxing."
RiskSmart is currently in its third Java release and is now in production at virtually all of its largest health insurance customers' data centers, supporting 70% of all lives that are analyzed by the RiskSmart calculation engine. The development team builds the application nightly, and then executes Mainsoft to build the Java port. "Most product testing occurs on the .NET version, with some testing done on the Java side to assure its integrity. When RiskSmart for .NET is ready to ship, so is RiskSmart for Java."
Starting in .NET 2.0
If you're a Visual Studio developer, you can start with Mainsoft's Grasshopper to explore how to cross-compile and debug Java EE applications from Visual Studio. Grasshopper 2.0 is Mainsoft's freely available Developer Edition that includes a plug-in to Visual Studio 2005 and the open source Tomcat servlet engine for executing Java JSP and EE applications on a single CPU. You'll find that if you know C# or Visual Basic, you're on your way to becoming a Java EE developer!
One example to get you started is a Web-based accounting application with membership and role-based security using ASP.NET 2.0. The application uses Master Pages and the Login, Wizard, and Gridview controls and was originally developed by Paolo de Nictolis for JavaDay 2006 in Rome (http://roma.javaday.it ). The application relies on Mainsoft's full implementation of the ASP.NET 2.0 Membership, Role, and Profile providers based on Apache Derby (http://db.apache.org/derby/), an embedded database that offers a pure Java runtime alternative to MS SQL Express. Paolo shows you how to access application data, which remains stored in MS SQL Express 2005 (www.microsoft.com/sql/editions/express/default.mspx); how to take advantage of the integrated debugger, based on open standard JPDA (Java Platform Debugger Architecture, http://java.sun.com/products/jpda/); and how to create a deployment package that can be used over multi-platform application servers.
Let's take a deeper look at implementing this accounting application using Mainsoft's Grasshopper 2.0.
The Preliminaries
You'll have to download a few files from several places first. The setup file for JD Expenses is available at http://dev.mainsoft.com/JDExpensesDemo. It assumes you have Visual Studio 2005 with Service Pack 1 (SP1) installed.
The next thing you'll need to download is Grasshopper 2.0, which is available at http://dev.mainsoft.com/Default.aspx?tabid=117. Installation instructions along with release notes, feature limitations, and known issues are there as well. Basic requirements include a Windows XP SP2 machine, a Windows 2003 Server, or Windows Vista Ultimate or Business.
Note: If you choose to install Grasshopper on Windows Vista, you must launch Visual Studio from an administrator command prompt and launch the Tomcat application server as an administrator.
Starting with a Database
There's no denying it. Creating a well-designed application database can help make application development proceed much faster. JDExpenses, our imaginary accounting application, allows conference speakers to input their expenses, and the administrator to view each person's balances, while role-based authentication is provided out-of-the-box by the ASP.NET 2.0 Membership and Role API. Balance is defined as a BigInteger to demonstrate how Grasshopper handles a native Java type.
Database structure is shown in Figure 1. For us to use the SQL Server from a Grasshopper application, we have to configure it: we'll log in using SQL Server authentication and enable Mixed Mode Authentication in the database Properties. To do this, you can use Microsoft's SQL Server Management Studio Express (SSMSE) tool freely available for download from Microsoft at www.microsoft.com/downloads/details.aspx?familyid=C243A5AE-4BD1-
Launch SSMSE, sign in, select the database, and right-click. From the context menu, select Properties. You'll see the SQL Server Properties dialog. Select Security and make sure that the SQL Server and Windows Authentication mode radio button is selected.
The Internet of Things will greatly expand the opportunities for data collection and new business models driven off of that data. In her session at Internet of @ThingsExpo, Esmeralda Swartz, CMO of MetraTech, will discuss how for this to be effective you not only need to have infrastructure and operational models capable of utilizing this new phenomenon, but increasingly service providers will need to convince a skeptical public to participate. Get ready to show them the money! Speaker Bio: Esmeralda Swartz, CMO of MetraTech, has spent 16 years as a marketing, product management, and busin...
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subset: commoncrawl


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Home > Find an Anesthesiologist > WA > Spokane Anesthesiologists > Dr. James Joy, MD
Dr. James Vincent Joy MD is a male Anesthesiologist, has 20 years of experience and practices in Anesthesiology.
Dr. James Joy has 2 office locations.
Cliff Cannon
Deaconess Medical Center
104 W 5th Ave
Ste 250E
Spokane, WA 99204
Phone Number
Locations and availability (2)
Cliff Cannon
Deaconess Medical Center
104 W 5th Ave
Ste 250E
Spokane, WA 99204
Phone Number
Locations and availability (2)
License & Identifications
A medical license is required for a doctor to practice medicine in a particular state. Requirements vary by state but most require, at a minimum, post-graduate training in the doctor's specific specialty. An NPI number is a national identifier unique to an individual health care provider and is managed by the Center for Medicare & Medicaid Services (CMS).
Learn more about Dr. James Joy:
View the full profile to get information on:
- Qualifications
- What's important to you
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Specialties & Research
Dr. James Joy, MD is board certified in Anesthesiology.
