TETRAD swMATH ID: 12177 Software Authors: Glymour, Clark; Scheines, Richard; Spirtes, Peter; Ramsey, Joseph 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; bnlearn; MIM; glasso; UCI-ml; DirectLiNGAM; Hailfinder; BENEDICT; BNT; HdBCS; KEGG; glmnet; PRMLT; GitHub; GeneralisedCovarianceMeasure; ElemStatLearn; PenPC; JCI; RAIcode Cited in: 544 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 945 Authors 17 Drton, Mathias 15 Bühlmann, Peter 10 Geng, Zhi 10 Smith, James Quartermaine 9 Castelletti, Federico 9 Larrañaga, Pedro 8 Bielza, Concha 8 Richardson, Thomas Stuart 8 Spirtes, Peter 8 Zhang, Jiji 7 de Campos, Luis Miguel 7 Guo, Jianhua 7 Maathuis, Marloes H. 6 Peters, Jonas 6 Sullivant, Seth 6 Uhler, Caroline 5 Barbero, Fausto 5 Consonni, Guido 5 Eberhardt, Frederick 5 Gebharter, Alexander 5 Glymour, Clark 5 Leray, Philippe 5 Park, Gunwoong 5 Robins, James M. 5 Scheines, Richard 5 Schölkopf, Bernhard 5 Vicard, Paola 5 Zhao, Qiang 4 Acid, Silvia 4 Baumgartner, Michael 4 Chan, Laiwan 4 Gámez, José Antonio 4 Heckerman, David E. 4 Janzing, Dominik 4 Javidian, Mohammad Ali 4 Kalisch, Markus 4 Meganck, Stijn 4 Perlman, Michael D. 4 Puerta, Jose Miguel 4 Shimizu, Shohei 4 Stern, Reuben 4 Tsamardinos, Ioannis 4 Valtorta, Marco 4 Wermuth, Nanny 3 Balabanov, O. S. 3 Cai, Ruichu 3 Castellano, Javier G. 3 Chen, Zhitang 3 Constantinou, Anthony C. 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 Hyvärinen, Aapo 3 Kelly, Kevin T. 3 Langseth, Helge 3 Leuridan, Bert 3 Liang, Faming 3 Manderick, Bernard 3 Meek, Christopher 3 Misra, Pratik 3 Mukherjee, Sach 3 Musella, Flaminia 3 Nichols, Thomas E. 3 Nielsen, Thomas D. 3 Niloofar, Parisa 3 Pan, Wei 3 Peluso, Stefano 3 Raskutti, Garvesh 3 Sadeghi, Kayvan 3 Schulte, Oliver 3 Schurz, Gerhard 3 Shan, Na 3 Shen, Xiaotong 3 Shpitser, Ilya 3 Studený, Milan 3 Vitale, Vincenzina 3 Yu, Bin 3 Zhang, Kun 3 Zhou, Qing 2 Aghdam, Rosa 2 Aliferis, Constantin F. 2 Allahverdyan, Armen E. 2 Atienza, David 2 Baioletti, Marco 2 Bessler, David A. 2 Biswas, Rahul 2 Bouhamed, Heni 2 Boukhris, Imen 2 Boussarsar, Oumaima 2 Bromberg, Facundo ...and 845 more Authors all top 5 Cited in 144 Serials 50 International Journal of Approximate Reasoning 39 Synthese 37 The Annals of Statistics 17 Artificial Intelligence 15 Information Sciences 13 Journal of Machine Learning Research (JMLR) 12 Statistical Science 12 Machine Learning 11 Computational Statistics and Data Analysis 10 Journal of the American Statistical Association 10 Electronic Journal of Statistics 8 Journal of Statistical Planning and Inference 8 Neural Computation 8 Erkenntnis 8 The Annals of Applied Statistics 8 Statistics and Computing 6 Journal of Multivariate Analysis 6 Journal of Philosophical Logic 6 Bernoulli 5 Journal of Econometrics 5 Computational Statistics 5 Cybernetics and Systems Analysis 5 Chaos 5 Data Mining and Knowledge Discovery 5 Journal of Applied Statistics 5 Statistical Methods and Applications 5 Bayesian Analysis 4 Neural Networks 4 European Journal of Operational Research 4 Annals of Mathematics and Artificial Intelligence 4 Stat 3 Biological Cybernetics 3 Annals of the Institute of Statistical Mathematics 3 Biometrics 3 Advances in Applied Mathematics 3 New Generation Computing 3 Test 3 Journal of the Royal Statistical Society. Series B. Statistical Methodology 3 New Journal of Physics 3 Journal of Systems Science and Complexity 3 Foundations of Physics 3 Frontiers of Mathematics in China 3 Studies in History and Philosophy of Science. Part B. Studies in History and Philosophy of Modern Physics 3 Journal of Computational and Graphical Statistics 3 European Journal for Philosophy of Science 2 The American Statistician 2 Physica A 2 Psychometrika 2 International Statistical Review 2 Journal of Computer and System Sciences 2 Kybernetika 2 Acta Mathematicae Applicatae Sinica. English Series 2 Theoria. Segunda Epoca 2 Information and Computation 2 Journal of Economic Dynamics & Control 2 Communications in Statistics. Simulation and Computation 2 Journal of Statistical Computation and Simulation 2 Linear Algebra and its Applications 2 Pattern Recognition 2 Computational Economics 2 Statistical Papers 2 Lifetime Data Analysis 2 Extremes 2 Quantitative Finance 2 Journal of the Korean Statistical Society 2 The Review of Symbolic Logic 2 Statistics Surveys 2 Wiley Interdisciplinary Reviews. WIREs Computational Statistics 2 Journal of Theoretical Biology 2 Epidemiologic Methods 2 Nôus 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 British Journal of Mathematical & Statistical Psychology 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 Probability Theory and Related Fields 1 Computers & Operations Research 1 International Journal of Intelligent Systems 1 Mathematical and Computer Modelling 1 SIAM Journal on Matrix Analysis and Applications 1 Annals of Operations Research 1 Journal of Nonlinear Science 1 Journal of Logic, Language and Information 1 The Journal of Artificial Intelligence Research (JAIR) ...and 44 more Serials all top 5 Cited in 29 Fields 355 Statistics (62-XX) 208 Computer science (68-XX) 73 Combinatorics (05-XX) 55 Mathematical logic and foundations (03-XX) 30 Probability theory and stochastic processes (60-XX) 30 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 29 Biology and other natural sciences (92-XX) 26 Numerical analysis (65-XX) 15 General and overarching topics; collections (00-XX) 14 Operations research, mathematical programming (90-XX) 12 Quantum theory (81-XX) 7 Information and communication theory, circuits (94-XX) 6 History and biography (01-XX) 6 Commutative algebra (13-XX) 6 Systems theory; control (93-XX) 5 Linear and multilinear algebra; matrix theory (15-XX) 5 Statistical mechanics, structure of matter (82-XX) 4 Dynamical systems and ergodic theory (37-XX) 3 Algebraic geometry (14-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