TETRAD swMATH ID: 12177 Software Authors: Clark Glymour; Richard Scheines; Peter Spirtes; Joseph Ramsey Description: TETRAD is a program which creates, simulates data from, estimates, tests, predicts with, and searches for causal and statistical models. The aim of the program is to provide sophisticated methods in a friendly interface requiring very little statistical sophistication of the user and no programming knowledge. It is not intended to replace flexible statistical programming systems such as Matlab, Splus or R. Tetrad is freeware that performs many of the functions in commercial programs such as Netica, Hugin, LISREL, EQS and other programs, and many discovery functions these commercial programs do not perform. Tetrad is unique in the suite of principled search (”exploration,” ”discovery”) algorithms it provides–for example its ability to search when there may be unobserved confounders of measured variables, to search for models of latent structure, and to search for linear feedback models–and in the ability to calculate predictions of the effects of interventions or experiments based on a model. All of its search procedures are ”pointwise consistent”–they are guaranteed to converge almost certainly to correct information about the true structure in the large sample limit, provided that structure and the sample data satisfy various commonly made (but not always true!) assumptions. ... Homepage: http://www.phil.cmu.edu/tetrad/ Source Code: https://github.com/cmu-phil/tetrad Related Software: pcalg; R; glasso; MIM; bnlearn; UCI-ml; DirectLiNGAM; Hailfinder; BENEDICT; BNT; KEGG; HdBCS; glmnet; GitHub; PRMLT; Matlab; RAIcode; SCIP; BUGS; Macaulay2 Cited in: 456 Documents Further Publications: http://www.phil.cmu.edu/tetrad/publications.html Standard Articles 1 Publication describing the Software, including 1 Publication in zbMATH Year Causation, prediction, and search. Zbl 0806.62001Spirtes, Peter; Glymour, Clark; Scheines, Richard 1993 all top 5 Cited by 778 Authors 15 Bühlmann, Peter 14 Drton, Mathias 10 Geng, Zhi 10 Smith, James Quartermaine 8 Richardson, Thomas Stuart 8 Spirtes, Peter 7 de Campos, Luis Miguel 7 Larrañaga, Pedro 7 Maathuis, Marloes H. 7 Zhang, Jiji 6 Bielza, Concha 6 Guo, Jianhua 6 Peters, Jonas 6 Sullivant, Seth 5 Eberhardt, Frederick 5 Glymour, Clark 5 Robins, James M. 5 Scheines, Richard 5 Zhao, Qiang 4 Acid, Silvia 4 Baumgartner, Michael 4 Castelletti, Federico 4 Chan, Laiwan 4 Gámez, José Antonio 4 Gebharter, Alexander 4 Heckerman, David E. 4 Janzing, Dominik 4 Javidian, Mohammad Ali 4 Kalisch, Markus 4 Leray, Philippe 4 Meganck, Stijn 4 Park, Gunwoong 4 Perlman, Michael D. 4 Puerta, Jose Miguel 4 Schölkopf, Bernhard 4 Shimizu, Shohei 4 Tsamardinos, Ioannis 4 Uhler, Caroline 4 Valtorta, Marco 4 Vicard, Paola 4 Wermuth, Nanny 3 Balabanov, O. S. 3 Barbero, Fausto 3 Cai, Ruichu 3 Castellano, Javier G. 3 Chen, Zhitang 3 Costa, Lilia 3 Danks, David 3 Didelez, Vanessa 3 Draisma, Jan 3 Druzdzel, Marek J. 3 Ernest, Jan 3 Fienberg, Stephen Elliot 3 Fox, Christopher J. 3 Foygel Barber, Rina 3 Ganjali, Mojtaba 3 Geiger, Dan 3 Hao, Zhifeng 3 He, Yangbo 3 Kelly, Kevin T. 3 Langseth, Helge 3 Leuridan, Bert 3 Liang, Faming 3 Malinsky, Daniel 3 Manderick, Bernard 3 Meek, Christopher 3 Misra, Pratik 3 Musella, Flaminia 3 Nichols, Thomas E. 3 Nielsen, Thomas D. 3 Niloofar, Parisa 3 Peña, José-María 3 Sadeghi, Kayvan 3 Schulte, Oliver 3 Shan, Na 3 Shpitser, Ilya 3 Studený, Milan 3 Yu, Bin 3 Zhang, Kun 3 Zhou, Qing 2 Aghdam, Rosa 2 Aliferis, Constantin F. 2 Baioletti, Marco 2 Bessler, David A. 2 Bouhamed, Heni 2 Boukhris, Imen 2 Boussarsar, Oumaima 2 Bromberg, Facundo 2 Busanello, Giuseppe 2 Chen, Chen 2 Chobtham, Kiattikun 2 Claeskens, Gerda 2 Colombo, Diego 2 Consonni, Guido 2 Constantinou, Anthony C. 2 Cussens, James 2 de Campos, Cassio Polpo 2 Deng, Wanlu 2 Diebold, Francis Xavier 2 Eichler, Michael ...and 678 more Authors all top 5 Cited in 122 Serials 45 International Journal of Approximate Reasoning 34 The Annals of Statistics 34 Synthese 15 Artificial Intelligence 14 Journal of Machine Learning Research (JMLR) 11 Statistical Science 11 Machine Learning 10 Computational Statistics and Data Analysis 10 Electronic Journal of Statistics 8 Information Sciences 8 Journal of Statistical Planning and Inference 8 Neural Computation 8 Erkenntnis 7 