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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

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

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

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

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

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

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

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

Bayesian data analysis Gelman, Andrew ; Carlin, John B. ; Stern, Hal S. ; Dunson, David B. ; Vehtari, Aki ; Rubin, Donald B. | CRC Press 2014 Nouveau

Applied time series analysis with R Woodward, Wayne A. ; Gray, Henry L. ; Elliott, Alan C. | CRC Press 2017 Nouveau

Current trends in Bayesian methodology with applications Upadhyay, Satyanshu Kumar ; Singh, Umesh ; Dey, Dipak K. ; Loganathan, Appaia | CRC Press 2015 Nouveau

Meta-analysis:a structural equation modeling approach Cheung, Mike W.-L. | Wiley 2015 Nouveau

Analysis of multivariate and high-dimensional data Koch, Inge | Cambridge University Press 2014 Nouveau

Applied logistic regression Hosmer, David W. ; Lemeshow, Stanley ; Sturdivant, Rodney X. | Wiley 2013 Nouveau

Applied Bayesian modelling Congdon, Peter | Wiley 2014 Nouveau

The skew-normal and related families Azzalini, Adelchi ; Capitanio, Antonella | Cambridge University Press 2014 Nouveau

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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

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

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

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

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

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

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

Meta-analysis:
a structural equation modeling approach Cheung, Mike W.-L. | Wiley 2015 Nouveau