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: 1,497 Publications (since 1988) References Indexed: 1,051 Publications with 44,473 References. all top 5 Latest Issues 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) 90, No. 2 (2013) 90, No. 1 (2013) 89, No. 3 (2012) 89, No. 1-2 (2012) ...and 160 more Volumes all top 5 Authors 23 Sugiyama, Masashi 20 Muggleton, Stephen H. 17 Hullermeier, Eyke 16 De Raedt, Luc 15 Džeroski, Sašo 13 Srinivasan, Ashwin 13 Webb, Geoffrey I. 11 Flach, Peter A. 11 Warmuth, Manfred K. 10 Inoue, Katsumi 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 Bertsimas, Dimitris John 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 Provost, Foster 7 Ramon, Jan 7 Suykens, Johan A. K. 7 Szepesvári, Csaba 7 Tamaddoni-Nezhad, Alireza 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 Holmes, Geoffrey 6 Kersting, Kristian 6 Kocev, Dragi 6 Landwehr, Niels 6 Lin, Hsuan-Tien 6 Morik, Katharina 6 Pfahringer, Bernhard 6 Tishby, Naftali 6 Tsang, Ivor Wai-Hung 6 Vapnik, Vladimir Naumovich 6 Wrobel, Stefan 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 Gentile, Claudio 5 Getoor, Lise 5 Hoi, Steven C. H. 5 Horváth, Tamás L. 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 Dayan, Peter ...and 2,713 more Authors all top 5 Fields 1,375 Computer science (68-XX) 450 Statistics (62-XX) 85 General and overarching topics; collections (00-XX) 74 Operations research, mathematical programming (90-XX) 54 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 30 Biology and other natural sciences (92-XX) 25 Probability theory and stochastic processes (60-XX) 25 Numerical analysis (65-XX) 15 Information and communication theory, circuits (94-XX) 14 Combinatorics (05-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) 3 Calculus of variations and optimal control; optimization (49-XX) 2 Mathematical logic and foundations (03-XX) 2 Quantum theory (81-XX) 2 Geophysics (86-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 889 Publications have been cited 11,063 times in 7,799 Documents Cited by ▼ Year ▼ Random forests. Zbl 1007.68152Breiman, Leo 972 2001 Support-vector networks. Zbl 0831.68098Cortes, Corinna; Vapnik, Vladimir 786 1995 Bagging predictors. Zbl 0858.68080Breiman, Leo 611 1996 \({\mathcal Q}\)-learning. Zbl 0773.68062Watkins, Christopher J. C. H.; Dayan, Peter 225 1992 Gene selection for cancer classification using support vector machines. Zbl 0998.68111Guyon, Isabelle; Weston, Jason; Barnhill, Stephen; Vapnik, Vladimir 215 2002 Learning Bayesian networks: The combination of knowledge and statistical data. Zbl 0831.68096Heckerman, David; Geiger, Dan; Chickering, David M. 207 1995 Finite-time analysis of the multiarmed bandit problem. Zbl 1012.68093Auer, Peter; Cesa-Bianchi, Nicolò; Fischer, Paul 191 2002 An introduction to variational methods for graphical models. Zbl 0945.68164Jordan, I. Michael; Ghahramani, Zoubin; Jaakkola, Tommi S.; Saul, Lawrence K. 187 1999 A Bayesian method for the induction of probabilistic networks from data. Zbl 0766.68109Cooper, Gregory F.; Herskovits, Edward 171 1992 Bayesian network classifiers. Zbl 0892.68077Friedman, Nir; Geiger, Dan; Goldszmidt, Moises 155 1997 Correlation clustering. Zbl 1089.68085Bansal, Nikhil; Blum, Avrim; Chawla, Shuchi 139 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 115 2009 Improved boosting algorithms using confidence-rated predictions. Zbl 0945.68194Schapire, Robert E.; Singer, Yoram 113 1999 An introduction to MCMC for machine learning. Zbl 1033.68081Andrieu, Christophe; de Freitas, Nando; Doucet, Arnaud; Jordan, Michael I. 107 2003 On the optimality of the simple Bayesian classifier under zero-one loss. Zbl 0892.68076Domingos, Pedro; Pazzani, Michael 101 1997 Simple statistical gradient-following algorithms for connectionist reinforcement learning. Zbl 0772.68076Williams, Ronald J. 90 1992 Soft margins for AdaBoost. Zbl 0969.68128Rätsch, G.; Onoda, T.; Müller, K.