Education & Awards
Dr. Joy graduated from Columbia University, New York.
Dr. Joy has 2 hospital affiliations:
- Valley Hospital and Medical Center
- Deaconess Medical Center
Accepted Insurance Plans
Dr. Joy accepts these health insurances in at least one office:
- Cigna - 4 plans
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- Additional Information
- Where does Dr. James V. Joy practice?
Dr. James Joy practices Anesthesiology near Spokane, WA.
Additional practice locations include: Spokane Valley, WA.
See Spokane Anesthesiologists.


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Thursday 30th October 2014
Flybe will offer five new routes from East Midlands next winter, flying to Amsterdam, Paris CDG, Edinburgh, Glasgow and Jersey and basing two aircraft at the airport for the first time.
It said today it was still finalising schedules and frequencies with the airport for travel from October 28 to March 30.
Flybe said the new routes to Amsterdam and Paris CDG would plug into international flights from the major hubs, providing passengers based in the East Midlands with an alternative to London Heathrow.
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You can book now your advertisement for via our online booking service or find out more.


text:
Nicole Miller Spot On Olive eyeglasses are uniquely modern. This trendy frame has a satin olive green finish in a stainless steel construction, accented at the top corners with embossed rivet detailing. The transparent acetate temples are stylized with an abstract striped pattern for a casual feel.Close
Nicole Miller Crosby C01 Black eyeglasses are understatedly chic. This elegant style features a rich, eye-catching tortoise base with a glossy black overlay on the exterior surface. These glasses are minimally embellished, accented only by the embossed metal hinges in a deep gunmetal tone.Close


text:
Systems and methods are disclosed to guarantee the safety of a continuous join query (CJQ) over one or more punctuated data streams by constructing a punctuation graph; checking whether the punctuation graph is strongly connected and if so, indicating that the CJQ is safe to execute. The system uses a generalized punctuation graph and its transformation to support arbitrary punctuation schemes. The system also provides an efficient shared purge algorithm for multi-way join operator.
1. A method to guarantee a safety of a continuous join query (CJQ) over one or more punctuated data streams, comprising:
generating a punctuation graph representing relationships between one or more punctuation schemes and join conditions; and
indicating that the CJQ is safe to execute when the punctuation graph is strongly connected.
2. The method of
3. The method of
4. The method of
5. The method of
generating a generalized punctuation graph representing relationships between one or more punctuation schemes and join conditions for checking the safety of the CJQ;
transforming the generalized punctuation graph by repetitively merging strongly connected sub-graphs; and
indicating that the CJQ is safe to execute if the merged result is a single node.
6. The method of
7. The method of
8. The method of
9. A method to share a chained purge for a multi-way join operator, comprising:
deriving multiple peer chains for a multi-way join operator; and
generating a protocol of peer propagation for propagating punctuations to neighboring join operands.
10. The method of
11. The method of
12. The method of
13. A method, comprising determining purgeability of the punctuations, comprising:
determining the format of punctuations that can purge another punctuation; and
providing management of punctuation purgeability.
14. The method of
15. The method of
16. A method to generate a query plan enumeration based on one or more predetermined objectives, comprising:
enumerating one or more safely executable candidate query plans; and
estimating the cost of each candidate query plan.
17. The method of
18. The method of
This application claims priority to Provisional Application Ser. Nos. 60/804,673 (filed on Jun. 14, 2006), 60/804,667 (filed on Jun. 14, 2006), 60/804,669 (filed on Jun. 14, 2006), and 60/868,824 (filed on Dec. 6, 2006), the contents of which are incorporated by reference.
The instant invention relates to determining the safety of continuous join queries and an efficient punctuation-aware multi-way join algorithm.
Recent years have witnessed the growth of newly emerging online applications in which data arrives in a streaming format at high speed. For instance, financial applications process streams of stock market or credit card transactions, telephone call monitoring applications process streams of call-detail records, network traffic monitoring applications process streams of network traffic data, and sensor network monitoring applications process streams of environmental data gathered by sensors. In these applications, inputs to processing modules take the form of continuous (and potentially infinite) data streams, rather than finite stored data sets. Also, it is quite often that applications require long-running continuous queries as opposed to the traditional one-time queries.
One fundamental problem for processing continuous queries is that since the data streams are potentially infinite, traditional relational operators, which are well-defined based on finite data, become no longer appropriate. For instance, two highly common operator types are known to be inappropriate for processing infinite data streams: blocking operators, such as groupby, and stateful operators, such as join operators. A blocking operator may never emit a single result, while a stateful operator may require infinite states and eventually run out of space. To address these problems, stream punctuation semantics was recently introduced into the data stream context. A punctuation is a �predicate� which denotes that no future stream tuples will satisfy this predicate. Thus, based on a given punctuation, stateful and blocking operators may be able to purge data that will no longer contribute to any new results or emit the blocked results, respectively. In short, punctuation semantics break the infinite semantics in the streaming context to avoid infinite memory consumption and infinite blocking.
