Machine Learning Short Title: Mach. Learn. Publisher: Springer US, New York, NY ISSN: 0885-6125; 1573-0565/e Online: http://link.springer.com/journal/volumesAndIssues/10994 Comments: Indexed cover-to-cover Documents Indexed: 1,544 Publications (since 1988) References Indexed: 1,063 Publications with 44,999 References. all top 5 Latest Issues 111, No. 10 (2022) 111, No. 9 (2022) 111, No. 8 (2022) 111, No. 7 (2022) 111, No. 6 (2022) 111, No. 5 (2022) 111, No. 4 (2022) 111, No. 3 (2022) 111, No. 2 (2022) 111, No. 1 (2022) 110, No. 11-12 (2021) 110, No. 10 (2021) 110, No. 9 (2021) 110, No. 8 (2021) 110, No. 7 (2021) 110, No. 6 (2021) 110, No. 5 (2021) 110, No. 4 (2021) 110, No. 3 (2021) 110, No. 2 (2021) 110, No. 1 (2021) 109, No. 12 (2020) 109, No. 11 (2020) 109, No. 9-10 (2020) 109, No. 8 (2020) 109, No. 7 (2020) 109, No. 6 (2020) 109, No. 5 (2020) 109, No. 4 (2020) 109, No. 3 (2020) 109, No. 2 (2020) 109, No. 1 (2020) 108, No. 12 (2019) 108, No. 11 (2019) 108, No. 10 (2019) 108, No. 8-9 (2019) 108, No. 7 (2019) 108, No. 6 (2019) 108, No. 5 (2019) 108, No. 4 (2019) 108, No. 3 (2019) 108, No. 2 (2019) 108, No. 1 (2019) 107, No. 12 (2018) 107, No. 11 (2018) 107, No. 8-10 (2018) 107, No. 7 (2018) 107, No. 6 (2018) 107, No. 5 (2018) 107, No. 4 (2018) 107, No. 3 (2018) 107, No. 2 (2018) 107, No. 1 (2018) 106, No. 12 (2017) 106, No. 11 (2017) 106, No. 9-10 (2017) 106, No. 8 (2017) 106, No. 7 (2017) 106, No. 6 (2017) 106, No. 5 (2017) 106, No. 4 (2017) 106, No. 3 (2017) 106, No. 2 (2017) 106, No. 1 (2017) 105, No. 3 (2016) 105, No. 2 (2016) 105, No. 1 (2016) 104, No. 2-3 (2016) 104, No. 1 (2016) 103, No. 3 (2016) 103, No. 2 (2016) 103, No. 1 (2016) 102, No. 3 (2016) 102, No. 2 (2016) 102, No. 1 (2016) 101, No. 1-3 (2015) 100, No. 2-3 (2015) 100, No. 1 (2015) 99, No. 3 (2015) 99, No. 2 (2015) 99, No. 1 (2015) 98, No. 3 (2015) 98, No. 1-2 (2015) 97, No. 3 (2014) 97, No. 1-2 (2014) 96, No. 3 (2014) 96, No. 1-2 (2014) 95, No. 3 (2014) 95, No. 2 (2014) 94, No. 3 (2014) 94, No. 2 (2014) 94, No. 1 (2014) 93, No. 2-3 (2013) 93, No. 1 (2013) 92, No. 2-3 (2013) 92, No. 1 (2013) 91, No. 3 (2013) 91, No. 2 (2013) 91, No. 1 (2013) 90, No. 3 (2013) ...and 164 more Volumes all top 5 Authors 23 Sugiyama, Masashi 22 Muggleton, Stephen H. 17 De Raedt, Luc 17 Hullermeier, Eyke 15 Džeroski, Sašo 14 Srinivasan, Ashwin 13 Webb, Geoffrey I. 11 Flach, Peter A. 11 Inoue, Katsumi 11 Warmuth, Manfred K. 10 Bertsimas, Dimitris John 10 Long, Philip M. 10 Riguzzi, Fabrizio 10 Schapire, Robert E. 10 Singer, Yoram 10 Zhou, Zhihua 9 Blockeel, Hendrik 9 Blum, Avrim L. 9 Cesa-Bianchi, Nicolò 9 Jin, Rong 9 Ting, Kai Ming 8 Fürnkranz, Johannes 8 Gama, João 8 Kaski, Samuel 8 Lavrač, Nada 8 Mansour, Yishay 8 Roth, Dan 8 Shawe-Taylor, John 8 Singh, Satinder Pal 7 Ben-David, Shai 7 Kearns, Michael Justin 7 Lugosi, Gábor 7 Morik, Katharina 7 Provost, Foster 7 Ramon, Jan 7 Suykens, Johan A. K. 7 Szepesvári, Csaba 7 Tamaddoni-Nezhad, Alireza 7 Wrobel, Stefan 7 Yang, Tianbao 7 Zhu, Shenghuo 6 Angluin, Dana 6 Bengio, Yoshua 6 Breiman, Leo 6 Cohen, William W. 6 Crammer, Koby 6 Cropper, Andrew 6 Davis, Jesse 6 Domingos, Pedro 6 Getoor, Lise 6 Holmes, Geoffrey 6 Horváth, Tamás