-R. 89 2001 Semi-supervised learning on Riemannian manifolds. Zbl 1089.68086Belkin, Mikhail; Niyogi, Partha 73 2004 Text classification from labeled and unlabeled documents using EM. Zbl 0949.68162Nigam, Kamal; McCallum, Andrew Kachites; Thrun, Sebastian; Mitchell, Tom 71 2000 BoosTexter: A boosting-based system for text categorization. Zbl 0951.68561Schapire, Robert E.; Singer, Yoram 69 2000 A simple generalisation of the area under the ROC curve for multiple class classification problems. Zbl 1007.68180Hand, David J.; Till, Robert J. 66 2001 Very simple classification rules perform well on most commonly used datasets. Zbl 0850.68278Holte, Robert C. 63 1993 Stacked regressions. Zbl 0849.68104Breiman, Leo 63 1996 Support vector data description. Zbl 1078.68728Tax, David M. J.; Duin, Robert P. W. 63 2004 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 Multicategory proximal support vector machine classifiers. Zbl 1101.68758Fung, Glenn M.; Mangasarian, O. L. 61 2005 Toward efficient agnostic learning. Zbl 0938.68797Kearns, Michael J.; Schapire, Robert E.; Sellie, Linda M. 57 1994 Asynchronous stochastic approximation and Q-learning. Zbl 0820.68105Tsitsiklis, John N. 57 1994 Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy. Zbl 1027.68113Kuncheva, Ludmila I.; Whitaker, Christopher J. 57 2003 Approximation and estimation bounds for artificial neural networks. Zbl 0818.68127Barron, Andrew R. 56 1994 Concept decompositions for large sparse text data using clustering. Zbl 0970.68167Dhillon, Inderjit S.; Modha, Dharmendra S. 54 2001 Extremely randomized trees. Zbl 1110.68124Geurts, Pierre; Ernst, Damien; Wehenkel, Louis 54 2006 Robust classification for imprecise environments. Zbl 0969.68126Provost, Foster; Fawcett, Tom 53 2001 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 53 2003 Model selection and error estimation. Zbl 0998.68117Bartlett, Peter L.; Boucheron, Stéphane; Lugosi, Gábor 52 2002 Theoretical and empirical analysis of ReliefF and RReliefF. Zbl 1076.68065Robnik-Šikonja, Marko; Kononenko, Igor 52 2003 Learning from different teachers. Zbl 1027.68106Angluin, Dana; Kriķis, Mārtiņš 51 2003 Queries and concept learning. Zbl 1470.68050Angluin, Dana 51 1988 Clustering large graphs via the singular value decomposition. Zbl 1089.68090Drineas, P.; Frieze, A.; Kannan, R.; Vempala, S.; Vinay, V. 49 2004 Learning conjunctions of Horn clauses. Zbl 0766.68107Angluin, Dana; Frazier, Michael; Pitt, Leonard 48 1992 Unsupervised learning by probabilistic latent semantic analysis. Zbl 0970.68130Hofmann, Thomas 48 2001 Being Bayesian about network structure. A Bayesian approach to structure discovery in Bayesian networks. Zbl 1033.68104Friedman, Nir; Koller, Daphne 48 2003 Large margin classification using the perceptron algorithm. Zbl 0944.68535Freund, Yoav; Schapire, Robert E. 46 1999 Reduction techniques for instance-based learning algorithms. Zbl 0954.68126Wilson, D. Randall; Martinez, Tony R. 46 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 46 2004 Generalized low rank approximations of matrices. Zbl 1087.65043Ye, Jieping 41 2005 On the learnability and design of output codes for multiclass problems. Zbl 1012.68155Crammer, Koby; Singer, Yoram 40 2002 Inference for the generalization error. Zbl 1039.68104Nadeau, Claude; Bengio, Yoshua 40 2003 Robust ordinal regression in preference learning and ranking. Zbl 1300.68040Corrente, Salvatore; Greco, Salvatore; Kadziński, Miłosz; Słowiński, Roman 39 2013 Training invariant support vector machines. Zbl 0998.68102Decoste, Dennis; Schölkopf, Bernhard 38 2002 On the handling of continuous-valued attributes in decision tree generation. Zbl 0767.68084Fayyad, Usama M.; Irani, Keki B. 37 1992 SPADE: An efficient algorithm for mining frequent sequences. Zbl 0970.68052Zaki, Mohammed J. 37 2001 Logistic regression, AdaBoost and Bregman distances. Zbl 0998.68123Collins, Michael; Schapire, Robert E.; Singer, Yoram 35 2002 Combined SVM-based feature selection and classification. Zbl 1137.90643Neumann, Julia; Schnörr, Christoph; Steidl, Gabriele 35 2005 Markov logic networks. Zbl 1470.68221Richardson, Matthew; Domingos, Pedro 35 2006 Linear programming boosting via column generation. Zbl 0998.68105Demiriz, Ayhan; Bennett, Kristin P.; Shawe-Taylor, John 34 2002 Selective sampling using the query by committee algorithm. Zbl 0881.68093Freund, Yoav; Seung, H. Sebastian; Shamir, Eli; Tishby, Naftali 34 1997 Cutting-plane training of structural SVMs. Zbl 1235.68161Joachims, Thorsten; Finley, Thomas; Yu, Chun-Nam John 34 2009 Adaptive probabilistic networks with hidden variables. Zbl 0892.68079Binder, John; Koller, Daphne; Russell, Stuart; Kanazawa, Keiji 33 1997 Convergence results for single-step on-policy reinforcement-learning algorithms. Zbl 0954.68127Singh, Satinder; Jaakkola, Tommi; Littman, Michael L.; Szepesvári, Csaba 32 2000 Practical issues in temporal difference learning. Zbl 0772.68075Tesauro, Gerald 31 1992 Optimal classification trees. Zbl 