With appropriate punctuations, this stateful problem can be resolved: if each itemid is unique in the item stream, then each incoming bid tuple can join with only a single item tuple. Thus, as soon as the corresponding item tuple arrives, the corresponding bid tuples can be purged from the system. When the auction for one item with itemid=1 is closed, then no more bids for the item with itemid=1 will be inserted into the bid stream. As a consequence, if this information is available (through a punctuation) the join operator can purge the item tuple with itemid=1. Furthermore, the groupby operator can now output the result for this item.
In the example, if the punctuation scheme shows that there are only punctuations on bidderid from bid stream, then the item stream in the above query can never be purged and the stateful problem remains unsolved. Such a query is �unsafe� and should not be processed to avoid infinite memory consumption and infinite blocking.
Systems and methods are disclosed to guarantee the safety of a continuous join query (CJQ) over one or more punctuated data streams by constructing a punctuation graph; checking whether the punctuation graph is strongly connected and if so, indicating that the CJQ is safe to execute. The system includes a generalized punctuation graph and checking procedure for handling CJQ with complex join predicates and an efficient punctuation-aware multi-way join algorithm.
Implementations of the above aspect may include one or more of the following. The system uses a generalized strategy called chained purge strategy that serves as the basis for the safety checking of continuous join queries. A graph representation, namely the punctuation graph, captures the relationship between the punctuation schemes and the join conditions for checking the safety of continuous join queries. A generalization of the punctuation graph supports punctuation schemes which has more than one constant value attribute. The system efficiently determines the safety of a continuous join query based on the punctuation graph representation. The system provides an enumeration of safe execution plans. The system can also support a new framework for adapting other relational operators to the streaming punctuation semantics as well as the safety checking of an arbitrary SQL-style streaming query.
Advantages of the system may include one or more of the following. The safety checking of continuous join queries under punctuation semantics protects against unlimited space consumption during query processing. The system can identify if and how a particular continuous query could benefit from the punctuations (or more precisely, punctuation schemes) available in the system. The system provides safety checking of the continuous join queries (CJQs) given a set of available punctuation schemes for binary join queries as well as multi-way join queries. The safety checking procedure efficiently runs in linear time and avoids the exponential enumeration of execution plans of a continuous join query. The system automatically chooses a safe execution plan for a continuous join query for binary join queries (as shown in the above auction example) and for join queries that are over more than two data streams (multi-way join). The system decides if a particular query can be safely executed without having to enumerate all possible execution plans. The system provides an automatic safety checking mechanism for CJQs over data streams under a given set of punctuation schemes and enables a streaming query engine to (1) identify those unsafe queries, which may eventually consume all the system resources; and (2) provide a guideline of how to process those safe queries.
The DSMS has a query processor 110 that can execute a plurality of CJQs 112. The query processor 110 receives data from a query register 120 that determines the safety of a particular CJQ. Safe CJQs are passed to the query processor 110, while unsafe CJQs are rejected and the rejection is back to the requester over a network 150 such as the Internet. Streams of data such as relational tuples and punctuations, among others, are sent over the network 150 and received by an input manager 130 which in turn provides the data stream to the query processor 110.
The query register 120 records a set of punctuation schemes which describe the types of punctuations that may be generated for a particular data stream (this information is typically derived from the application semantics). Before registering a continuous join query, the query register 120 checks if the query is safe from the available punctuation schemes. If it is safe, a safe query plan is generated and continuously executed for the incoming stream data. Otherwise, since it will require infinite space, this continuous join query will be rejected.
Each data stream Si has a relational schema (Ai 1, . . . , Ai ni), where each Ai j is an attribute. A continuous join query CJQ (S, P) can be defined over the data set of streams S={S1, . . . Sn}, where P represents the set of join predicates among the data streams. Each of the join predicates p in P is specified on two data streams Si and Sj. In one embodiment, the system handles commonly used equi-join predicate, i.e., Ai x=Aj y(1≦x≦ni, 1≦y≦nj ) and conjunctive join predicates between any two data streams. Other kinds of join predicates and disjunctive join predicates are also contemplated.
Due to the unbounded nature of data streams, non-blocking join algorithms are suitable. For instance, a symmetric binary hash join algorithm can be used in the case of binary join operators and a generalized symmetric join algorithm can be employed for the MJoin operator.
When executing a continuous join query, inputs of each join operator need to be stored for future matches. The space used for storing the inputs of each join operator is referred to as the join states. In the case of a hash-based join algorithm, the join state of a join operator refers to the hash tables where the streaming data elements or the intermediate join results are hashed and stored.
In the following discussion,
An execution plan Γ(S,P) of a CJQ(S, P) contains m(≧1) join operators, i.e.
When all the data streams are finite as in the conventional database case, the join states can be purged once all the streams are consumed. When dealing with sliding window type of continuous join queries, any tuples in the join states that move out of the time window can be purged. However, when neither of these conditions is applicable, the system needs to ensure the safety of continuous join queries under the punctuation semantics.