L. 6 Kersting, Kristian 6 Kocev, Dragi 6 Landwehr, Niels 6 Lin, Hsuan-Tien 6 Pfahringer, Bernhard 6 Tishby, Naftali 6 Tsang, Ivor Wai-Hung 6 Vapnik, Vladimir Naumovich 6 Železný, Filip 5 Auer, Peter 5 Bennett, Kristin P. 5 Bratko, Ivan 5 Brazdil, Pavel B. 5 Bruynooghe, Maurice 5 Bshouty, Nader H. 5 Buntine, Wray L. 5 Cheng, Weiwei 5 Corani, Giorgio 5 de la Higuera, Colin 5 Frasconi, Paolo 5 Gallinari, Patrick 5 Hoi, Steven C. H. 5 Kimmig, Angelika 5 Malerba, Donato 5 Munos, Rémi 5 Natarajan, Sriraam 5 Pahikkala, Tapio 5 Peters, Jan 5 Sammut, Claude 5 Scheffer, Tobias 5 Sebag, Michèle 5 Sebban, Marc 5 Tadepalli, Prasad 5 Thrun, Sebastian 5 Tsitsiklis, John N. 5 Vovk, Vladimir G. 5 Washio, Takashi 5 Weston, Jason 5 Zaverucha, Gerson 5 Zhang, Lijun 5 Zhao, Peilin 4 Balcan, Maria-Florina 4 Baxter, Jonathan 4 Benavoli, Alessio 4 Brodley, Carla E. 4 Brown, Gavin 4 Chehreghani, Morteza Haghir 4 Dayan, Peter ...and 2,845 more Authors all top 5 Fields 1,422 Computer science (68-XX) 463 Statistics (62-XX) 85 General and overarching topics; collections (00-XX) 75 Operations research, mathematical programming (90-XX) 57 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 31 Biology and other natural sciences (92-XX) 27 Numerical analysis (65-XX) 26 Probability theory and stochastic processes (60-XX) 15 Combinatorics (05-XX) 15 Information and communication theory, circuits (94-XX) 11 Systems theory; control (93-XX) 8 Linear and multilinear algebra; matrix theory (15-XX) 4 History and biography (01-XX) 4 Functional analysis (46-XX) 4 Calculus of variations and optimal control; optimization (49-XX) 3 Geophysics (86-XX) 2 Mathematical logic and foundations (03-XX) 2 Quantum theory (81-XX) 1 Algebraic geometry (14-XX) 1 Measure and integration (28-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Astronomy and astrophysics (85-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 901 Publications have been cited 11,810 times in 8,048 Documents Cited by ▼ Year ▼ Random forests. Zbl 1007.68152Breiman, Leo 1,042 2001 Support-vector networks. Zbl 0831.68098Cortes, Corinna; Vapnik, Vladimir 814 1995 Bagging predictors. Zbl 0858.68080Breiman, Leo 638 1996 \({\mathcal Q}\)-learning. Zbl 0773.68062Watkins, Christopher J. C. H.; Dayan, Peter 240 1992 Learning Bayesian networks: The combination of knowledge and statistical data. Zbl 0831.68096Heckerman, David; Geiger, Dan; Chickering, David M. 224 1995 Gene selection for cancer classification using support vector machines. Zbl 0998.68111Guyon, Isabelle; Weston, Jason; Barnhill, Stephen; Vapnik, Vladimir 220 2002 Finite-time analysis of the multiarmed bandit problem. Zbl 1012.68093Auer, Peter; Cesa-Bianchi, Nicolò; Fischer, Paul 204 2002 An introduction to variational methods for graphical models. Zbl 0945.68164Jordan, I. Michael; Ghahramani, Zoubin; Jaakkola, Tommi S.; Saul, Lawrence K. 195 1999 A Bayesian method for the induction of probabilistic networks from data. Zbl 0766.68109Cooper, Gregory F.; Herskovits, Edward 174 1992 Bayesian network classifiers. Zbl 0892.68077Friedman, Nir; Geiger, Dan; Goldszmidt, Moises 160 1997 Correlation clustering. Zbl 1089.68085Bansal, Nikhil; Blum, Avrim; Chawla, Shuchi 