1455.68159Bertsimas, Dimitris; Dunn, Jack 31 2017 An algorithmic theory of learning: Robust concepts and random projection. Zbl 1095.68092Arriaga, Rosa I.; Vempala, Santosh 31 2006 Factorial hidden Markov models. Zbl 0892.68080Ghahramani, Zoubin; Jordan, Michael I. 30 1997 The max-min hill-climbing Bayesian network structure learning algorithm. Zbl 1470.68192Tsamardinos, Ioannis; Brown, Laura E.; Aliferis, Constantin F. 30 2006 Mixtures of factor analysers. Bayesian estimation and inference by stochastic simulation. Zbl 1033.68085Fokoué, Ernest; Titterington, D. M. 30 2003 Not so naive Bayes: Aggregating one-dependence estimators. Zbl 1075.68078Webb, Geoffrey I.; Boughton, Janice R.; Wang, Zhihai 29 2005 Tracking the best expert. Zbl 0912.68165Herbster, Mark; Warmuth, Manfred K. 29 1998 Bounding the Vapnik-Chervonenkis dimension of concept classes parameterized by real numbers. Zbl 0831.68087Goldberg, Paul W.; Jerrum, Mark R. 29 1995 Convergence of a generalized SMO algorithm for SVM classifier design. Zbl 0998.68109Keerthi, S. S.; Gilbert, E. G. 28 2002 On label dependence and loss minimization in multi-label classification. Zbl 1243.68237Dembczyński, Krzysztof; Waegeman, Willem; Cheng, Weiwei; Hüllermeier, Eyke 28 2012 Support vector machines for classification in nonstandard situations. Zbl 0998.68103Lin, Yi; Lee, Yoonkyung; Wahba, Grace 27 2002 Logistic model trees. Zbl 1101.68767Landwehr, Niels; Hall, Mark; Frank, Eibe 27 2005 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. 26 2001 Nonparametric time series prediction through adaptive model selection. Zbl 0954.68124Meir, Ron 25 2000 Tree induction for probability-based ranking. Zbl 1039.68105Provost, Foster; Domingos, Pedro 25 2003 Some PAC-Bayesian theorems. Zbl 0945.68157McAllester, David A. 24 1999 Kernel matching pursuit. Zbl 0998.68120Vincent, Pascal; Bengio, Yoshua 24 2002 Using iterated bagging to debias regressions. Zbl 1052.68109Breiman, Leo 24 2001 Kernel-based reinforcement learning. Zbl 1014.68069Ormoneit, Dirk; Sen, Śaunak 24 2002 Detecting communities and their evolutions in dynamic social networks – a Bayesian approach. Zbl 1237.91189Yang, Tianbao; Chi, Yun; Zhu, Shenghuo; Gong, Yihong; Jin, Rong 24 2011 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 Efficient read-restricted monotone CNF/DNF dualization by learning with membership queries. Zbl 0948.68097Domingo, Carlos; Mishra, Nina; Pitt, Leonard 23 1999 Variable resolution discretization in optimal control. Zbl 1005.68086Munos, Rémi; Moore, Andrew 23 2002 Optimal control as a graphical model inference problem. Zbl 1243.93133Kappen, Hilbert J.; Gómez, Vicenç; Opper, Manfred 23 2012 The hierarchical hidden Markov model: Analysis and applications. Zbl 0901.68178Fine, Shai; Singer, Yoram; Tishby, Naftali 22 1998 Empirical and theoretical comparisons of selected criterion functions for document clustering. Zbl 1089.68615Zhao, Ying; Karypis, George 22 2004 Supersparse linear integer models for optimized medical scoring systems. Zbl 1406.62144Ustun, Berk; Rudin, Cynthia 22 2016 External control in Markovian genetic regulatory networks. Zbl 1039.68161Datta, Aniruddha; Choudhary, Ashish; Bittner, Michael L.; Dougherty, Edward R. 22 2003 The convergence of \(TD(\lambda)\) for general \(\lambda\). Zbl 0773.68060Dayan, Peter 21 1992 Bayesian methods for support vector machines: Evidence and predictive class probabilities. Zbl 0998.68098Sollich, Peter 21 2002 A simple decomposition method for support vector machines. Zbl 0998.68108Hsu, Chih-Wei; Lin, Chih-Jen 21 2002 Near-optimal reinforcement learning in polynomial time. Zbl 1014.68071Kearns, Michael; Singh, Satinder 21 2002 Gradient descent optimizes over-parameterized deep ReLU networks. Zbl 07205217Zou, Difan; Cao, Yuan; Zhou, Dongruo; Gu, Quanquan 21 2020 Lower bound methods and separation results for on-line learning models. Zbl 0766.68113Maass, Wolfgang; Turán, György 20 1992 Universal portfolios with and without transaction costs. Zbl 1083.91509Blum, Avrim; Kalai, Adam 20 1999 Adaptive versus nonadaptive attribute-efficient learning. Zbl 0965.68029Damaschke, Peter 20 2000 Relational reinforcement learning. Zbl 0988.68088Džeroski, Sašo; De Raedt, Luc; Driessens, Kurt 20 2001 Boosting Poisson regression models with telematics car driving data. Zbl 07510312Gao, Guangyuan; Wang, He; Wüthrich, Mario V. 2 2022 SAMBA: safe model-based & active reinforcement learning. Zbl 07510310Cowen-Rivers, Alexander