UCI-ml swMATH ID: 4074 Software Authors: David Aha, Patrick Murphy, Christopher Merz, Eamonn Keogh, Cathy Blake, Seth Hettich, David Newman Description: UC Irvine Machine Learning Repository. We currently maintain 251 data sets as a service to the machine learning community. You may view all data sets through our searchable interface. Our old web site is still available, for those who prefer the old format. For a general overview of the Repository, please visit our About page. For information about citing data sets in publications, please read our citation policy. If you wish to donate a data set, please consult our donation policy. For any other questions, feel free to contact the Repository librarians. We have also set up a mirror site for the Repository. The UCI Machine Learning Repository is a collection of databases, domain theories, and data generators that are used by the machine learning community for the empirical analysis of machine learning algorithms. The archive was created as an ftp archive in 1987 by David Aha and fellow graduate students at UC Irvine. Since that time, it has been widely used by students, educators, and researchers all over the world as a primary source of machine learning data sets. As an indication of the impact of the archive, it has been cited over 1000 times, making it one of the top 100 most cited ”papers” in all of computer science. The current version of the web site was designed in 2007 by Arthur Asuncion and David Newman, and this project is in collaboration with Rexa.info at the University of Massachusetts Amherst. Funding support from the National Science Foundation is gratefully acknowledged. Many people deserve thanks for making the repository a success. Foremost among them are the donors and creators of the databases and data generators. Special thanks should also go to the past librarians of the repository: David Aha, Patrick Murphy, Christopher Merz, Eamonn Keogh, Cathy Blake, Seth Hettich, and David Newman. Homepage: http://mlr.cs.umass.edu/ml/ Related Software: C4.5; LIBSVM; R; ElemStatLearn; AdaBoost.MH; PRMLT; Scikit; Matlab; WEKA; KEEL; clusfind; MNIST; SMOTE; Python; JStatCom; rpart; GitHub; randomForest; CPLEX; SVMlight Cited in: 2,832 Documents all top 5 Cited by 5,906 Authors 21 Bagirov, Adil M. 16 Carrizosa, Emilio 14 Pedrycz, Witold 14 Sugiyama, Masashi 13 Larrañaga, Pedro 13 Liang, Jiye 13 Wang, Shitong 13 Webb, Geoffrey I. 12 Li, Tianrui 12 Mangasarian, Olvi L. 11 Bertsimas, Dimitris John 11 Suykens, Johan A. K. 10 Chung, Fu-Lai 10 Ryoo, Hong Seo 10 Shen, Qiang 10 Washio, Takashi 9 Bělohlávek, Radim 9 Hullermeier, Eyke 9 Luo, Jian 9 Miao, Duoqian 9 Shi, Yong 9 Tian, Yingjie 9 Ting, Kai Ming 9 Zhang, Chunxia 8 Blanquero, Rafael 8 Chen, Degang 8 Hu, Qinghua 8 Kamel, Mohamed S. 8 Obiedkov, Sergei A. 8 Rudin, Cynthia 8 Takeda, Akiko 8 Zhang, Jiangshe 8 Zhang, Li 7 Campello, Ricardo José Gabrielli Barreto 7 Cao, Fuyuan 7 Chen, Songcan 7 Dang, Chuangyin 7 Gaudioso, Manlio 7 Georgiopoulos, Michael 7 Hastie, Trevor John 7 Hernández-Orallo, Jose 7 Herrera, Francisco 7 Moshkov, Mikhail Ju. 7 Outrata, Jan 7 Qian, Yuhua 7 Seref, Onur 7 Taheri, Sona 7 Trafalis, Theodore B. 7 Trnecka, Martin 7 Ugon, Julien 7 Yang, Miin-Shen 7 Yue, Xiaodong 7 Zhou, Zhihua 6 Astorino, Annabella 6 Bielza, Concha 6 Bratko, Ivan 6 Chandra, Suresh 6 Chang, Chin-Chun 6 Chen, Bo 6 Chikalov, Igor V. 6 Cornelis, Chris 6 de Campos, Cassio Polpo 6 Elouedi, Zied 6 Fernández, Alberto 6 Ferri, César 6 Fung, Glenn Martin 6 Gama, João 6 Hammer, Peter Ladislaw 6 Hervás-Martínez, César 6 Kanamori, Takafumi 6 Kim, Hyunjoong 6 Lawry, Jonathan 6 Lin, Tsung I. 6 Maldonado, Sebastián 6 Parthaláin, Neil Mac 6 Prade, Henri M. 6 Puuronen, Seppo 6 Qian, Jin 6 Ramírez-Cobo, Pepa 6 Khemchandani Rastogi, Reshma 6 Romero Morales, Dolores 6 Salmerón, Antonio 6 Shao, Yuanhai 6 Tian, Ye 6 Toh, Kar-Ann 6 Tsymbal, Alexey 6 Wang, Xizhao 6 Xanthopoulos, Petros 6 Zhou, Weida 5 Anagnostopoulos, Georgios C. 5 Averbuch, Amir Z. 5 Bai, Yanqin 5 Blockeel, Hendrik 5 Boulle, Marc 5 Chang, Yuan-chin Ivan 5 Chaovalitwongse, Wanpracha Art 5 Chen, Hongmei 5 Conversano, Claudio 5 Das, Swagatam 5 de A. T. de Carvalho, Francisco ...and 5,806 more Authors all top 5 Cited in 329 Serials 283 Pattern Recognition 186 Machine Learning 161 Information Sciences 107 Journal of Machine Learning Research (JMLR) 106 Neural Networks 94 Computational Statistics and Data Analysis 93 International Journal of Approximate Reasoning 82 Data Mining and Knowledge Discovery 56 European Journal of Operational Research 53 Fuzzy Sets and Systems 40 Advances in Data Analysis and Classification. ADAC 39 Journal of Classification 36 Neural Computation 36 Soft Computing 35 Computational Statistics 33 Artificial Intelligence 33 Mathematical Problems in Engineering 31 Annals of Operations Research 31 Statistics and Computing 30 Applied Mathematics and Computation 25 