152 2004 Choosing multiple parameters for support vector machines. Zbl 0998.68101Chapelle, Olivier; Vapnik, Vladimir; Bousquet, Olivier; Mukherjee, Sayan 127 2002 NP-hardness of Euclidean sum-of-squares clustering. Zbl 1378.68047Aloise, Daniel; Deshpande, Amit; Hansen, Pierre; Popat, Preyas 124 2009 Improved boosting algorithms using confidence-rated predictions. Zbl 0945.68194Schapire, Robert E.; Singer, Yoram 120 1999 An introduction to MCMC for machine learning. Zbl 1033.68081Andrieu, Christophe; de Freitas, Nando; Doucet, Arnaud; Jordan, Michael I. 118 2003 On the optimality of the simple Bayesian classifier under zero-one loss. Zbl 0892.68076Domingos, Pedro; Pazzani, Michael 104 1997 Simple statistical gradient-following algorithms for connectionist reinforcement learning. Zbl 0772.68076Williams, Ronald J. 97 1992 Soft margins for AdaBoost. Zbl 0969.68128Rätsch, G.; Onoda, T.; Müller, K.-R. 91 2001 Semi-supervised learning on Riemannian manifolds. Zbl 1089.68086Belkin, Mikhail; Niyogi, Partha 77 2004 Text classification from labeled and unlabeled documents using EM. Zbl 0949.68162Nigam, Kamal; McCallum, Andrew Kachites; Thrun, Sebastian; Mitchell, Tom 72 2000 BoosTexter: A boosting-based system for text categorization. Zbl 0951.68561Schapire, Robert E.; Singer, Yoram 72 2000 Multicategory proximal support vector machine classifiers. Zbl 1101.68758Fung, Glenn M.; Mangasarian, O. L. 71 2005 A simple generalisation of the area under the ROC curve for multiple class classification problems. Zbl 1007.68180Hand, David J.; Till, Robert J. 69 2001 Very simple classification rules perform well on most commonly used datasets. Zbl 0850.68278Holte, Robert C. 68 1993 Support vector data description. Zbl 1078.68728Tax, David M. J.; Duin, Robert P. W. 67 2004 Stacked regressions. Zbl 0849.68104Breiman, Leo 66 1996 A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms. Zbl 0969.68669Lim, Tjen-Sien; Loh, Wei-Yin; Shih, Yu-Shan 62 2000 Approximation and estimation bounds for artificial neural networks. Zbl 0818.68127Barron, Andrew R. 62 1994 Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy. Zbl 1027.68113Kuncheva, Ludmila I.; Whitaker, Christopher J. 60 2003 Toward efficient agnostic learning. Zbl 0938.68797Kearns, Michael J.; Schapire, Robert E.; Sellie, Linda M. 59 1994 Asynchronous stochastic approximation and Q-learning. Zbl 0820.68105Tsitsiklis, John N. 59 1994 Extremely randomized trees. Zbl 1110.68124Geurts, Pierre; Ernst, Damien; Wehenkel, Louis 59 2006 Concept decompositions for large sparse text data using clustering. Zbl 0970.68167Dhillon, Inderjit S.; Modha, Dharmendra S. 58 2001 Robust classification for imprecise environments. Zbl 0969.68126Provost, Foster; Fawcett, Tom 56 2001 Queries and concept learning. Zbl 1470.68050Angluin, Dana 55 1988 Consensus clustering: A resampling-based method for class discovery and visualization of gene expression microarray data. Zbl 1039.68103Monti, Stefano; Tamayo, Pablo; Mesirov, Jill; Golub, Todd 55 2003 Theoretical and empirical analysis of ReliefF and RReliefF. Zbl 1076.68065Robnik-Šikonja, Marko; Kononenko, Igor 55 2003 Clustering large graphs via