I.; Palenicek, Daniel; Moens, Vincent; Abdullah, Mohammed Amin; Sootla, Aivar; Wang, Jun; Bou-Ammar, Haitham 1 2022 Aleatoric and epistemic uncertainty in machine learning: an introduction to concepts and methods. Zbl 07432810Hüllermeier, Eyke; Waegeman, Willem 5 2021 The voice of optimization. Zbl 07432802Bertsimas, Dimitris; Stellato, Bartolomeo 3 2021 Regularisation of neural networks by enforcing Lipschitz continuity. Zbl 07432806Gouk, Henry; Frank, Eibe; Pfahringer, Bernhard; Cree, Michael J. 2 2021 Global optimization based on active preference learning with radial basis functions. Zbl 07432807Bemporad, Alberto; Piga, Dario 2 2021 Beneficial and harmful explanatory machine learning. Zbl 07432818Ai, Lun; Muggleton, Stephen H.; Hocquette, Céline; Gromowski, Mark; Schmid, Ute 2 2021 Tensor Q-rank: new data dependent definition of tensor rank. Zbl 07465658Kong, Hao; Lu, Canyi; Lin, Zhouchen 2 2021 LoRAS: an oversampling approach for imbalanced datasets. Zbl 07432803Bej, Saptarshi; Davtyan, Narek; Wolfien, Markus; Nassar, Mariam; Wolkenhauer, Olaf 1 2021 Concentration bounds for temporal difference learning with linear function approximation: the case of batch data and uniform sampling. Zbl 07432813Prashanth, L. A.; Korda, Nathaniel; Munos, Rémi 1 2021 Probabilistic inductive constraint logic. Zbl 07432819Riguzzi, Fabrizio; Bellodi, Elena; Zese, Riccardo; Alberti, Marco; Lamma, Evelina 1 2021 Top program construction and reduction for polynomial time meta-interpretive learning. Zbl 07432820Patsantzis, S.; Muggleton, S. H. 1 2021 Learning programs by learning from failures. Zbl 07432822Cropper, Andrew; Morel, Rolf 1 2021 Bayesian optimization with approximate set kernels. Zbl 07432823Kim, Jungtaek; McCourt, Michael; You, Tackgeun; Kim, Saehoon; Choi, Seungjin 1 2021 Convex programming based spectral clustering. Zbl 07432826Mizutani, Tomohiko 1 2021 Adaptive covariate acquisition for minimizing total cost of classification. Zbl 07432830Andrade, Daniel; Okajima, Yuzuru 1 2021 Toward optimal probabilistic active learning using a Bayesian approach. Zbl 1491.68161Kottke, Daniel; Herde, Marek; Sandrock, Christoph; Huseljic, Denis; Krempl, Georg; Sick, Bernhard 1 2021 Incorporating symbolic domain knowledge into graph neural networks. Zbl 07465651Dash, Tirtharaj; Srinivasan, Ashwin; Vig, Lovekesh 1 2021 Beyond graph neural networks with lifted relational neural networks. Zbl 07465653Šourek, Gustav; Železný, Filip; Kuželka, Ondřej 1 2021 A deep reinforcement learning framework for continuous intraday market bidding. Zbl 07465675Boukas, Ioannis; Ernst, Damien; Théate, Thibaut; Bolland, Adrien; Huynen, Alexandre; Buchwald, Martin; Wynants, Christelle; Cornélusse, Bertrand 1 2021 Challenges of real-world reinforcement learning: definitions, benchmarks and analysis. Zbl 07465677Dulac-Arnold, Gabriel; Levine, Nir; Mankowitz, Daniel J.; Li, Jerry; Paduraru, Cosmin; Gowal, Sven; Hester, Todd 1 2021 Sparse classification: a scalable discrete optimization perspective. Zbl 07465779Bertsimas, Dimitris; Pauphilet, Jean; Van Parys, Bart 1 2021 Gradient descent optimizes over-parameterized deep ReLU networks. Zbl 07205217Zou, Difan; Cao, Yuan; Zhou, Dongruo; Gu, Quanquan 21 2020 Learning from positive and unlabeled data: a survey. Zbl 07224983Bekker, Jessa; Davis, Jesse 6 2020 A survey on semi-supervised learning. Zbl 1441.68215van Engelen, Jesper E.; Hoos, Holger H. 4 2020 Evaluating time series forecasting models: an empirical study on performance estimation methods. Zbl 07289218Cerqueira, Vitor; Torgo, Luis; Mozetič, Igor 4 2020 Combining Bayesian optimization and Lipschitz optimization. Zbl 1446.90129Ahmed, Mohamed Osama; Vaswani, Sharan; Schmidt, Mark 3 2020 Learning higher-order logic programs. Zbl 07255749Cropper, Andrew; Morel, Rolf; Muggleton, Stephen 3 2020 Inductive general game playing. Zbl 07255752Cropper, Andrew; Evans, Richard; Law, Mark 3 2020 Robust classification via MOM minimization. Zbl 07255760Lecué, Guillaume; Lerasle, Matthieu; Mathieu, Timlothée 3 2020 Few-shot learning with adaptively initialized task optimizer: a practical meta-learning approach. Zbl 1442.68209Ye, Han-Jia; Sheng, Xiang-Rong; Zhan, De-Chuan 2 2020 On some graph-based two-sample tests for high dimension, low sample size data. Zbl 1446.62150Sarkar, Soham; Biswas, Rahul; Ghosh, Anil K. 2 2020 On cognitive preferences and the plausibility of rule-based models. Zbl 07224986Fürnkranz, Johannes; Kliegr, Tomáš; Paulheim, Heiko 