The safety problem can be addressed using punctuations. A punctuation P is a predicate on stream elements that must be evaluated to false for every element following the punctuation. There are many ways to represent punctuations. A punctuation for a data stream S(A1, . . . , An) is formally defined as a set of predicates, one for each attribute Ai(1≦i≦n). A predicate can be empty, denoted as �*�. This means that there is no constraint on a particular attribute for the future stream data. For example, in the online auction example discussed above, the punctuation for the bid stream which states that no more bids for the item with itemid=1 will arrive can be represented as (*, itemid=1, *), or simply (*, 1, *).
In one embodiment, the system uses a punctuation scheme concept to model the application semantics in terms of the formats of punctuations that a data stream S can have. For instance, in the online auction example, it only makes sense to have punctuations with equal-value predicates on the attribute itemid rather than on the attribute increase for the bid stream. A punctuation scheme PS on a data stream S(A1, . . . , An) can be defined as (P1 S, . . . , Pn S). For punctuations with equal-value predicate on attribute Ai, then Pi S=�+�. In this case, the attribute Ai is punctuable and the actual punctuation P is an instantiation of its corresponding punctuation scheme PS. If there is no punctuation with equal-value predicate on attribute Ai, then Pi S is denoted �_� and the attribute Ai is not punctuable. In the last auction example, a punctuation scheme on the bid stream (_, +, _,_) denotes that punctuations with equal-value predicates may be available only on attribute itemid. A data stream Si may have more than one punctuation scheme. The query register 120 of
The process through which punctuations affect the safety of a continuous join query is discussed next. A join state Yi of a join operator
In the instant system, an execution plan is safe if and only if all its join operators are purgeable. In another word, the execution plan is safe if the query execution will not always consume infinite space. Additionally, in the system, a graph is called strongly connected if for every pair of vertices u and v there is a path from u to v and a path from v to u. The strongly connected components (SCC) of a directed graph are its maximal strongly connected subgraphs. These form a partition of the graph. �Strongly connected, strong connectivity and strongly connected sub-graphs� all correspond to the same meaning. In one embodiment, Kosaraju's algorithm can be used to compute the strongly connected components of a directed graph. A strongly-connected components (G) is determined as follows:
Even though it is impossible to predict which actual data or punctuations may come during the run-time, the safety checking using a given punctuation scheme set provides the guarantee that if one join state is not purgeable, then it can never be purged given any punctuations. Thus, such a query can not and should not be executed under the given set of punctuation schemes.
The safety of a CJQ using Punctuations can be determined as follows: a continuous join query CJQ(S, P) is safe if there exists at least one safe execution plan Γ(S,P). Given the same punctuation scheme set and CJQ, some execution plans are safe while others are not. The system selects execution plans by determining the safety of a query without enumerating all possible execution plans, which is computationally expensive.
The purgeability of the join states for a given punctuation scheme set is discussed next. For a Binary Join Operator, it is straightforward to determine the required punctuation schemes for a binary join operator's continuous and safe execution.
Assume that the two input data streams of a binary join operator
More generally, in order to purge any tuples in Y1, a punctuation scheme PS is used on S2 with Pj S=�+�. A similar situation holds for purging the tuples in the join state Y2. Multiple join predicates can be supported between two input streams. Thus, if the join predicates are A1 i1=A2 j1̂ . . . ̂A1 ip=A2 jp. A punctuation scheme PS from S2 with at least one Pk S=�+� (k=n1 . . . np) suffices to purge the join state Y1.
The system uses a chained purge strategy for the Mjoin operator under any arbitrary join predicates. First, a notion of join graph for an Mjoin operator is introduced. The join graph for a join operator
First, the system considers how to ensure t
Next, the system ensures that t
The above example shows that there is a chaining effect, which results in that streams that are not directly connected with t (in terms of join predicates) still have impact on the purgeability of t. This effect is used to develop a chained purge strategy. First, consider an acylic join graph. For any node S in the join graph, a spanning tree can be obtained from the join graph rooted at S as shown on the top of
From the above discussion:
Together, t
Based on the above chained purge strategy, the punctuation scheme PS required for each Si must have Pi S=�+�, i.e., there are punctuations on Si.Ai. When the join graph is cyclic, there exists multiple ways to purge a join state.
An exemplary safety checking process is described next. The system uses a graph model named punctuation graph which captures the relationship between join predicates and the corresponding punctuation schemes. In the following discussion,
Assume that V represents the set of vertices and E represents the set of directed edges in PGR(
The algorithm for constructing the punctuation graph of a multi-way operator under a given punctuation scheme set R is summarized as in Algorithm 1. The time complexity is linear in the size of the input streams, predicates and the punctuation scheme set, i.e., O(∥T∥+∥P∥+∥R∥).