the singular value decomposition. Zbl 1089.68090Drineas, P.; Frieze, A.; Kannan, R.; Vempala, S.; Vinay, V. 55 2004 Model selection and error estimation. Zbl 0998.68117Bartlett, Peter L.; Boucheron, Stéphane; Lugosi, Gábor 53 2002 Unsupervised learning by probabilistic latent semantic analysis. Zbl 0970.68130Hofmann, Thomas 53 2001 Learning from different teachers. Zbl 1027.68106Angluin, Dana; Kriķis, Mārtiņš 51 2003 Being Bayesian about network structure. A Bayesian approach to structure discovery in Bayesian networks. Zbl 1033.68104Friedman, Nir; Koller, Daphne 50 2003 Learning conjunctions of Horn clauses. Zbl 0766.68107Angluin, Dana; Frazier, Michael; Pitt, Leonard 49 1992 Large margin classification using the perceptron algorithm. Zbl 0944.68535Freund, Yoav; Schapire, Robert E. 48 1999 Reduction techniques for instance-based learning algorithms. Zbl 0954.68126Wilson, D. Randall; Martinez, Tony R. 48 2000 Benchmarking least squares support vector machine classifiers. Zbl 1078.68737van Gestel, Tony; Suykens, Johan A. K.; Baesens, Bart; Viaene, Stijn; Vanthienen, Jan; Dedene, Guido; de Moor, Bart; Vandewalle, Joos 47 2004 Inference for the generalization error. Zbl 1039.68104Nadeau, Claude; Bengio, Yoshua 43 2003 Generalized low rank approximations of matrices. Zbl 1087.65043Ye, Jieping 42 2005 On the learnability and design of output codes for multiclass problems. Zbl 1012.68155Crammer, Koby; Singer, Yoram 42 2002 SPADE: An efficient algorithm for mining frequent sequences. Zbl 0970.68052Zaki, Mohammed J. 41 2001 Training invariant support vector machines. Zbl 0998.68102Decoste, Dennis; Schölkopf, Bernhard 40 2002 On the handling of continuous-valued attributes in decision tree generation. Zbl 0767.68084Fayyad, Usama M.; Irani, Keki B. 39 1992 Robust ordinal regression in preference learning and ranking. Zbl 1300.68040Corrente, Salvatore; Greco, Salvatore; Kadziński, Miłosz; Słowiński, Roman 39 2013 Logistic regression, AdaBoost and Bregman distances. Zbl 0998.68123Collins, Michael; Schapire, Robert E.; Singer, Yoram 39 2002 Markov logic networks. Zbl 1470.68221Richardson, Matthew; Domingos, Pedro 39 2006 Combined SVM-based feature selection and classification. Zbl 1137.90643Neumann, Julia; Schnörr, Christoph; Steidl, Gabriele 38 2005 Linear programming boosting via column generation. Zbl 0998.68105Demiriz, Ayhan; Bennett, Kristin P.; Shawe-Taylor, John 37 2002 Cutting-plane training of structural SVMs. Zbl 1235.68161Joachims, Thorsten; Finley, Thomas; Yu, Chun-Nam John 36 2009 Selective sampling using the query by committee algorithm. Zbl 0881.68093Freund, Yoav; Seung, H. Sebastian; Shamir, Eli; Tishby, Naftali 35 1997 The max-min hill-climbing Bayesian network structure learning algorithm. Zbl 1470.68192Tsamardinos, Ioannis; Brown, Laura E.; Aliferis, Constantin F. 35 2006 Optimal classification trees. Zbl 1455.68159Bertsimas, Dimitris; Dunn, Jack 34 2017 An algorithmic theory of learning: Robust concepts and random projection. Zbl 1095.68092Arriaga, Rosa I.; Vempala, Santosh 34 2006 Adaptive probabilistic networks with hidden variables. Zbl 0892.68079Binder, John; Koller, Daphne; Russell, Stuart; Kanazawa, Keiji 