2 2020 Logical reduction of metarules. Zbl 07255750Cropper, Andrew; Tourret, Sophie 2 2020 An empirical analysis of binary transformation strategies and base algorithms for multi-label learning. Zbl 07255755Rivolli, Adriano; Read, Jesse; Soares, Carlos; Pfahringer, Bernhard; de Carvalho, André C. P. L. F. 2 2020 Imbalanced regression and extreme value prediction. Zbl 07289239Ribeiro, Rita P.; Moniz, Nuno 2 2020 Handling concept drift via model reuse. Zbl 07205220Zhao, Peng; Cai, Le-Wen; Zhou, Zhi-Hua 1 2020 Provable accelerated gradient method for nonconvex low rank optimization. Zbl 1446.90138Li, Huan; Lin, Zhouchen 1 2020 Joint maximization of accuracy and information for learning the structure of a Bayesian network classifier. Zbl 07224991Halbersberg, Dan; Wienreb, Maydan; Lerner, Boaz 1 2020 Feature ranking for multi-target regression. Zbl 1472.68154Petković, Matej; Kocev, Dragi; Džeroski, Sašo 1 2020 Exploiting causality in gene network reconstruction based on graph embedding. Zbl 07224999Pio, Gianvito; Ceci, Michelangelo; Prisciandaro, Francesca; Malerba, Donato 1 2020 Propositionalization and embeddings: two sides of the same coin. Zbl 07255754Lavrač, Nada; Škrlj, Blaž; Robnik-Šikonja, Marko 1 2020 Classification with costly features as a sequential decision-making problem. Zbl 07255758Janisch, Jaromír; Pevný, Tomáš; Lisý, Viliam 1 2020 Bonsai: diverse and shallow trees for extreme multi-label classification. Zbl 07289221Khandagale, Sujay; Xiao, Han; Babbar, Rohit 1 2020 Embedding-based silhouette community detection. Zbl 07289224Škrlj, Blaž; Kralj, Jan; Lavrač, Nada 1 2020 Fast and accurate pseudoinverse with sparse matrix reordering and incremental approach. Zbl 07289231Jung, Jinhong; Sael, Lee 1 2020 Spanning attack: reinforce black-box attacks with unlabeled data. Zbl 07289232Wang, Lu; Zhang, Huan; Yi, Jinfeng; Hsieh, Cho-Jui; Jiang, Yuan 1 2020 Learning representations from dendrograms. Zbl 07289238Chehreghani, Morteza Haghir; Chehreghani, Mostafa Haghir 1 2020 Skew Gaussian processes for classification. Zbl 07289242Benavoli, Alessio; Azzimonti, Dario; Piga, Dario 1 2020 Learning rates for kernel-based expectile regression. Zbl 1480.62067Farooq, Muhammad; Steinwart, Ingo 8 2019 Learning efficient logic programs. Zbl 07073619Cropper, Andrew; Muggleton, Stephen H. 7 2019 Lifted discriminative learning of probabilistic logic programs. Zbl 07073621Nguembang Fadja, Arnaud; Riguzzi, Fabrizio 4 2019 Nonparametric predictive distributions based on conformal prediction. Zbl 1482.68209Vovk, Vladimir; Shen, Jieli; Manokhin, Valery; Xie, Min-ge 3 2019 A scalable sparse Cholesky based approach for learning high-dimensional covariance matrices in ordered data. Zbl 1447.62048Khare, Kshitij; Oh, Sang-Yun; Rahman, Syed; Rajaratnam, Bala 3 2019 Modeling outcomes of soccer matches. Zbl 1480.62049Tsokos, Alkeos; Narayanan, Santhosh; Kosmidis, Ioannis; Baio, Gianluca; Cucuringu, Mihai; Whitaker, Gavin; Király, Franz 2 2019 A greedy feature selection algorithm for big data of high dimensionality. Zbl 1483.68351Tsamardinos, Ioannis; Borboudakis, Giorgos; Katsogridakis, Pavlos; Pratikakis, Polyvios; Christophides, Vassilis 2 2019 Visualizing and understanding sum-product networks. Zbl 1482.68208Vergari, Antonio; Di Mauro, Nicola; Esposito, Floriana 2 2019 \(N\)-ary decomposition for multi-class classification. Zbl 07073608Zhou, Joey Tianyi; Tsang, Ivor W.; Ho, Shen-Shyang; Müller, Klaus-Robert 2 2019 Semi-supervised online structure learning for composite event recognition. Zbl 07073620Michelioudakis, Evangelos; Artikis, Alexander; Paliouras, Georgios 2 2019 A Riemannian gossip approach to subspace learning on Grassmann manifold. Zbl 07097461Mishra, Bamdev; Kasai, Hiroyuki; Jawanpuria, Pratik; Saroop, Atul 2 2019 Efficient feature selection using shrinkage estimators. Zbl 1472.68156Sechidis, Konstantinos; Azzimonti, Laura; Pocock, Adam; Corani, Giorgio; Weatherall, James; Brown, Gavin 2 2019 Data scarcity, robustness and extreme multi-label classification. Zbl 07097472Babbar, Rohit; Schölkopf, Bernhard 2 2019 The teaching size: computable teachers and learners for universal languages. Zbl 07097485Telle, Jan Arne; Hernández-Orallo, José; Ferri, Cèsar 2 2019 Distribution-free uncertainty quantification for kernel methods by gradient perturbations. Zbl 07097486Csáji, Balázs Cs.; Kis, Krisztián B. 2 2019 Guest editorial: Special issue on machine learning for soccer. Zbl 1443.00015 1 2019 Rethinking