The algorithm for Construct PG is as follows:
The condition in which the join state of an input stream of a join operator is required to be purgeable based on the punctuation graph is discussed next. Assume that
Next, the safety checking of a CJQ is discussed. A continuous join query can be executed by a execution plan of an MJoin operator only, a tree of MJoin operators, a tree of binary join operators, or a tree of binary join operators and MJoin operators. An execution plan is safe if and only if every join operator involved is purgeable. In order to show that a continuous join query can be safely executed, a safe physical query plan is needed. Since there exist exponential number of execution plans for a continuous query, the system cannot afford to enumerate all possible such plans and determine if each of them is safe or not. Also the following example shows that the same punctuation schemes may be safe for some execution plans and may NOT be safe for other execution plans. For instance, if an execution plan using a tree of binary join operators is adopted to execute the continuous 3-way join query in
The algorithm to determine whether a directed graph is strongly connected has a linear time complexity in terms of the size of vertices and edges. Hence, the time complexity for the function IsStronglyConnected is O(∥T∥+∥P∥). Since the time complexity for ConstructPG is O(∥T∥+∥P∥+∥R∥), the time complexity for the safety check is O(∥T∥+∥P∥+∥R∥).
Next the safety checking of CJQs with the case of punctuation schemes having only one punctuatable attribute is discussed. Consider the 3-way join operator as shown in
A generalized chained purge strategy is then discussed to handle the above issue. When the system develops the chained purge strategy for the case of punctuation schemes with only one punctuatable attribute, in step i, in order to make sure t
Next a generalized punctuation graph is discussed. In addition to the punctuation mentioned earlier, extra nodes and edges will be added. Assume that a data stream Si involved in
Based on the notion of generalized punctuation graph, a transformation algorithm (Algorithm 3) is discussed.
Hence, if the generalized punctuation join graph for CJQ(T, P) under a given punctuation scheme set R can be transformed into a single node based on the above algorithm, then CJQ(T, P}) can be safely executed under R.
Next, an efficient chained purge strategy execution algorithm is discussed. The main idea is to share the common purging across multiple purge chains.
The solution to achieve the shared purging is to adapt a peer propagation mechanism.
Next, the method for peer propagation is discussed. The concept peer chain is defined based on the path in the peer propagation graph. For example, in
A punctuation helps not only purge the tuples from the current join states, but also purge �future� tuples. Therefore, early removal of the punctuations from the system is potentially hazardous. For example, in
A punctuation can be treated a special tuple and, similar to the normal stream data, punctuations can also be purged by the corresponding punctuations from other streams. For instance, in the example of
In one embodiment, punctuations have lifespans. As a concrete example, consider the format of a TCP/IP packet depicted in
Next, the selection of a Safe Execution Plan is discussed. A continuous join query CJQ may be safely executed in numerous ways under a given punctuation scheme set. Among all possible safe plans, it is of course desirable to pick one with minimum cost. Similar to any traditional query optimization task, this involves plan enumeration and cost estimation. In this context, plan enumeration means the enumeration of possible safe execution plans, while cost estimation refers to the estimation of the cost for each individual plan.
In Plan Enumeration, given the available punctuation schemes, the number of safe plans is typically much smaller than the number of all possible plans. Thus, rather than first enumerating all possible plans and then checking whether they are safe or not, it is more desirable to generate only the safe plans in the first place. An execution plan is safe if all of its MJoin operators (including the binary join operators) are purgeable. Additionally, each individual MJoin operator is purgeable if its punctuation graph is strongly connected. Based on these results, any strongly connected sub-graphs in the punctuation graph for the query could serve as building blocks for constructing safe plans. A dynamic programming approach (similar to the classic system R optimizer) can be used to construct the query plan from small strongly connected sub-graphs.
As far as the cost estimation, punctuations have both costs (in terms of punctuation generation and real-time processing) and benefits (in terms of memory gains, reduced blocking). Therefore, cost estimation is part of a cost/benefit analysis. Since there are many (sometimes conflicting) parameters, such as the data arrival rate, punctuation arrival rate, and join selectivities, involved the goals of the optimization itself may be contradictory: for the simplest example, consider that one may optimize for memory usage and throughput; but these are not always complementary.
Two concrete plan parameter examples and their cost benefit impacts will be discussed next. For an MJoin operator, a plan parameter can be used to determine which alternative punctuation (schemes) to use. As two extreme cases, consider that the system may (a) either choose to use all punctuation schemes available to it, or (b) use only the minimum number of punctuation schemes that will keep the punctuation graph strongly connected. Option (a) is likely to reduce the memory usage for data; but it will increase the memory usage (and the processing cost) for punctuations. Option (b) on the other hand will provide savings in terms of punctuations, but will increase the memory usage for data. Another plan parameter can determine which runtime purge strategy will be used. A runtime purge strategy can be either eager or lazy: eager purge strategy processes the punctuations as soon as they arrive, while lazy purge strategy handles punctuations in a batched fashion. Different strategies have different impacts on the overall memory usage and system throughput. Therefore, based on the optimization goals, different purge strategies may be applicable. In one embodiment, adaptive query processing can be used to improve the accuracy of the cost model as the system characteristics rapidly change. Such rapid changes and fluctuations are common in a streaming environment.
