Machine Learning Short Title: Mach. Learn. Publisher: Springer US, New York, NY ISSN: 0885-6125; 1573-0565/e Online: https://link.springer.com/journal/10994/volumes-and-issues Comments: Journal; Indexed cover-to-cover Documents Indexed: 1,686 Publications (since 1988) References Indexed: 1,237 Publications with 54,147 References. all top 5 Latest Issues 113, No. 8 (2024) 112, No. 11 (2023) 112, No. 10 (2023) 112, No. 9 (2023) 112, No. 8 (2023) 112, No. 7 (2023) 112, No. 6 (2023) 112, No. 5 (2023) 112, No. 4 (2023) 112, No. 3 (2023) 112, No. 2 (2023) 112, No. 1 (2023) 111, No. 12 (2022) 111, No. 11 (2022) 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) ...and 178 more Volumes all top 5 Authors 24 Sugiyama, Masashi 22 Muggleton, Stephen H. 19 Hullermeier, Eyke 17 De Raedt, Luc 16 Džeroski, Sašo 15 Webb, Geoffrey I. 13 Srinivasan, Ashwin 12 Inoue, Katsumi 11 Bertsimas, Dimitris John 11 Flach, Peter A. 11 Warmuth, Manfred K. 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 Fürnkranz, Johannes 9 Gama, João 9 Jin, Rong 9 Ramon, Jan 9 Ting, Kai Ming 8 Cropper, Andrew 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 Kersting, Kristian 7 Lin, Hsuan-Tien 7 Lugosi, Gábor 7 Morik, Katharina 7 Provost, Foster 7 Suykens, Johan A. K. 7 Szepesvári, Csaba 7 Tamaddoni-Nezhad, Alireza 7 Tsang, Ivor Wai-Hung 7 Wrobel, Stefan 7 Yang, Tianbao 7 Zhu, Shenghuo 6 Angluin, Dana 6 Bengio, Yoshua 6 Breiman, Leo 6 Chehreghani, Morteza Haghir 6 Crammer, Koby 6 Davis, Jesse 6 Domingos, Pedro 6 Getoor, Lise 6 Holmes, Geoffrey 6 Horváth, Tamás L. 6 Landwehr, Niels 6 Tishby, Naftali 6 Vapnik, Vladimir Naumovich 6 Železný, Filip 5 Auer, Peter 5 Benavoli, Alessio 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 Cohen, William W. 5 Corani, Giorgio 5 de la Higuera, Colin 5 Dou, Dejing 5 Frasconi, Paolo 5 Gallinari, Patrick 5 Hernández-Orallo, Jose 5 Hoi, Steven C. H. 5 Kimmig, Angelika 5 Kocev, Dragi 5 Kramer, Stefan 5 Malerba, Donato 5 Munos, Rémi 5 Natarajan, Sriraam 5 Pahikkala, Tapio 5 Peters, Jan 5 Pfahringer, Bernhard 5 Sammut, Claude 5 Scheffer, Tobias 5 Sebag, Michèle 5 Sebban, Marc 5 Tadepalli, Prasad 5 Thrun, Sebastian 5 Tsitsiklis, John N. 5 van Rijn, Jan N. 5 Vanschoren, Joaquin 5 Vovk, Vladimir G. 5 Washio, Takashi 5 Weston, Jason 5 Xiong, Haoyi 5 Zaverucha, Gerson 5 Zhang, Lijun ...and 3,234 more Authors all top 5 Fields 1,562 Computer science (68-XX) 495 Statistics (62-XX) 87 Operations research, mathematical programming (90-XX) 86 General and overarching topics; collections (00-XX) 58 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 35 Numerical analysis (65-XX) 34 Biology and other natural sciences (92-XX) 28 Probability theory and stochastic processes (60-XX) 16 Combinatorics (05-XX) 16 Information and communication theory, circuits (94-XX) 12 Systems theory; control (93-XX) 10 Linear and multilinear algebra; matrix theory (15-XX) 5 Functional analysis (46-XX) 4 History and biography (01-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 Order, lattices, ordered algebraic structures (06-XX) 1 Algebraic geometry (14-XX) 1 Measure and integration (28-XX) 1 Partial differential equations (35-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Operator theory (47-XX) 1 Astronomy and astrophysics (85-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 1,141 Publications have been cited 16,990 times in 11,567 Documents Cited by ▼ Year ▼ Random forests. Zbl 1007.68152 Breiman, Leo 