statistical learning theory: learning using statistical invariants. Zbl 1480.62064Vapnik, Vladimir; Izmailov, Rauf 1 2019 Continuation methods for approximate large scale object sequencing. Zbl 1485.90109Evangelopoulos, Xenophon; Brockmeier, Austin J.; Mu, Tingting; Goulermas, John Y. 1 2019 Unsupervised feature selection based on kernel Fisher discriminant analysis and regression learning. Zbl 1482.68204Shang, Ronghua; Meng, Yang; Liu, Chiyang; Jiao, Licheng; Esfahani, Amir M. Ghalamzan; Stolkin, Rustam 1 2019 Good arm identification via bandit feedback. Zbl 1491.68160Kano, Hideaki; Honda, Junya; Sakamaki, Kentaro; Matsuura, Kentaro; Nakamura, Atsuyoshi; Sugiyama, Masashi 1 2019 An accelerated variance reducing stochastic method with Douglas-Rachford splitting. Zbl 07073610Liu, Jingchang; Xu, Linli; Shen, Shuheng; Ling, Qing 1 2019 Arbitrage of forecasting experts. Zbl 07073612Cerqueira, Vitor; Torgo, Luís; Pinto, Fábio; Soares, Carlos 1 2019 Constructing effective personalized policies using counterfactual inference from biased data sets with many features. Zbl 07073613Atan, Onur; Zame, William R.; Feng, Qiaojun; van der Schaar, Mihaela 1 2019 Accelerated gradient boosting. Zbl 07073614Biau, G.; Cadre, B.; Rouvière, L. 1 2019 Efficient and robust TWSVM classification via a minimum L1-norm distance metric criterion. Zbl 07073615Yan, He; Ye, Qiao-Lin; Yu, Dong-Jun 1 2019 Probabilistic and exact frequent subtree mining in graphs beyond forests. Zbl 07073622Welke, Pascal; Horváth, Tamás; Wrobel, Stefan 1 2019 Dynamic principal projection for cost-sensitive online multi-label classification. Zbl 07097467Chu, Hong-Min; Huang, Kuan-Hao; Lin, Hsuan-Tien 1 2019 Temporal pattern attention for multivariate time series forecasting. Zbl 07097476Shih, Shun-Yao; Sun, Fan-Keng; Lee, Hung-yi 1 2019 Compatible natural gradient policy search. Zbl 07097477Pajarinen, Joni; Thai, Hong Linh; Akrour, Riad; Peters, Jan; Neumann, Gerhard 1 2019 Efficient learning with robust gradient descent. Zbl 1431.68108Holland, Matthew J.; Ikeda, Kazushi 1 2019 On the analysis of adaptability in multi-source domain adaptation. Zbl 07097484Redko, Ievgen; Habrard, Amaury; Sebban, Marc 1 2019 Asymptotically optimal algorithms for budgeted multiple play bandits. Zbl 1446.91032Luedtke, Alex; Kaufmann, Emilie; Chambaz, Antoine 1 2019 Ultra-strong machine learning: comprehensibility of programs learned with ILP. Zbl 1461.68191Muggleton, Stephen H.; Schmid, Ute; Zeller, Christina; Tamaddoni-Nezhad, Alireza; Besold, Tarek 10 2018 Analysis of classifiers’ robustness to adversarial perturbations. Zbl 1462.62383Fawzi, Alhussein; Fawzi, Omar; Frossard, Pascal 10 2018 1-bit matrix completion: PAC-Bayesian analysis of a variational approximation. Zbl 1461.15032Cottet, Vincent; Alquier, Pierre 7 2018 Wasserstein discriminant analysis. Zbl 1480.62125Flamary, Rémi; Cuturi, Marco; Courty, Nicolas; Rakotomamonjy, Alain 6 2018 Instance spaces for machine learning classification. Zbl 1457.68235Muñoz, Mario A.; Villanova, Laura; Baatar, Davaatseren; Smith-Miles, Kate 6 2018 The online performance estimation framework: heterogeneous ensemble learning for data streams. Zbl 1457.68320van Rijn, Jan N.; Holmes, Geoffrey; Pfahringer, Bernhard; Vanschoren, Joaquin 5 2018 Manifold-based synthetic oversampling with manifold conformance estimation. Zbl 1457.68227Bellinger, Colin; Drummond, Christopher; Japkowicz, Nathalie 5 2018 Meta-interpretive learning from noisy images. Zbl 1461.68190Muggleton, Stephen; Dai, Wang-Zhou; Sammut, Claude; Tamaddoni-Nezhad, Alireza; Wen, Jing; Zhou, Zhi-Hua 4 2018 ML-plan: automated machine learning via hierarchical planning. Zbl 1473.68157Mohr, Felix; Wever, Marcel; Hüllermeier, Eyke 4 2018 Simple strategies for semi-supervised feature selection. Zbl 1457.68239Sechidis, Konstantinos; Brown, Gavin 4 2018 Best-effort inductive logic programming via fine-grained cost-based hypothesis generation. The Inspire system at the inductive logic programming competition. Zbl 1443.68155Schüller, Peter; Benz, Mishal 3 2018 Learning from binary labels with instance-dependent noise. Zbl 1475.68286Menon, Aditya Krishna; van Rooyen, Brendan; Natarajan, Nagarajan 3 2018 Efficient benchmarking of algorithm configurators via model-based surrogates. Zbl 1457.68341Eggensperger, Katharina; Lindauer, Marius; Hoos, Holger H.; Hutter, Frank; Leyton-Brown, Kevin 3 2018 Scalable Gaussian process-based transfer surrogates for hyperparameter