it directly benefits from the Spark Streaming API, which handles much of the complex problems of the underlying data sources, such as out of order data and recovery from failures. RapidMiner: commercial software for knowledge discovery, data mining, and machine learning also featuring data stream mining, learning time-varying concepts, and tracking drifting concept (if used in combination with its data stream mining plugin (formerly: Concept Drift plugin)) RiverML: River is a Python library for online machine learning. It is the result of a merger between creme and scikit-multiflow. River's ambition is to be the go-to library for doing machine learning on streaming data. GAENARI: C++ incremental decision tree. It continuously executes inserts and updates of chunked data sets. Rebuild support for concept drift issues. Events International Workshop on Ubiquitous Data Mining held in conjunction with the International Joint Conference on Artificial Intelligence (IJCAI) in Beijing, China, August 3–5, 2013. International Workshop on Knowledge Discovery from Ubiquitous Data Streams held in conjunction with the 18th European Conference on Machine Learning (ECML) and the 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) in Warsaw, Poland, in September 2007. ACM Symposium on Applied Computing Data Streams Track held in conjunction with the 2007 ACM Symposium on Applied Computing (SAC-2007) in Seoul, Korea, in March 2007. IEEE International Workshop on Mining Evolving and Streaming Data (IWMESD 2006) to be held in conjunction with the 2006 IEEE International Conference on Data Mining (ICDM-2006) in Hong Kong in December 2006. Fourth International Workshop on Knowledge Discovery from Data Streams (IWKDDS) to be held in conjunction with the 17th European Conference on Machine Learning (ECML) and the 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD) (ECML/PKDD-2006) in Berlin, Germany, in September 2006. See also Concept drift Data Mining Sequence mining Streaming Algorithm Stream processing Wireless sensor network Lambda architecture Books References Data mining