1,591 2001 Support-vector networks. Zbl 0831.68098 Cortes, Corinna; Vapnik, Vladimir 1,088 1995 Bagging predictors. Zbl 0858.68080 Breiman, Leo 842 1996 \({\mathcal Q}\)-learning. Zbl 0773.68062 Watkins, Christopher J. C. H.; Dayan, Peter 393 1992 Finite-time analysis of the multiarmed bandit problem. Zbl 1012.68093 Auer, Peter; Cesa-Bianchi, Nicolò; Fischer, Paul 273 2002 Learning Bayesian networks: The combination of knowledge and statistical data. Zbl 0831.68096 Heckerman, David; Geiger, Dan; Chickering, David M. 270 1995 An introduction to variational methods for graphical models. Zbl 0945.68164 Jordan, I. Michael; Ghahramani, Zoubin; Jaakkola, Tommi S.; Saul, Lawrence K. 270 1999 Queries and concept learning. Zbl 1470.68050 Angluin, Dana 262 1988 Gene selection for cancer classification using support vector machines. Zbl 0998.68111 Guyon, Isabelle; Weston, Jason; Barnhill, Stephen; Vapnik, Vladimir 259 2002 Correlation clustering. Zbl 1089.68085 Bansal, Nikhil; Blum, Avrim; Chawla, Shuchi 208 2004 A Bayesian method for the induction of probabilistic networks from data. Zbl 0766.68109 Cooper, Gregory F.; Herskovits, Edward 197 1992 Markov logic networks. Zbl 1470.68221 Richardson, Matthew; Domingos, Pedro 183 2006 Bayesian network classifiers. Zbl 0892.68077 Friedman, Nir; Geiger, Dan; Goldszmidt, Moises 174 1997 NP-hardness of Euclidean sum-of-squares clustering. Zbl 1378.68047 Aloise, Daniel; Deshpande, Amit; Hansen, Pierre; Popat, Preyas 173 2009 Simple statistical gradient-following algorithms for connectionist reinforcement learning. Zbl 0772.68076 Williams, Ronald J. 154 1992 An introduction to MCMC for machine learning. Zbl 1033.68081 Andrieu, Christophe; de Freitas, Nando; Doucet, Arnaud; Jordan, Michael I. 154 2003 The max-min hill-climbing Bayesian network structure learning algorithm. Zbl 1470.68192 Tsamardinos, Ioannis; Brown, Laura E.; Aliferis, Constantin F. 143 2006 Convex multi-task feature learning. Zbl 1470.68073 Argyriou, Andreas; Evgeniou, Theodoros; Pontil, Massimiliano 140 2008 Choosing multiple parameters for support vector machines. Zbl 0998.68101 Chapelle, Olivier; Vapnik, Vladimir; Bousquet, Olivier; Mukherjee, Sayan 137 2002 Improved boosting algorithms using confidence-rated predictions. Zbl 0945.68194 Schapire, Robert E.; Singer, Yoram 131 1999 On the optimality of the simple Bayesian classifier under zero-one loss. Zbl 0892.68076 Domingos, Pedro; Pazzani, Michael 107 1997 Stacked regressions. Zbl 0849.68104 Breiman, Leo 100 1996 Approximation and estimation bounds for artificial neural networks. Zbl 0818.68127 Barron, Andrew R. 99 1994 Semi-supervised learning on Riemannian manifolds. Zbl 1089.68086 Belkin, Mikhail; Niyogi, Partha 98 2004 Soft margins for AdaBoost. Zbl 0969.68128 Rätsch, G.; Onoda, T.; Müller, K.-R. 97 2001 A simple generalisation of the area under the ROC curve for multiple class classification problems. Zbl 1007.68180 Hand, David J.; Till, Robert J. 92 2001 Toward efficient agnostic learning. Zbl 0938.68797 Kearns, Michael J.; Schapire, Robert E.; Sellie, Linda M. 88 1994 Text classification from labeled and unlabeled documents using EM. Zbl 0949.68162 Nigam, Kamal; McCallum, Andrew Kachites; Thrun, Sebastian; Mitchell, Tom 87 2000 Support vector data description. Zbl 1078.68728 Tax, David M. J.; Duin, Robert P. W. 79 2004 Very simple classification rules perform well on most commonly used datasets. Zbl 0850.68278 Holte, Robert