optimization. Zbl 1457.68242Wistuba, Martin; Schilling, Nicolas; Schmidt-Thieme, Lars 3 2018 Improved maximum inner product search with better theoretical guarantee using randomized partition trees. Zbl 1461.68217Keivani, Omid; Sinha, Kaushik; Ram, Parikshit 2 2018 Ensembles for multi-target regression with random output selections. Zbl 1475.68262Breskvar, Martin; Kocev, Dragi; Džeroski, Sašo 2 2018 Bootstrapping the out-of-sample predictions for efficient and accurate cross-validation. Zbl 1486.62078Tsamardinos, Ioannis; Greasidou, Elissavet; Borboudakis, Giorgos 2 2018 Robust Plackett-Luce model for \(k\)-ary crowdsourced preferences. Zbl 1466.91101Han, Bo; Pan, Yuangang; Tsang, Ivor W. 2 2018 Learning safe multi-label prediction for weakly labeled data. Zbl 1457.68241Wei, Tong; Guo, Lan-Zhe; Li, Yu-Feng; Gao, Wei 2 2018 ...and 789 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 14,980 Authors 37 Sugiyama, Masashi 22 Kanamori, Takafumi 21 Bühlmann, Peter 21 Carrizosa, Emilio 21 De Raedt, Luc 21 Larrañaga, Pedro 21 Le Thi, Hoai An 20 Powell, Warren Buckler 18 Alquier, Pierre 18 Hullermeier, Eyke 18 Liu, Yufeng 17 Bertsimas, Dimitris John 16 Long, Philip M. 15 Corander, Jukka 15 Greco, Salvatore 15 Kadziński, Miłosz 15 Pham Dinh Tao 15 Riguzzi, Fabrizio 15 Suykens, Johan A. K. 14 Bshouty, Nader H. 14 Kel’manov, Aleksandr Vasil’evich 14 Khandeev, Vladimir Il’ich 14 Muggleton, Stephen H. 14 Waegeman, Willem 14 Wang, Shitong 14 Webb, Geoffrey I. 14 Zhou, Zhihua 13 Corani, Giorgio 13 Corrente, Salvatore 13 De Baets, Bernard 13 Hothorn, Torsten 13 Inoue, Katsumi 13 Mohri, Mehryar 13 Peters, Jan 13 Rudin, Cynthia 13 Słowiński, Roman 13 Suzuki, Taiji 13 Zhou, Dingxuan 12 Bartlett, Peter L. 12 Bielza, Concha 12 Bouguila, Nizar 12 Chung, Fu-Lai 12 Larocque, Denis 12 Niedermeier, Rolf 12 Pardalos, Panos M. 12 Shao, Yuanhai 12 Zaffalon, Marco 11 Hand, David J. 11 Ishwaran, Hemant 11 Lugosi, Gábor 11 Mansour, Yishay 11 Servedio, Rocco A. 11 Steinwart, Ingo 11 Takeda, Akiko 11 Tian, Yingjie 11 Xu, Dachuan 11 Zhang, Chunxia 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 Lu, Wenbin 10 Makino, Kazuhisa 10 Mhaskar, Hrushikesh N. 10 Munos, Rémi 10 Pyatkin, Artëm Valer’evich 10 Romero Morales, Dolores 10 Song, Rui 10 Srinivasan, Ashwin 10 Stoltz, Gilles 10 Ting, Kai Ming 10 Tutz, Gerhard E. 10 Yang, Yuhong 10 Yoshinaka, Ryo 9 Balcázar, José Luis 9 Blanquero, Rafael 9 Blei, David M. 9 Borkar, Vivek Shripad 9 de Campos, Cassio Polpo 9 Guo, Jiong 9 Husmeier, Dirk 9 Ishii, Shin 9 Komusiewicz, Christian 9 Lausen, Berthold 9 Liang, Faming 9 Nielsen, Thomas D. 9 Pedrycz, Witold 9 Puerta, Jose Miguel 9 Smith-Miles, Kate A. 9 Turán, Gyorgy 9 Wager, Stefan 9 Warmuth, Manfred K. 9 Yeung, Dit-Yan 9 Zhang, Jiangshe 9 Zopounidis, Constantin ...and 14,880 more Authors all top 5 Cited in 576 Journals 607 Machine Learning 374 Pattern Recognition 247 Computational Statistics and Data Analysis 218 Information Sciences 206 European Journal of Operational Research 188 Neural Computation 165 International Journal of Approximate Reasoning 159 Data Mining and Knowledge Discovery 158 Artificial Intelligence 158 Neural Networks 149 Journal of Machine Learning Research (JMLR) 146 Theoretical Computer Science 116 The Annals of Statistics 97 The Annals of Applied Statistics 89 Journal of Computer and System Sciences 80 Statistics and Computing 72 Advances in Data Analysis and Classification. ADAC 71 Computational Statistics 69 Annals of Operations Research 69 Electronic Journal of Statistics 63 Computers & Operations Research 61 Journal of Theoretical Biology 60 Mathematical Problems in Engineering 59 Discrete Applied Mathematics 59 Journal of Applied Statistics 56 Statistical Analysis and Data Mining 55 Statistical Science 55 International Journal of Computer Vision 55 Annals of Mathematics and Artificial Intelligence 54 Automatica 53 Communications in Statistics. Simulation and Computation 50 Journal of the American Statistical Association 50 Journal of Multivariate Analysis 48 Soft Computing 47 Applied Mathematics and Computation 47 Computational & Mathematical Methods in Medicine 46 Journal of Classification 40 Journal of Computational and Graphical Statistics 37 International Journal of Applied Mathematics and Computer Science 36 Journal of Computational Physics 36 Fuzzy Sets and Systems 35 Information and Computation 35 Journal of Global Optimization 34 INFORMS Journal on Computing 33 Biometrics 33 Operations