BNT swMATH ID: 7384 Software Authors: Kevin Murphy Description: The Bayes Net Toolbox (BNT) is an open-source Matlab package for directed graphical models. BNT supports many kinds of nodes (probability distributions), exact and approximate inference, parameter and structure learning, and static and dynamic models. BNT is widely used in teaching and research: the web page has received over 28,000 hits since May 2000. In this paper, we discuss a broad spectrum of issues related to graphical models (directed and undirected), and describe, at a high-level, how BNT was designed to cope with them all. We also compare BNT to other software packages for graphical models, and to the nascent OpenBayes effort. Homepage: https://code.google.com/p/bnt/ Dependencies: Matlab Related Software: TETRAD; UCI-ml; LIBSVM; Matlab; PRMLT; RAIcode; MLC++; Scikit; Python; bnlearn; R; HandTill2001; PRTools; ClustOfVar; MNIST; SynTReN; TRANSFAC; PlasmoDraft; IntAct; InterProScan Cited in: 58 Publications all top 5 Cited by 148 Authors 3 Lerner, Boaz 2 Bouhamed, Heni 2 Lecroq, Thierry 2 Liu, Sanyang 2 Liu, Xinsheng 2 Liu, Xuqing 2 Masmoudi, Afif 2 Rebai, Ahmed 2 Yang, Youlong 2 Zhu, Mingmin 1 Alaa, Ahmed M. 1 Aubertot, Jean-Noël 1 Bacciu, Davide 1 Baesens, Bart 1 Basak, Jayanta 1 Boreale, Michele 1 Borys, Damian 1 Bradford, James R. 1 Bui, Kevin V. 1 Bulpitt, Andrew J. 1 Chang, Jian 1 Chao, HanChieh 1 Chong, Carsten 1 Codecasa, Daniele 1 Corradi, Fabio 1 Santos Costa, Vítor 1 Cros, Marie-Josée 1 Cussens, James 1 Das, Sanjoy 1 De Boeck, Paul 1 De Raedt, Luc 1 Donnell, Eric T. 1 Dyhre Nielsen, Thomas 1 Efros, Alexei A. 1 Egmont-Petersen, Michael 1 Ellis, Byron 1 Enrique Sucar, L. 1 Etchells, Terence A. 1 Fan, Xiaocong 1 Feng, Gary 1 Fox, Maria 1 Gaba, Sabrina 1 Gao, Yang 1 Geng, Zhi 1 Ghallab, Malik 1 Gonzalez, Jesus A. 1 Guo, Jianhua 1 Halbersberg, Dan 1 Harva, Markus 1 Hauskrecht, Miloš 1 He, Dong 1 Hebert, Martial H. 1 Hernandez-Leal, Pablo 1 Heskes, Tom M. 1 Hoiem, Derek 1 Howard, Catherine 1 Infantes, Guillaume 1 Jalasutram, Rommel 1 Jensen, Finn Verner 1 Jia, Songmin 1 Jiang, Caizi 1 Junejo, Imran Nazir 1 Karhunen, Juha T. 1 Karwa, Vishesh 1 Kelner, Roy 1 Kersting, Kristian 1 Kim, Jongmin 1 Klüppelberg, Claudia 1 Kohler, Dominic 1 Kwisthout, Johan 1 Lähdesmäki, Harri 1 Lèbre, Sophie 1 Lee, Namgil 1 Lee, Seongwhan 1 Li, Yanying 1 Likforman-Sulem, Laurence 1 Lisboa, Paulo J. G. 1 Liu, Yanfang 1 Long, Derek 1 Lowd, Daniel 1 Lu, Xingyang 1 Malinsky, Daniel 1 Marshall, Adele H. 1 Marzouk, Youssef M. 1 Mcconkey, Glenn A. 1 Meltzer, Talya 1 Mhlanga, Musa 1 Mohan, Sumod 1 Morales, Eduardo Fierro 1 Müller, Johannes 1 Needham, Chris J. 1 O’Leary, Paul 1 Page, David L. 1 Pahwa, Anil 1 Pernkopf, Franz 1 Peyrard, Nathalie 1 Polanska, Joanna 1 Polański, Andrzej 1 Qi, Xiaolong 1 Raiko, Tapani ...and 48 more Authors all top 5 Cited in 36 Serials 8 Journal of Machine Learning Research (JMLR) 6 International Journal of Approximate Reasoning 3 Machine Learning 2 Artificial Intelligence 2 Psychometrika 2 Pattern Recognition 2 Computational Statistics and Data Analysis 1 International Journal for Numerical Methods in Engineering 1 Journal of the American Statistical Association 1 Journal of Computational and Applied Mathematics 1 Theoretical Population Biology 1 Parallel Computing 1 Neural Computation 1 Computational Statistics 1 European Journal of Operational Research 1 Journal of Statistical Computation and Simulation 1 Pattern Recognition Letters 1 International Journal of Computer Vision 1 The Journal of Artificial Intelligence Research (JAIR) 1 Annals of Mathematics and Artificial Intelligence 1 Mathematical Problems in Engineering 1 Wuhan University Journal of Natural Sciences (WUJNS) 1 Data Mining and Knowledge Discovery 1 International Journal of Applied Mathematics and Computer Science 1 Probability in the Engineering and Informational Sciences 1 Journal of Applied Mathematics 1 Statistical Applications in Genetics and Molecular Biology 1 4OR 1 Computational Biology and Chemistry 1 Computational Management Science 1 Signal, Image and Video Processing 1 The Annals of Applied Statistics 1 SIAM Journal on Financial Mathematics 1 Algorithms 1 Journal of Theoretical Biology 1 Journal of Mathematical Modelling and Algorithms in Operations Research all top 5 Cited in 10 Fields 43 Computer science (68-XX) 30 Statistics (62-XX) 8 Operations research, mathematical programming (90-XX) 7 Numerical analysis (65-XX) 6 Biology and other natural sciences (92-XX) 5 Combinatorics (05-XX) 3 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 2 Probability theory and stochastic processes (60-XX) 1 Partial differential equations (35-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year