Journal of the American Statistical Association 6 Journal of Philosophical Logic 6 The Annals of Applied Statistics 6 Statistics and Computing 5 Computational Statistics 5 Cybernetics and Systems Analysis 5 Bernoulli 5 Data Mining and Knowledge Discovery 5 Journal of Applied Statistics 4 Journal of Econometrics 4 Journal of Multivariate Analysis 4 Neural Networks 4 European Journal of Operational Research 4 Annals of Mathematics and Artificial Intelligence 4 Chaos 4 Statistical Methods and Applications 3 Biological Cybernetics 3 Advances in Applied Mathematics 3 New Generation Computing 3 Test 3 Journal of the Royal Statistical Society. Series B. Statistical Methodology 3 Journal of Systems Science and Complexity 3 Foundations of Physics 3 Frontiers of Mathematics in China 3 European Journal for Philosophy of Science 3 Bayesian Analysis 2 The American Statistician 2 Physica A 2 Psychometrika 2 Annals of the Institute of Statistical Mathematics 2 Journal of Computer and System Sciences 2 Kybernetika 2 Acta Mathematicae Applicatae Sinica. English Series 2 Information and Computation 2 Journal of Statistical Computation and Simulation 2 Linear Algebra and its Applications 2 Pattern Recognition 2 Computational Economics 2 New Journal of Physics 2 Quantitative Finance 2 Journal of the Korean Statistical Society 2 Studies in History and Philosophy of Science. Part B. Studies in History and Philosophy of Modern Physics 2 Statistics Surveys 2 Journal of Computational and Graphical Statistics 2 Journal of Theoretical Biology 2 Epidemiologic Methods 2 SIAM Journal on Applied Algebra and Geometry 1 ACM Computing Surveys 1 Discrete Applied Mathematics 1 Journal of Computational Physics 1 Journal of Statistical Physics 1 Mathematical Biosciences 1 Physics Reports 1 Scandinavian Journal of Statistics 1 Automatica 1 International Journal of Mathematics and Mathematical Sciences 1 Journal of Computational and Applied Mathematics 1 Mathematics and Computers in Simulation 1 Metron 1 Notre Dame Journal of Formal Logic 1 Studia Logica 1 Theoretical Computer Science 1 Statistics & Probability Letters 1 Annals of Pure and Applied Logic 1 Journal of Classification 1 Theoria. Segunda Epoca 1 Probability Theory and Related Fields 1 International Journal of Intelligent Systems 1 Journal of Economic Dynamics & Control 1 Mathematical and Computer Modelling 1 Communications in Statistics. Simulation and Computation 1 Journal of Nonlinear Science 1 Journal of Logic, Language and Information 1 Statistical Papers 1 The Journal of Artificial Intelligence Research (JAIR) 1 Lifetime Data Analysis 1 Mathematical Problems in Engineering 1 Abstract and Applied Analysis 1 Mathematical Methods of Operations Research 1 Wuhan University Journal of Natural Sciences (WUJNS) 1 Discrete Dynamics in Nature and Society 1 Communications in Nonlinear Science and Numerical Simulation 1 RAIRO. Operations Research 1 Brazilian Journal of Probability and Statistics 1 Archives of Computational Methods in Engineering 1 International Studies in the Philosophy of Science 1 Statistical Applications in Genetics and Molecular Biology ...and 22 more Serials all top 5 Cited in 29 Fields 285 Statistics (62-XX) 180 Computer science (68-XX) 69 Combinatorics (05-XX) 48 Mathematical logic and foundations (03-XX) 29 Probability theory and stochastic processes (60-XX) 29 Biology and other natural sciences (92-XX) 25 Numerical analysis (65-XX) 21 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 14 General and overarching topics; collections (00-XX) 13 Operations research, mathematical programming (90-XX) 9 Quantum theory (81-XX) 6 Systems theory; control (93-XX) 6 Information and communication theory, circuits (94-XX) 5 History and biography (01-XX) 5 Commutative algebra (13-XX) 4 Linear and multilinear algebra; matrix theory (15-XX) 4 Statistical mechanics, structure of matter (82-XX) 3 Algebraic geometry (14-XX) 3 Dynamical systems and ergodic theory (37-XX) 2 Classical thermodynamics, heat transfer (80-XX) 2 Relativity and gravitational theory (83-XX) 2 Geophysics (86-XX) 1 Number theory (11-XX) 1 Ordinary differential equations (34-XX) 1 Functional analysis (46-XX) 1 Operator theory (47-XX) 1 Convex and discrete geometry (52-XX) 1 Mechanics of particles and systems (70-XX) 1 Mathematics education (97-XX) Citations by Year