C. 78 1993 BoosTexter: A boosting-based system for text categorization. Zbl 0951.68561 Schapire, Robert E.; Singer, Yoram 77 2000 Asynchronous stochastic approximation and Q-learning. Zbl 0820.68105 Tsitsiklis, John N. 76 1994 Multicategory proximal support vector machine classifiers. Zbl 1101.68758 Fung, Glenn M.; Mangasarian, O. L. 76 2005 Concept decompositions for large sparse text data using clustering. Zbl 0970.68167 Dhillon, Inderjit S.; Modha, Dharmendra S. 74 2001 Optimal classification trees. Zbl 1455.68159 Bertsimas, Dimitris; Dunn, Jack 72 2017 Being Bayesian about network structure. A Bayesian approach to structure discovery in Bayesian networks. Zbl 1033.68104 Friedman, Nir; Koller, Daphne 72 2003 Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy. Zbl 1027.68113 Kuncheva, Ludmila I.; Whitaker, Christopher J. 71 2003 A comparison of prediction accuracy, complexity, and training time of thirty-three old and new classification algorithms. Zbl 0969.68669 Lim, Tjen-Sien; Loh, Wei-Yin; Shih, Yu-Shan 71 2000 Extremely randomized trees. Zbl 1110.68124 Geurts, Pierre; Ernst, Damien; Wehenkel, Louis 71 2006 Consensus clustering: A resampling-based method for class discovery and visualization of gene expression microarray data. Zbl 1039.68103 Monti, Stefano; Tamayo, Pablo; Mesirov, Jill; Golub, Todd 70 2003 Theoretical and empirical analysis of ReliefF and RReliefF. Zbl 1076.68065 Robnik-Šikonja, Marko; Kononenko, Igor 69 2003 Clustering large graphs via the singular value decomposition. Zbl 1089.68090 Drineas, P.; Frieze, A.; Kannan, R.; Vempala, S.; Vinay, V. 68 2004 Measuring classifier performance: a coherent alternative to the area under the ROC curve. Zbl 1470.62085 Hand, David J. 63 2009 Unsupervised learning by probabilistic latent semantic analysis. Zbl 0970.68130 Hofmann, Thomas 63 2001 Logarithmic regret algorithms for online convex optimization. Zbl 1471.68327 Hazan, Elad; Agarwal, Amit; Kale, Satyen 61 2007 Model selection and error estimation. Zbl 0998.68117 Bartlett, Peter L.; Boucheron, Stéphane; Lugosi, Gábor 61 2002 Learning conjunctions of Horn clauses. Zbl 0766.68107 Angluin, Dana; Frazier, Michael; Pitt, Leonard 60 1992 Robust classification for imprecise environments. Zbl 0969.68126 Provost, Foster; Fawcett, Tom 60 2001 Large margin classification using the perceptron algorithm. Zbl 0944.68535 Freund, Yoav; Schapire, Robert E. 56 1999 A theory of learning from different domains. Zbl 1470.68081 Ben-David, Shai; Blitzer, John; Crammer, Koby; Kulesza, Alex; Pereira, Fernando; Vaughan, Jennifer Wortman 54 2010 Reduction techniques for instance-based learning algorithms. Zbl 0954.68126 Wilson, D. Randall; Martinez, Tony R. 52 2000 Benchmarking least squares support vector machine classifiers. Zbl 1078.68737 van Gestel, Tony; Suykens, Johan A. K.; Baesens, Bart; Viaene, Stijn; Vanthienen, Jan; Dedene, Guido; de Moor, Bart; Vandewalle, Joos 51 2004 Gradient descent optimizes over-parameterized deep ReLU networks. Zbl 1494.68245 Zou, Difan; Cao, Yuan; Zhou, Dongruo; Gu, Quanquan 51 2020 SPADE: An efficient algorithm for mining frequent sequences. Zbl 0970.68052 Zaki, Mohammed J. 50 2001 Robust ordinal regression in preference learning and ranking. Zbl 1300.68040 Corrente, Salvatore; Greco, Salvatore; Kadziński, Miłosz; Słowiński, Roman 49 2013 Inference for the generalization error. Zbl 1039.68104 Nadeau, Claude; Bengio, Yoshua 48 2003 On the learnability and design