MOA swMATH ID: 11966 Software Authors: Albert Bifet; Geoff Holmes; Bernhard Pfahringer Description: MOA (Massive Online Analysis). MOA is the most popular open source framework for data stream mining, with a very active growing community (blog). It includes a collection of machine learning algorithms (classification, regression, clustering, outlier detection, concept drift detection and recommender systems) and tools for evaluation. Related to the WEKA project, MOA is also written in Java, while scaling to more demanding problems. Homepage: http://moa.cs.waikato.ac.nz/ Related Software: UCI-ml; WEKA; Scikit; Scikit-multiflow; ElemStatLearn; OpenML; R; C4.5; Pegasos; SMOTE; PRTools; SparseFIS; VFML; StreamKM++; TorchDrift; Alibi Detect; Eurybia; NannyML; River; Menelaus Referenced in: 35 Publications Further Publications: http://moa.cms.waikato.ac.nz/publications/ Standard Articles 1 Publication describing the Software Year MOA: A real-time analytics open source framework Bifet, Albert; Holmes, Geoff; Pfahringer, Bernhard; Read, Jesse; Kranen, Philipp; Kremer, Hardy; Jansen, Timm; Seidl, Thomas 2011 all top 5 Referenced by 96 Authors 4 Bifet, Albert 3 Gama, João 2 Džeroski, Sašo 2 Holmes, Geoffrey 2 Jaworski, Maciej 2 Koh, Yun Sing 2 Krawczyk, Bartosz 2 Lughofer, Edwin 2 Osojnik, Aljaž 2 Panov, Panče 2 Pears, Russel 2 Pechenizkiy, Mykola 2 Pfahringer, Bernhard 2 Vanschoren, Joaquin 2 Zliobaite, Indre 1 Albertini, Marcelo Keese 1 Ali, Waqar 1 Aminian, Ehsan 1 Bain, Michael E. 1 Bakirov, Rashid 1 Barber, Stuart 1 Batista, Gustavo E. A. P. A. 1 Bernardo, Alessio 1 Bischl, Bernd 1 Bossek, Jakob 1 Bouchachia, Abdelhamid 1 Brzeziński, Dariusz W. 1 Cano, Alberto 1 Cao, Hong 1 Cao, Longbing 1 Casalicchio, Giuseppe 1 Della Valle, Emanuele 1 dos Reis, Denis M. 1 Duda, Piotr 1 Fay, Damien 1 Feng, Lin 1 Fernandes de Mello, Rodrigo 1 Frank, Eibe 1 Gabrys, Bogdan 1 Gao, Yang 1 Geilke, Michael 1 Gomes, Heitor Murilo 1 Grzenda, Maciej 1 Guimarães, Victor 1 Halstead, Ben 1 Hofner, Benjamin 1 Hullermeier, Eyke 1 Hyde, Roy 1 Karwath, Andreas 1 Kerschke, Pascal 1 Kirchhoff, Dominik 1 Kramer, Stefan 1 Kumar, Jay 1 Lang, Michel 1 Liew, Alan Wee-Chung 1 Liu, Jiaming 1 Maletzke, André G. 1 Mansoori, Eghbal G. 1 Milan, Zoka 1 Nguyen, Hai Long 1 Nguyen, Thi Thu Thuy 1 Nguyen, Tien Thanh 1 Paes, Aline 1 Petitjean, François 1 Pietruczuk, Lena 1 Razmjoo, Alaleh 1 Read, Jesse 1 Ribeiro, Rita P. 1 Riddle, Patricia J. 1 Rodrigues, Pedro Pereira 1 Rutkowski, Leszek 1 Sakthithasan, Sripirakas 1 Sebastião, Raquel 1 Seibold, Heidi 1 Shahparast, Homeira 1 Shaker, Ammar 1 Shao, Junming 1 Sharma, Rabi 1 Song, Ge 1 Souza, Vinicius M. A. 1 Srinivasan, Ashwin 1 Stefanowski, Jerzy 1 Taylor, Charles C. 1 van Rijn, Jan N. 1 Webb, Geoffrey I. 1 Xanthopoulos, Petros 1 Xu, Shuliang 1 Xu, Xiaofei 1 Yang, Rui 1 Ye, Yu 1 Ye, YunMing 1 Zaverucha, Gerson 1 Zhai, Tingting 1 Zhang, Haijun 1 Zhao, Xin 1 Zheng, Qipeng Phil all top 5 Referenced in 10 Serials 11 Machine Learning 9 Data Mining and Knowledge Discovery 6 Information Sciences 2 Advances in Data Analysis and Classification. ADAC 1 ACM Computing Surveys 1 International Journal of Approximate Reasoning 1 Annals of Operations Research 1 Computational Statistics 1 International Journal of Applied Mathematics and Computer Science 1 Algorithms all top 5 Referenced in 6 Fields 30 Computer science (68-XX) 20 Statistics (62-XX) 2 Systems theory; control (93-XX) 1 Numerical analysis (65-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Information and communication theory, circuits (94-XX) Referencing Publications by Year