Referring now to
Referring to
The invention may be implemented in hardware, firmware or software, or a combination of the three. Preferably the invention is implemented in a computer program executed on a programmable computer having a processor, a data storage system, volatile and non-volatile memory and/or storage elements, at least one input device and at least one output device.
By way of example, a block diagram of a computer to support the system is discussed next. The computer preferably includes a processor, random access memory (RAM), a program memory (preferably a writable read-only memory (ROM) such as a flash ROM) and an input/output (I/O) controller coupled by a CPU bus. The computer may optionally include a hard drive controller which is coupled to a hard disk and CPU bus. Hard disk may be used for storing application programs, such as the present invention, and data. Alternatively, application programs may be stored in RAM or ROM. I/O controller is coupled by means of an I/O bus to an I/O interface. I/O interface receives and transmits data in analog or digital form over communication links such as a serial link, local area network, wireless link, and parallel link. Optionally, a display, a keyboard and a pointing device (mouse) may also be connected to I/O bus. Alternatively, separate connections (separate buses) may be used for I/O interface, display, keyboard and pointing device. Programmable processing system may be preprogrammed or it may be programmed (and reprogrammed) by downloading a program from another source (e.g., a floppy disk, CD-ROM, or another computer).
Each computer program is tangibly stored in a machine-readable storage media or device (e.g., program memory or magnetic disk) readable by a general or special purpose programmable computer, for configuring and controlling operation of a computer when the storage media or device is read by the computer to perform the procedures described herein. The inventive system may also be considered to be embodied in a computer-readable storage medium, configured with a computer program, where the storage medium so configured causes a computer to operate in a specific and predefined manner to perform the functions described herein.
The invention has been described herein in considerable detail in order to comply with the patent Statutes and to provide those skilled in the art with the information needed to apply the novel principles and to construct and use such specialized components as are required. However, it is to be understood that the invention can be carried out by specifically different equipment and devices, and that various modifications, both as to the equipment details and operating procedures, can be accomplished without departing from the scope of the invention itself.
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Manufacturer's Suggested Age: 4 Years and Up
Features: Bendable Limbs
Articulation: Highly Articulated
Scale: Not to Scale
Includes: Accessory Pieces
Material: Plastic
Educational Focus: Motor Skills
Dimensions: 10.5 " H x 6.0 " W x 2.5 " L
Product Weight: 0.7 Lb.
Care and Cleaning: Wipe Clean With a Damp Cloth
Battery: no battery used
other Info.
- Online Item #: 15114507
- Store Item Number (DPCI): 087-06-2560
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If you're not familiar with Humble Bundle, it's only the greatest thing to ever happen to indie gaming. It offers amazing games at a huge discount, allowing you to pay what you want, with special bonuses if you pay over a certain amount. Right now, it's offering several astounding games that you can play in more »


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Phone (978) 465-8769
Price varies
Age Suitability All Ages
Abstract Art Group of New England Annual Show in Newburyport
Sunday, Aug 5, 2012 1:00p to 5:00p
Newburyport Art Association Newburyport, MA
The much anticipated annual Newburyport Abstract Art Show will open August 5th and the reception will be on Saturday August 11th from 7-9pm. There will be food and music and a fun time for all. The show closes August 18th and will be part of the Newburyport Art Walk that day and will be open until 7pm. The Newburyport Art Association is open Monday-Saturday from 11am-5pm and Sundays 1-5pm. The Abstract Artist Group of New England has been showing work for over 10 years in Newburyport.
Created by josh1234
Location & Nearby Info
Newburyport Art Association
65 Water St.
Newburyport, MA 01950
(978) 465-8769
65 Water St.
Newburyport, MA 01950
(978) 465-8769
Show nearby:
0.0 mi 1 The Villagio Cafe
0.0 mi 2 Revitalive Cafe
0.2 mi 3 The Purple Onion
0.3 mi 4 Rockfish
0.3 mi 5 Ceia Kitchen + Bar
0.3 mi 6 Agave Mexican Bistro
0.4 mi 7 Mission Oak Grill
0.5 mi 8 Mr. India
0.5 mi 9 Michael's Harborside
0.6 mi 10 Andiamo Restaurant + Bar
Reviews & Comments
Hot Tickets More »
Sun 11/16 3:30p
Fri 12/5 7:00p
Fri 11/28 7:00p
Fri 10/31 7:00p


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Vets First Choice was just named Inc. 500?s fastest growing service company in the nation and we?re looking to add great Field Sales Reps in the New York/New Jersey/Philadelphia area. Your opportunity is to work in a territory with untapped potential: Veterinarians nationwide9/18/2014 New York, NY Save This Job
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Requisition Number14-0400 Post Date9/15/2014 TitleSenior Business Systems Analyst CityNew York StateNY DescriptionWe are seeking an entrepreneurial Sr. Business Systems Analyst to join our rapidly growing team -- position may be located in Chicago, NY, or Boston. Envestnet is a9/18/2014 New York, NY Save This Job
Opal Labs is a Portland-based startup looking to change the way the world does business. We?ve developed a cloud-hosted platform called Opal as a base for beautifully crafted ? and truly useful - social enterprise applications. Each application we create is intended to solve a9/18/2014 New York, NY Save This Job
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Inside Sales Associate Arkadium, a top game development studio based in NYC developing casual, mobile, social and Windows 8 games, is looking for a motivated and tenacious Inside Sales Associate to join our growing Business Development team. Sales Associate will be responsible9/17/2014 New York, NY Save This Job
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We love our tees and hoodies so much we could talk about them all day, but that'd be a bit weird. So we'll just say that we're immensely proud of the quality of all our garments and the super futuristic technology that creates our unique t-shirts and hoodie prints. Our t-shirts are long lasting, individual and extremely useful for abiding by public decency laws.