of output codes for multiclass problems. Zbl 1012.68155 Crammer, Koby; Singer, Yoram 46 2002 Multilabel classification via calibrated label ranking. Zbl 1470.68108 Fürnkranz, Johannes; Hüllermeier, Eyke; Loza Mencía, Eneldo; Brinker, Klaus 45 2008 Generalized low rank approximations of matrices. Zbl 1087.65043 Ye, Jieping 44 2005 Logistic regression, AdaBoost and Bregman distances. Zbl 0998.68123 Collins, Michael; Schapire, Robert E.; Singer, Yoram 43 2002 Training invariant support vector machines. Zbl 0998.68102 Decoste, Dennis; Schölkopf, Bernhard 43 2002 Combined SVM-based feature selection and classification. Zbl 1137.90643 Neumann, Julia; Schnörr, Christoph; Steidl, Gabriele 43 2005 Factorial hidden Markov models. Zbl 0892.68080 Ghahramani, Zoubin; Jordan, Michael I. 42 1997 Selective sampling using the query by committee algorithm. Zbl 0881.68093 Freund, Yoav; Seung, H. Sebastian; Shamir, Eli; Tishby, Naftali 41 1997 Convergence results for single-step on-policy reinforcement-learning algorithms. Zbl 0954.68127 Singh, Satinder; Jaakkola, Tommi; Littman, Michael L.; Szepesvári, Csaba 41 2000 Time varying undirected graphs. Zbl 1475.62174 Zhou, Shuheng; Lafferty, John; Wasserman, Larry 41 2010 Cutting-plane training of structural SVMs. Zbl 1235.68161 Joachims, Thorsten; Finley, Thomas; Yu, Chun-Nam John 41 2009 Linear programming boosting via column generation. Zbl 0998.68105 Demiriz, Ayhan; Bennett, Kristin P.; Shawe-Taylor, John 41 2002 On the handling of continuous-valued attributes in decision tree generation. Zbl 0767.68084 Fayyad, Usama M.; Irani, Keki B. 40 1992 Detecting communities and their evolutions in dynamic social networks – a Bayesian approach. Zbl 1237.91189 Yang, Tianbao; Chi, Yun; Zhu, Shenghuo; Gong, Yihong; Jin, Rong 39 2011 An algorithmic theory of learning: Robust concepts and random projection. Zbl 1095.68092 Arriaga, Rosa I.; Vempala, Santosh 39 2006 Practical issues in temporal difference learning. Zbl 0772.68075 Tesauro, Gerald 38 1992 Adaptive probabilistic networks with hidden variables. Zbl 0892.68079 Binder, John; Koller, Daphne; Russell, Stuart; Kanazawa, Keiji 37 1997 Quantum speed-up for unsupervised learning. Zbl 1260.68319 Aïmeur, Esma; Brassard, Gilles; Gambs, Sébastien 36 2013 Near-optimal reinforcement learning in polynomial time. Zbl 1014.68071 Kearns, Michael; Singh, Satinder 36 2002 Learning monotone nonlinear models using the Choquet integral. Zbl 1260.68348 Tehrani, Ali Fallah; Cheng, Weiwei; Dembczyński, Krzysztof; Hüllermeier, Eyke 35 2012 On label dependence and loss minimization in multi-label classification. Zbl 1243.68237 Dembczyński, Krzysztof; Waegeman, Willem; Cheng, Weiwei; Hüllermeier, Eyke 35 2012 Relative loss bounds for on-line density estimation with the exponential family of distributions. Zbl 0988.68173 Azoury, Katy S.; Warmuth, M. K. 35 2001 Bounding the Vapnik-Chervonenkis dimension of concept classes parameterized by real numbers. Zbl 0831.68087 Goldberg, Paul W.; Jerrum, Mark R. 34 1995 Mixtures of factor analysers. Bayesian estimation and inference by stochastic simulation. Zbl 1033.68085 Fokoué, Ernest; Titterington, D. M. 34 2003 Tracking the best expert. Zbl 0912.68165 Herbster, Mark; Warmuth, Manfred K. 34 1998 Supersparse linear integer models for optimized medical scoring systems. Zbl 1406.62144 Ustun, Berk; Rudin, Cynthia 33 2016 Not so naive Bayes: Aggregating one-dependence estimators. Zbl 1075.68078 