Computers & Operations Research 25 International Journal of Intelligent Systems 24 Computational Optimization and Applications 24 Journal of Applied Statistics 23 Annals of Mathematics and Artificial Intelligence 23 Journal of Computational and Graphical Statistics 22 International Journal of Applied Mathematics and Computer Science 20 Optimization Methods & Software 18 Discrete Applied Mathematics 18 Journal of Global Optimization 18 Journal of Statistical Computation and Simulation 16 Journal of Computational and Applied Mathematics 16 PAA. Pattern Analysis and Applications 16 The Annals of Applied Statistics 15 INFORMS Journal on Computing 15 Electronic Journal of Statistics 14 Journal of Optimization Theory and Applications 14 Mathematical Programming. Series A. Series B 14 Statistical Analysis and Data Mining 13 Computers & Mathematics with Applications 13 Journal of Multivariate Analysis 12 Theoretical Computer Science 12 Communications in Statistics. Simulation and Computation 12 Optimization Letters 11 Journal of the American Statistical Association 11 SIAM Journal on Scientific Computing 11 Journal of Industrial and Management Optimization 10 The Journal of Artificial Intelligence Research (JAIR) 9 The Annals of Statistics 9 Applied Mathematical Modelling 9 Applied and Computational Harmonic Analysis 8 Algorithms 7 Physica A 7 Statistics & Probability Letters 7 JETAI. Journal of Experimental & Theoretical Artificial Intelligence 7 Automation and Remote Control 7 SIAM Journal on Optimization 7 Top 7 Journal of Applied Mathematics 7 Natural Computing 7 Fuzzy Optimization and Decision Making 7 International Journal of Systems Science. Principles and Applications of Systems and Integration 6 International Journal of Systems Science 6 Kybernetika 6 Operations Research 6 Statistical Science 6 Signal Processing 6 Communications in Statistics. Theory and Methods 6 Fundamenta Informaticae 6 JMMA. Journal of Mathematical Modelling and Algorithms 6 Computational Management Science 6 Advances in Fuzzy Systems 6 Mathematical Programming Computation 6 Journal of the Operations Research Society of China 5 International Journal of General Systems 5 Information Processing Letters 5 Journal of the Franklin Institute 5 Journal of Computer and System Sciences 5 Journal of Statistical Planning and Inference 5 Operations Research Letters 5 Journal of Mathematical Imaging and Vision 5 Computational and Applied Mathematics 5 Sādhanā 5 Quantum Information Processing 5 Mathematical Biosciences and Engineering 5 International Journal of Hybrid Intelligent Systems 4 The American Statistician 4 Journal of Computational Physics 4 Optimization 4 Journal of Computer Science and Technology 4 New Generation Computing 4 Mathematical and Computer Modelling 4 SIAM Journal on Matrix Analysis and Applications 4 Applied Intelligence 4 International Journal of Computer Mathematics 4 Statistical Papers 4 Statistica Sinica 4 Complexity 4 Journal of Combinatorial Optimization 4 Discrete Dynamics in Nature and Society ...and 229 more Serials all top 5 Cited in 45 Fields 1,907 Computer science (68-XX) 1,299 Statistics (62-XX) 464 Operations research, mathematical programming (90-XX) 186 Numerical analysis (65-XX) 71 Biology and other natural sciences (92-XX) 63 Information and communication theory, circuits (94-XX) 61 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 43 Probability theory and stochastic processes (60-XX) 37 Combinatorics (05-XX) 37 Systems theory; control (93-XX) 33 Linear and multilinear algebra; matrix theory (15-XX) 24 Calculus of variations and optimal control; optimization (49-XX) 15 Mathematical logic and foundations (03-XX) 15 Order, lattices, ordered algebraic structures (06-XX) 11 Quantum theory (81-XX) 9 Operator theory (47-XX) 7 Functional analysis (46-XX) 6 Partial differential equations (35-XX) 5 Measure and integration (28-XX) 5 Dynamical systems and ergodic theory (37-XX) 5 Approximations and expansions (41-XX) 5 Statistical mechanics, structure of matter (82-XX) 3 General and overarching topics; collections (00-XX) 3 Special functions (33-XX) 3 Harmonic analysis on Euclidean spaces (42-XX) 3 Differential geometry (53-XX) 3 Algebraic topology (55-XX) 2 Algebraic geometry (14-XX) 2 Several complex variables and analytic spaces (32-XX) 2 Convex and discrete geometry (52-XX) 2 General topology (54-XX) 2 Mechanics of deformable solids (74-XX) 2 Geophysics (86-XX) 1 History and biography (01-XX) 1 Commutative algebra (13-XX) 1 Associative rings and algebras (16-XX) 1 Category theory; homological algebra (18-XX) 1 Group theory and generalizations (20-XX) 1 Real functions (26-XX) 1 Ordinary differential equations (34-XX) 1 Sequences, series, summability (40-XX) 1 Integral equations (45-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Optics, electromagnetic theory (78-XX) 1 Astronomy and astrophysics (85-XX) Citations by Year