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Slim fit, order a size up if you'd like it less fitting. If you like your hoodies baggy, go two sizes up.
lyrics from 1Ds truly madly deeply
1d, one direction, directioner, typography, lyric, lyrics, one direction lyrics, love, foolish, crazy, deeply, lover, truly madly deeply, tmd, boy band, band, music


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Cool gadgets: The best tech you can buy in 2014
Updated Got a tech-shaped hole in your life and money to spend? Here's all of TechRadar's buying guides all in one place.
Updated Got a tech-shaped hole in your life and money to spend? Here's all of TechRadar's buying guides all in one place.
HBO will finally, finally let you stream its shows without cable.
Drones as big as 747s? That's Facebook's plan for its internet-delivering flying aircraft.
Industry voice Is the UK's 4G rollout going smoothly enough? Do the public or British businesses really care about 4G, and how does the UK itself stack up against other countries in terms of coverage?
Whitehall has moved to boost uptake of its Connection Vouchers scheme.
Industry voice Daryl Cornelius, Director ITO & Enterprise EMEA at Spirent Communications, discusses how automated monitoring of fibre can warn of failures ahead of time, saving money and reputations.
In our Q&A session, company CTO Dr. Gyula Feher tells us why his focus is now firmly on the enterprise.
Interview TechRadar Pro caught up with Qualcomm's head of Alljoyn to get the latest update.
Meet the XMM 6255, one that could well position Intel as a major connectivity player.
Is HS2 really a 21st century solution to the problem of greater connectivity between the UK's commercial centres? Matt Rhodes of Quiss Technology argues that it's a retrograde step.
Want to be top of Google? Add encryption to your site.
Up to 100,000 homes to get up to 152Mbps broadband speeds
EE's new Wi-Fi hotspot device is available to buy today and it looks a hell of a lot like the iPhone 4
The government's controversial adult content filter isn't gaining much traction among new broadband account holders.
Netflix addressed its recent price raise, net neutrality and its growing international presence in its latest earnings report.
After four years of wrangling 'Vcap' emails will be sent out to persistent offenders from 2015
Google recently held talks over bringing its Gigabit internet service to the UK, but they reportedly broke down.
Talks with British company went far but stalled and broke down over a potential conflict.
Years after Cellnet, telco reinvests in mobile services with a big difference.
The medium is on its last legs though but Alcatel-Lucent still wants to extend its shelf-life
Break out the party stickers, Facebook Messenger is now on iPad.
Will the telecommunications giant do the same thing in the UK with utility companies?
Too many providers and too many services just make the market even more confusing.
BSkyB to deliver 950Mbps Ethernet speeds to homes in Basingstoke, hinting it might be ready to build its own infrastructure
Industry voice John Riordan, CTO of OnSIP, examines web real-time communications and how you can use it to your advantage.


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Also on these boards
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Recent Posts
- Poet Eric Nelson will read at Ripon College
- College Democrats to host State Senator John Lehman, candidate for Lieutenant Governor
- Milwaukee Symphony Orchestra returns for free concert, Oct. 5
- Alumnus to address ethics, communication
- Ripon to host diversity conference with area higher ed institutions
Latest Tweets
- Members of @RedHawksHoops are effecting change in a small way: painting & cleaning for a local woman in Ripon. http://t.co/Gm9BaEzj0x about 21 hours ago ReplyRetweetFavorite
- Watch for a video of event to be posted soon RT @BGCTriCounty: @riponcollege @RipCoGreekLife Thank you all for your support last week. about 22 hours ago ReplyRetweetFavorite
- Next Friday we get #spookyinstorzer Don't return to campus without your best costume. http://t.co/2GuYeZPB06 http://t.co/GoFTno1tMv about 23 hours ago ReplyRetweetFavorite
Current Ripon News
Bicycling for Earth Week and Beyond
As Ripon College continues to celebrate Earth Week, Ric Damm, head coach of the Red Hawks cycling team, is encouraging Ripon faculty, staff, students and alumni to carry the momentum of the cause throughout the summer by riding a bicycle. According to Damm, the 2013 National Bike Challenge is a free and fun program to help people across the United…
Posted in Athletics News, Sustainability Tagged bicycle, bicycling, bike, challenge, employee, environment, fitness, midwest, midwestern, sustainability, wisconsin, workplace


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Fort Abercrombie
The original Fort Abercrombie was constructed in 1858, and it was the first military settlement in what would become North Dakota. The fort was besieged by the Sioux for more than six weeks in 1862, an event that came to be known as the Dakota War of 1862. Four soldiers were killed and two wounded.
