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Research talks;Probability and Statistics

We present a novel methodology for causal inference based on an invariance principle. It exploits the advantage of heterogeneity in larger datasets, arising from different experimental conditions (i.e. an aspect of "Big Data"). Despite fundamental identifiability issues, the method comes with statistical confidence statements leading to more reliable results than alternative procedures based on graphical modeling. We also discuss applications in biology, in particular for large-scale gene knock-down experiments in yeast where computational and statistical methods have an interesting potential for prediction and prioritization of new experimental interventions. We present a novel methodology for causal inference based on an invariance principle. It exploits the advantage of heterogeneity in larger datasets, arising from different experimental conditions (i.e. an aspect of "Big Data"). Despite fundamental identifiability issues, the method comes with statistical confidence statements leading to more reliable results than alternative procedures based on graphical modeling. We also discuss applications in ...

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Documents 62Pxx | enregistrements trouvés : 54

The power of heterogeneous large-scale data for high-dimensional causal inference Bühlmann, Peter | CIRM H Nouveau

A modern course on statistical distributions in scientific work,vol. 2proceedings of the nato advanced institute held at the university of calgary,a lberta,canada july 29 - august 10,1974 Kotz, S. ; Ord, J. K. ; Patil, G. P. | D. Reidel Publisher Co. 1975 Nouveau

Applications of statisticsproceedings of the symposium held at Wright State University,Dayton,Ohio,14-18 june,1976 Krishnaiah, Paruchuri R. | North-Holland Publishing Co. 1977 Nouveau

Multidimensional mathematical demographypapers presented at the conference on... held at the university of Maryland, College Park,march 23-25,1981 Land, Kenneth C. ; Rogers, Andrei | Academic Press 1982 Nouveau

Reliability and fault tree analysistheoretical and applied aspects of system reliability and safety assessmentconference on... held at the University of CaliforniaSept. 3-7 Barlow,Richard E. ; Fussell,Jerry B. ; Singpurwalla , Nozer D. | SIAM 1975 Nouveau

Probability theory and mathematical statistics with applicationsProceedings of the 5th Pannonian symposium on mathematical statistics,Visegrad,Hungary,20-24 May,1985 | Akademiai Kiado 1988 Nouveau

Maximum-entropy and bayesian spectral analysis and estimation problems :proceedings fo the third workshop on...#Aug. 1-4 Erickson, Gary J. ; Smith, C. Ray | D. Reidel Publishing Company 1987 Nouveau

Statistics at universities :its impact for society#workshop May 22-23 Zempléni, Andras | Eötvös University Press 1997 Nouveau

Statistique industriejournees statistique tenu au centre international de rencontres mathematiques, marseille,28-30 jan.,1985 | C.I.Rm.-S.M.F. 1985 Nouveau

Inférence non paramétriqueles statistiques de rangsjournées d'étude en statistique organisées par l'ASUOct. Droesbeke, Jean-Jacques ; Fine, Jeanne | Editions Ellipses;Editions De L'Universite De Bruxelles 1996 Nouveau

Studies in econometrics, time series, and multivariate statistics :in commemoration of T.W. and Erson's 65 th birthday, includes bibliographical references Amemiya, Takeshi ; Goodman, Leo A. ; Karlin, Samuel | Academic Press 1983 Nouveau

An introduction to multivariate statistical analysis Anderson, T. W. | John Wiley And Sons 1984 Nouveau

An introduction to latent variable models Everitt, B. S. | Chapman & Hall 1984 Nouveau

An introduction to linear statistical models. Vol. 1 Graybill, Franklin A. | McGraw-Hill Book Co., Inc. 1961 Nouveau

Pierre Simon Laplace Philosophical essay on probabilities :translated from the fith French edition of 1825 with notes by the translator Dale, Andrew I. | Springer-Verlag 1995 Nouveau

Statistical applications using fuzzy sets Manton, Kenneth G. ; Woodbury, Max A. ; Tolley , H. Dennis | John Wiley & Sons, Inc. 1994 Nouveau

Statistical design and analysis of experiments :with applications to engineering and science Mason, Robert L. ; Gunst, Richard F. ; Hess , James L. | John Wiley And Sons 1989 Nouveau

Linear models for unbalanced data Searle, Shayle R. | John Wiley And Sons 1987 Nouveau

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A modern course on statistical distributions in scientific work,vol. 2
proceedings of the nato advanced institute held at the university of calgary,a lberta,canada july 29 - august 10,1974 Kotz, S. ; Ord, J. K. ; Patil, G. P. | D. Reidel Publisher Co. 1975 Nouveau

Applications of statistics
proceedings of the symposium held at Wright State University,Dayton,Ohio,14-18 june,1976 Krishnaiah, Paruchuri R. | North-Holland Publishing Co. 1977 Nouveau

Multidimensional mathematical demography
papers presented at the conference on... held at the university of Maryland, College Park,march 23-25,1981 Land, Kenneth C. ; Rogers, Andrei | Academic Press 1982 Nouveau

Reliability and fault tree analysis
theoretical and applied aspects of system reliability and safety assessment
conference on... held at the University of California
Sept. 3-7 Barlow,Richard E. ; Fussell,Jerry B. ; Singpurwalla , Nozer D. | SIAM 1975 Nouveau

Probability theory and mathematical statistics with applications
Proceedings of the 5th Pannonian symposium on mathematical statistics,Visegrad,Hungary,20-24 May,1985 | Akademiai Kiado 1988 Nouveau

Maximum-entropy and bayesian spectral analysis and estimation problems :
proceedings fo the third workshop on...#Aug. 1-4 Erickson, Gary J. ; Smith, C. Ray | D. Reidel Publishing Company 1987 Nouveau

Statistics at universities :
its impact for society#workshop May 22-23 Zempléni, Andras | Eötvös University Press 1997 Nouveau

Statistique industrie
journees statistique tenu au centre international de rencontres mathematiques, marseille,28-30 jan.,1985 | C.I.Rm.-S.M.F. 1985 Nouveau

Inférence non paramétrique
les statistiques de rangs
journées d'étude en statistique organisées par l'ASU
Oct. Droesbeke, Jean-Jacques ; Fine, Jeanne | Editions Ellipses;Editions De L'Universite De Bruxelles 1996 Nouveau

Studies in econometrics, time series, and multivariate statistics :
in commemoration of T.W. and Erson's 65 th birthday, includes bibliographical references Amemiya, Takeshi ; Goodman, Leo A. ; Karlin, Samuel | Academic Press 1983 Nouveau

Pierre Simon Laplace Philosophical essay on probabilities :
translated from the fith French edition of 1825 with notes by the translator Dale, Andrew I. | Springer-Verlag 1995 Nouveau

Statistical design and analysis of experiments :
with applications to engineering and science Mason, Robert L. ; Gunst, Richard F. ; Hess , James L. | John Wiley And Sons 1989 Nouveau