Webb, Geoffrey I.; Boughton, Janice R.; Wang, Zhihai 33 2005 The hierarchical hidden Markov model: Analysis and applications. Zbl 0901.68178 Fine, Shai; Singer, Yoram; Tishby, Naftali 33 1998 Learning with tensors: a framework based on convex optimization and spectral regularization. Zbl 1319.68191 Signoretto, Marco; Dinh, Quoc Tran; De Lathauwer, Lieven; Suykens, Johan A. K. 32 2014 RE-EM trees: a data mining approach for longitudinal and clustered data. Zbl 1238.68131 Sela, Rebecca J.; Simonoff, Jeffrey S. 32 2012 Tree induction for probability-based ranking. Zbl 1039.68105 Provost, Foster; Domingos, Pedro 32 2003 Convergence of a generalized SMO algorithm for SVM classifier design. Zbl 0998.68109 Keerthi, S. S.; Gilbert, E. G. 32 2002 Characteristic sets for polynomial grammatical inference. Zbl 0884.68107 de la Higuera, Colin 31 1997 Some PAC-Bayesian theorems. Zbl 0945.68157 McAllester, David A. 31 1999 Aggregation by exponential weighting, sharp PAC-Bayesian bounds and sparsity. Zbl 1470.62054 Dalalyan, A.; Tsybakov, A. B. 31 2008 Optimal control as a graphical model inference problem. Zbl 1243.93133 Kappen, Hilbert J.; Gómez, Vicenç; Opper, Manfred 31 2012 Support vector machines for classification in nonstandard situations. Zbl 0998.68103 Lin, Yi; Lee, Yoonkyung; Wahba, Grace 31 2002 Kernel-based reinforcement learning. Zbl 1014.68069 Ormoneit, Dirk; Sen, Śaunak 31 2002 Logistic model trees. Zbl 1101.68767 Landwehr, Niels; Hall, Mark; Frank, Eibe 30 2005 Improving Markov chain Monte Carlo model search for data mining. Zbl 1050.68120 Giudici, Paolo; Castelo, Robert 30 2003 Variable resolution discretization in optimal control. Zbl 1005.68086 Munos, Rémi; Moore, Andrew 30 2002 Probabilistic (logic) programming concepts. Zbl 1346.68050 De Raedt, Luc; Kimmig, Angelika 30 2015 Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine learning. Zbl 1331.68189 Lin, Zhouchen; Liu, Risheng; Li, Huan 29 2015 A survey on semi-supervised learning. Zbl 1441.68215 van Engelen, Jesper E.; Hoos, Holger H. 29 2020 Byzantine-robust distributed sparse learning for \(M\)-estimation. Zbl 1534.68209 Tu, Jiyuan; Liu, Weidong; Mao, Xiaojun 3 2023 Embedding to reference t-SNE space addresses batch effects in single-cell classification. Zbl 07694500 Poličar, Pavlin G.; Stražar, Martin; Zupan, Blaž 2 2023 Bayesian optimization with safety constraints: safe and automatic parameter tuning in robotics. Zbl 1534.68199 Berkenkamp, Felix; Krause, Andreas; Schoellig, Angela P. 2 2023 Online learning of network bottlenecks via minimax paths. 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Zbl 07432836 Hanna, Josiah P.; Niekum, Scott; Stone, Peter 1 2021 ...and 1041 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 22,138 Authors 44 Sugiyama, Masashi 35 De Raedt, Luc 29 Larrañaga, Pedro 27 Hullermeier, Eyke 27 Le Thi, Hoai An 27 Xu, Dachuan 26 Carrizosa, Emilio 26 Liu, Yufeng 25 Bshouty, Nader H. 25 Bühlmann, Peter 24 Kanamori, Takafumi 23 Bertsimas, Dimitris John 23 Kel’manov, Aleksandr Vasil’evich 23 Long, Philip M. 22 Powell, Warren Buckler 21 Wang, Shitong 20 Alquier, Pierre 19 Bielza, Concha 19 Muggleton, Stephen H. 19 Song, Rui 19 Zhang, Dongmei 19 Zhou, Zhihua 18 Bouguila, Nizar 18 Inoue, Katsumi 18 Riguzzi, Fabrizio 18 Servedio, Rocco A. 18 Webb, Geoffrey I. 17 Corander, Jukka 17 Jain, Sanjay 17 Lu, Wenbin 17 Słowiński, Roman 17 Suykens, Johan A. 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