34 1997 Convergence results for single-step on-policy reinforcement-learning algorithms. Zbl 0954.68127Singh, Satinder; Jaakkola, Tommi; Littman, Michael L.; Szepesvári, Csaba 34 2000 Mixtures of factor analysers. Bayesian estimation and inference by stochastic simulation. Zbl 1033.68085Fokoué, Ernest; Titterington, D. M. 33 2003 Factorial hidden Markov models. Zbl 0892.68080Ghahramani, Zoubin; Jordan, Michael I. 32 1997 Practical issues in temporal difference learning. Zbl 0772.68075Tesauro, Gerald 31 1992 On label dependence and loss minimization in multi-label classification. Zbl 1243.68237Dembczyński, Krzysztof; Waegeman, Willem; Cheng, Weiwei; Hüllermeier, Eyke 31 2012 Tracking the best expert. Zbl 0912.68165Herbster, Mark; Warmuth, Manfred K. 30 1998 Convergence of a generalized SMO algorithm for SVM classifier design. Zbl 0998.68109Keerthi, S. S.; Gilbert, E. G. 30 2002 Not so naive Bayes: Aggregating one-dependence estimators. Zbl 1075.68078Webb, Geoffrey I.; Boughton, Janice R.; Wang, Zhihai 30 2005 Bounding the Vapnik-Chervonenkis dimension of concept classes parameterized by real numbers. Zbl 0831.68087Goldberg, Paul W.; Jerrum, Mark R. 29 1995 Logistic model trees. Zbl 1101.68767Landwehr, Niels; Hall, Mark; Frank, Eibe 29 2005 Tree induction for probability-based ranking. Zbl 1039.68105Provost, Foster; Domingos, Pedro 28 2003 Characteristic sets for polynomial grammatical inference. Zbl 0884.68107de la Higuera, Colin 27 1997 Relative loss bounds for on-line density estimation with the exponential family of distributions. Zbl 0988.68173Azoury, Katy S.; Warmuth, M. K. 27 2001 Support vector machines for classification in nonstandard situations. Zbl 0998.68103Lin, Yi; Lee, Yoonkyung; Wahba, Grace 27 2002 Some PAC-Bayesian theorems. Zbl 0945.68157McAllester, David A. 27 1999 Detecting communities and their evolutions in dynamic social networks – a Bayesian approach. Zbl 1237.91189Yang, Tianbao; Chi, Yun; Zhu, Shenghuo; Gong, Yihong; Jin, Rong 26 2011 Kernel matching pursuit. Zbl 0998.68120Vincent, Pascal; Bengio, Yoshua 26 2002 The hierarchical hidden Markov model: Analysis and applications. Zbl 0901.68178Fine, Shai; Singer, Yoram; Tishby, Naftali 25 1998 Supersparse linear integer models for optimized medical scoring systems. Zbl 1406.62144Ustun, Berk; Rudin, Cynthia 25 2016 Using iterated bagging to debias regressions. Zbl 1052.68109Breiman, Leo 25 2001 Nonparametric time series prediction through adaptive model selection. Zbl 0954.68124Meir, Ron 25 2000 Variable resolution discretization in optimal control. Zbl 1005.68086Munos, Rémi; Moore, Andrew 25 2002 Learning with tensors: a framework based on convex optimization and spectral regularization. Zbl 1319.68191Signoretto, Marco; Dinh, Quoc Tran; De Lathauwer, Lieven; Suykens, Johan A. K. 24 2014 Optimal control as a graphical model inference problem. Zbl 1243.93133Kappen, Hilbert J.; Gómez, Vicenç; Opper, Manfred 24 2012 A simple decomposition method for support vector machines. Zbl 0998.68108Hsu, Chih-Wei; Lin, Chih-Jen 24 2002 Kernel-based reinforcement learning. Zbl 1014.68069Ormoneit, Dirk; Sen, Śaunak 24 2002 Empirical and theoretical comparisons of selected criterion functions for document clustering. Zbl 1089.68615Zhao, Ying; Karypis, George 23 2004 Efficient read-restricted monotone CNF/DNF dualization by learning with membership queries. Zbl 0948.68097Domingo, Carlos; Mishra, Nina; Pitt, Leonard 23 1999 Quantum speed-up for unsupervised learning. 