Two reconstructed blockhouses and the original guard house now reside at The Fort Abercrombie State Historic Site. Fort Abercrombie is right on the Red River, about forty minutes south of Fargo.
The Red River has shifted its track over the years and the land under part of the site was compromised. This marker provides a nice reference point for getting your bearings on the site.
Photos by Troy Larson, copyright Sonic Tremor Media LLC


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Google Inc.
Appears in 25 channels
Reviewed in Form+Function
(You're talking about Google+ now? Noob!) Hear me out. I've been using G+ way more frequently since they introduced beta testing—sign up as a tester and get beta updates through the Play Store. Aside from this stroke of brilliance, I've also enjoyed its design and UI. A+ for G+.
Reviewed in Spazio4U Mobile App
Google+ è un'app gratuita con cui puoi esplorare i tuoi interessi, comunicare con gli altri e condividere le tue passioni. Segui persone interessanti, esperti e influencer per iniziare a ricevere contenuti interessanti nello stream Home. Puoi trovare contenuti anche utilizzando la casella di ricerca, hashtag di tendenza, Temi caldi e altro ancora. Segui qualcuno che ti interessa per ricevere i suoi post nel tuo stream Home. Ci sono tantissimi modi per scoprire contenuti interessanti su ciò che ti appassiona.
Reviewed in Must have Travel apps
G+ is one of the best apps to do two things on your trip: 1) Backup your pictures in the cloud for later editing (it's plugged into Picasa, so the minor edits and color corrections can be done in no time). Plus, you can easily and quickly share your pictures with family using the circles 2) sharing your location with friends/family. You never know when you'll be stranded somewhere and need further assistance so it is better to share your location with someone you trust before you travel. In case something happens they can provide you more information and help.
Reviewed in Perfection weekly
Google+ is not being shut down, and its no Facebook or Twitter or Snapchat or Instagram. and that's a good thing. it's got a understandable and minimalistic card based UI and is a great social. just remember, the more you put into Google+, the more you get out.
Google+ is a free app where you can explore your interests, connect with people, and share things you're into. Follow interesting people, experts and influencers to start getting great content in your home stream. You can also find content using the search box, trending hashtags, What's Hot, and more. Simply follow someone you're interested in to get their posts in your home stream. There are all kinds of ways to discover cool things you're into.
Communities are one of the best places to discover content and connect with people around your interests. Within a community, you'll find a stream of content relating to the topic of the community. Search for communities around your interests and join one to get started. Once you're a member you can post in the community, comment on others' posts, and connect with other members. There are lots of really interesting and fun conversations happening in communities.
Google+ Photos is a great way to save all your photos, bring the best moments to life, and share with the people that matter. Your photos and videos are stored privately and accessible from anywhere, plus when you turn on Auto Backup they'll be automatically saved. Relive the moment with photos presented as rich stories, movies, animations, collages, and more. You can find the right photos fast by searching for what's in the image, even if it's not in the photo description. And easily add a personal touch with filters and built-in editing tools.
Google+ is a great place to share and connect with all kinds of people around the things you're interested in. Start exploring today!


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Here is a look at my studio work
I graduated from Florida State University with my Bachelors in Fine Arts. I have spent a great deal of time focusing my work around issues of gender, femininity, reproduction, and motherhood.
I also am an avid crafts-person. I make a variety of handcrafted objects from books to jewelry and home decor. I enjoy bringing beauty into this world. my crafts often borrow inspiration from my home in florida. I love using beeswax and stones and very often these materials will be presented in both my studio and crafts work.
Follow Ann Huskey's board Emerald coast jewelry on Pinterest.


text:
We love our tees and hoodies so much we could talk about them all day, but that'd be a bit weird. So we'll just say that we're immensely proud of the quality of all our garments and the super futuristic technology that creates our unique t-shirts and hoodie prints. Our t-shirts are long lasting, individual and extremely useful for abiding by public decency laws.
We advise you cold wash your garments and hang them out to dry. It'll keep them super soft, looking their best and it's even good for the environment.
Slim fit, order a size up if you'd like it less fitting. If you like your hoodies baggy, go two sizes up.
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Mohammed's 2-day visit to Moscow
Vice President and Prime Minister of UAE and Ruler of Dubai, HH Sheikh Mohammed bin Rashid Al Maktoum, was in Moscow on a 2-day visit which came by invitation of Russian Prime Minister, Vladimir Putin. Sheikh Mohammed met with Russian President Dmitry Medvedev. They discussed on expanding base of cooperation to increase the trade exchange in line with growing friendship relations, described by the Russian President as historic. Sheikh Mohammed … Continue reading