Settable Systems: An Extension of Pearl's Causal Model with Optimization, Equilibrium, and Learning

Keywords

Pearl, Computer science, Artificial intelligence, Curse of dimensionality, Extension (predicate logic)

References

• Parallel Asynchronous Global Search and the Nested Optimization SchemeYaroslav D. Sergeyev, Vladimir Grishagin — 2001
• Total Least Squares and Errors-in-Variables Modeling : Analysis, Algorithms and ApplicationsSabine Van Huffel, Philippe Lemmerling — 2002
• Decision-Theoretic Foundations for Causal ReasoningDavid Heckerman, Ross D. Shachter — 1995
• Game theory for applied economistsRobert Gibbons — 1992
• Cause and Correlation in BiologyBill Shipley — 2016
• An Extended Class of Instrumental Variables for the Estimation of Causal EffectsKarim Chalak, Halbert White — 2011
• Statistics and Causal InferencePaul W. Holland — 1985
• Constrained supervised learningMichael I. Jordan — 1992
• Book Review of Causality: Models, Reasoning, and InferenceBill Shipley — 2000
• A Stochastic Approximation MethodHerbert Robbins, Sutton Monro — 1951
• Multi-Agent Influence Diagrams for Representing and Solving GamesDaphne Koller, Brian Milch — 2001
• A Convergence Result for Learning in Recurrent Neural NetworksChung‐Ming Kuan, Kurt Hornik, Halbert White — 1994
• Identifying independence in bayesian networksDan Geiger, Thomas Verma, Judea Pearl — 1990
• A Correspondence Principle for Simultaneous Equation ModelsFranklin M. Fisher — 1970
• A Learning Algorithm for Boltzmann MachinesDavid H. Ackley, Geoffrey E. Hinton, Terrence J. Sejnowski — 1985
• Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paperA. P. Dempster, N. M. Laird, Donald B. Rubin — 1977
• Time-series estimation of the effects of natural experimentsHalbert White — 2006
• Theory and practice of recursive identificationP. R. Kumar — 1985
• Equilibrium Points in N-Person Games.John F. Nash — 1950
• Nonparametric Adaptive Learning with FeedbackXiaohong Chen, Halbert White — 1998

Cited by

• Four essays in econometricsXun Lu — 2010
• A Distinction between Causal Effects in Structural and Rubin Causal ModelsDionissi Aliprantis — 2015
• Identification of Local Treatment Effects Using a Proxy for an InstrumentKarim Chalak — 2010
• An Extended Class of Instrumental Variables for the Estimation of Causal EffectsKarim Chalak, Halbert White — 2011
• A FLEXIBLE NONPARAMETRIC TEST FOR CONDITIONAL INDEPENDENCEMeng Huang, Yixiao Sun, Halbert White — 2015
• External Validity: From Do-Calculus to Transportability Across PopulationsJudea Pearl, Elias Bareinboim — 2014
• Causal Diagrams for Treatment Effect Estimation with Application to Efficient Covariate SelectionHalbert White, Xun Lu — 2011
• Causality, prediction, and specification analysis: Recent advances and future directionsXiaohong Chen, Norman R. Swanson — 2014
• Causal diagrams for empirical legal research: a methodology for identifying causation, avoiding bias and interpreting resultsTyler J. VanderWeele, Nancy Staudt — 2011
• Causal Discourse in a Game of Incomplete InformationHalbert White, Haiqing Xu, Karim Chalak — 2014
• Identification and Identification Failure for Treatment Effects Using Structural SystemsHalbert White, Karim Chalak — 2013
• Granger Causality, Exogeneity, Cointegration, and Economic Policy AnalysisDavide Pettenuzzo, Halbert White — 2014
• The Role of Causal Beliefs in Technology-Supported PolicyEnrico Blanzieri — 2012
• Regression and Causation: A Critical Examination of Six Econometrics TextbooksBryant Chen, Judea Pearl — 2013
• Causality, Conditional Independence, and Graphical Separation in Settable SystemsKarim Chalak, Halbert White — 2012
• Algorithms of causal inference for the analysis of effective connectivity among brain regionsDaniel Chicharro, Stefano Panzeri — 2014
• Effective connectivity: Influence, causality and biophysical modelingPedro A. Valdés‐Sosa, Alard Roebroeck, Jean Daunizeau — 2011
• Granger Causality and Dynamic Structural SystemsHannah J. White, LU Xiao-yan — 2010
• GRANGER CAUSALITY AND STRUCTURAL CAUSALITY IN CROSS-SECTION AND PANEL DATAXun Lu, Liangjun Su, Halbert White — 2016
• Bayesian networks and boundedly rational expectationsRan Spiegler — 2016

Related papers

• intelligence: Book reviewsJudea Pearl — 2000
• Conditional Independence in Statistical TheoryA. P. Dawid — 1979
• The Statistical Implications of a System of Simultaneous EquationsTrygve Haavelmo — 1943
• Causation, prediction, and searchPeter Spirtes, Clark Glymour, Richard Scheines — 1993
• Granger Causality and Dynamic Structural SystemsHannah J. White, LU Xiao-yan — 2010
• Estimating causal effects of treatments in randomized and nonrandomized studies.Donald B. Rubin — 1974
• Recent Developments in the Econometrics of Program EvaluationGuido W. Imbens, Jeffrey M. Wooldridge — 2009
• An Extended Class of Instrumental Variables for the Estimation of Causal EffectsKarim Chalak, Halbert White — 1996
• Causal diagrams for empirical researchJudea Pearl — 1995