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Zbl 1457.68239Sechidis, Konstantinos; Brown, Gavin 4 2018 ...and 801 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 15,564 Authors 37 Sugiyama, Masashi 24 Kel’manov, Aleksandr Vasil’evich 22 Carrizosa, Emilio 22 De Raedt, Luc 22 Kanamori, Takafumi 21 Bühlmann, Peter 21 Larrañaga, Pedro 21 Le Thi, Hoai An 20 Powell, Warren Buckler 19 Hullermeier, Eyke 18 Alquier, Pierre 18 Bertsimas, Dimitris John 18 Liu, Yufeng 17 Bouguila, Nizar 16 Long, Philip M. 15 Corander, Jukka 15 Greco, Salvatore 15 Kadziński, Miłosz 15 Khandeev, Vladimir Il’ich 15 Pham Dinh Tao 15 Riguzzi, Fabrizio 15 Suykens, Johan A. K. 15 Xu, Dachuan 15 Zhou, Zhihua 14 Bshouty, Nader H. 14 Muggleton, Stephen H. 14 Waegeman, Willem 14 Wang, Shitong 14 Webb, Geoffrey I. 13 Corani, Giorgio 13 Corrente, Salvatore 13 De Baets, Bernard 13 Hothorn, Torsten 13 Inoue, Katsumi 13 Mohri, Mehryar 13 Pardalos, Panos M. 13 Peters, Jan 13 Rudin, Cynthia 13 Słowiński, Roman 13 Suzuki, Taiji 13 Zhou, Dingxuan 12 Bartlett, Peter L. 12 Bielza, Concha 12 Chung, Fu-Lai 12 Larocque, Denis 12 Niedermeier, Rolf 12 Shao, Yuanhai 12 Zaffalon, Marco 12 Zhang, Dongmei 11 Hand, David J. 11 Ishwaran, Hemant 11 Li, Min 11 Lu, Wenbin 11 Lugosi, Gábor 11 Mansour, Yishay 11 Servedio, Rocco A. 11 Song, Rui 11 Srinivasan, Ashwin 11 Steinwart, Ingo 11 Takeda, Akiko 11 Tian, Yingjie 11 Zhang, Chunxia 10 Blanquero, Rafael 10 Blei, David M. 10 Borkar, Vivek Shripad 10 Boulesteix, Anne-Laure Isabeau 10 Cesa-Bianchi, Nicolò 10 Deng, Naiyang 10 Džeroski, Sašo 10 Fürnkranz, Johannes 10 Grünwald, Peter D. 10 Hu, Qinghua 10 Li, Bin 10 Lin, Chih-Jen 10 Makino, Kazuhisa 10 Mhaskar, Hrushikesh N. 10 Munos, Rémi 10 Pedrycz, Witold 10 Pyatkin, Artëm Valer’evich 10 Romero Morales, Dolores 10 Stoltz, Gilles 10 Ting, Kai Ming 10 Tutz, Gerhard E. 10 Yang, Yuhong 10 Yoshinaka, Ryo 10 Zopounidis, Constantin 9 Balcázar, José Luis 9 Bischl, Bernd 9 de Campos, Cassio Polpo 9 Guo, Jiong 9 Husmeier, Dirk 9 Ishii, Shin 9 Komusiewicz, Christian 9 Lausen, Berthold 9 Liang, Faming 9 Lin, Tsung I. 9 Nielsen, Thomas D. 9 Puerta, Jose Miguel 9 Smith-Miles, Kate A. 9 Turán, Gyorgy ...and 15,464 more Authors all top 5 Cited in 586 Journals 610 Machine Learning 374 Pattern Recognition 248 Computational Statistics and Data Analysis 218 Information Sciences 209 European Journal of Operational Research 188 Neural Computation 172 International Journal of Approximate Reasoning 170 Artificial Intelligence 160 Data Mining and Knowledge Discovery 158 Neural Networks 150 Journal of Machine Learning Research (JMLR) 147 Theoretical Computer Science 116 The Annals of Statistics 100 The Annals of Applied Statistics 89 Journal of Computer and System Sciences 84 Statistics and Computing 75 Advances in Data Analysis and Classification. 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