Research 33 Journal of Statistical Computation and Simulation 32 Statistics & Probability Letters 30 Information Processing Letters 29 Computational Optimization and Applications 28 Communications in Statistics. Theory and Methods 28 The Journal of Artificial Intelligence Research (JAIR) 25 Journal of Statistical Planning and Inference 25 Test 23 Computers & Mathematics with Applications 23 Journal of Computational and Applied Mathematics 23 JETAI. Journal of Experimental & Theoretical Artificial Intelligence 23 Mathematical Programming. Series A. Series B 23 Bernoulli 22 Journal of Mathematical Psychology 22 Optimization Methods & Software 22 International Journal of Wavelets, Multiresolution and Information Processing 21 Applied and Computational Harmonic Analysis 21 Statistical Applications in Genetics and Molecular Biology 20 Journal of Optimization Theory and Applications 20 Applied Mathematical Modelling 20 SIAM Journal on Optimization 20 SIAM Journal on Scientific Computing 20 Theory and Practice of Logic Programming 19 Computer Methods in Applied Mechanics and Engineering 19 Journal of the Franklin Institute 19 Journal of Econometrics 19 Journal of Combinatorial Optimization 19 PAA. Pattern Analysis and Applications 19 Quantitative Finance 19 Computational Biology and Chemistry 19 Optimization Letters 18 New Generation Computing 18 Proceedings of the National Academy of Sciences of the United States of America 18 SIAM Journal on Mathematics of Data Science 17 Automation and Remote Control 17 Mathematical Biosciences and Engineering 16 Physica A 16 Algorithmica 15 Psychometrika 15 Systems & Control Letters 15 Journal of Mathematical Imaging and Vision 15 Entropy 15 Mathematical Geosciences 15 Statistics Surveys 14 Chaos, Solitons and Fractals 14 Biometrical Journal 14 Theory of Computing Systems 14 Bayesian Analysis 13 Biological Cybernetics 13 International Journal of Systems Science 13 Games and Economic Behavior 13 European Journal of Control 13 International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 13 Analysis and Applications (Singapore) ...and 476 more Journals all top 5 Cited in 58 Fields 4,518 Computer science (68-XX) 3,331 Statistics (62-XX) 1,138 Operations research, mathematical programming (90-XX) 638 Numerical analysis (65-XX) 567 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 519 Biology and other natural sciences (92-XX) 294 Probability theory and stochastic processes (60-XX) 278 Systems theory; control (93-XX) 252 Combinatorics (05-XX) 210 Information and communication theory, circuits (94-XX) 93 Calculus of variations and optimal control; optimization (49-XX) 80 Linear and multilinear algebra; matrix theory (15-XX) 58 Functional analysis (46-XX) 55 Mathematical logic and foundations (03-XX) 54 Geophysics (86-XX) 46 Partial differential equations (35-XX) 45 Approximations and expansions (41-XX) 40 Dynamical systems and ergodic theory (37-XX) 39 Fluid mechanics (76-XX) 38 Statistical mechanics, structure of matter (82-XX) 33 Mechanics of deformable solids (74-XX) 32 Quantum theory (81-XX) 29 Harmonic analysis on Euclidean spaces (42-XX) 24 Order, lattices, ordered algebraic structures (06-XX) 20 Measure and integration (28-XX) 19 Operator theory (47-XX) 17 General and overarching topics; collections (00-XX) 16 Convex and discrete geometry (52-XX) 11 History and biography (01-XX) 11 Differential geometry (53-XX) 11 Global analysis, analysis on manifolds (58-XX) 10 Ordinary differential equations (34-XX) 9 Geometry (51-XX) 9 Optics, electromagnetic theory (78-XX) 8 Mechanics of particles and systems (70-XX) 7 Real functions (26-XX) 7 Integral equations (45-XX) 7 General topology (54-XX) 4 Number theory (11-XX) 4 Special functions (33-XX) 4 Difference and functional equations (39-XX) 4 Astronomy and astrophysics (85-XX) 3 General algebraic systems (08-XX) 3 Functions of a complex variable (30-XX) 3 Algebraic topology (55-XX) 2 Group theory and generalizations (20-XX) 2 Potential theory (31-XX) 2 Several complex variables and analytic spaces (32-XX) 2 Classical thermodynamics, heat transfer (80-XX) 2 Relativity and gravitational theory (83-XX) 2 Mathematics education (97-XX) 1 Field theory and polynomials (12-XX) 1 Commutative algebra (13-XX) 1 Algebraic geometry (14-XX) 1 Category theory; homological algebra (18-XX) 1 Topological groups, Lie groups (22-XX) 1 Abstract harmonic analysis (43-XX) 1 Manifolds and cell complexes (57-XX) Citations by Year