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Computational Causal Discovery Laboratory | Alexander Statnikov

Discovery of causal mechanisms from data is a fundamental problem of several computational disciplines including computer science, statistics, and applied

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Alexander Statnikov

1619 3r●●●●●●●apt 17f

new●●●ork , New York, 10128

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Alexander Statnikov

1619 3r●●●●●●●apt 17f

new●●●ork , New York, 10128

US

1.61●●●●3685
st●●●●●●●@gmail.com

View this contact

Alexander Statnikov

1619 3r●●●●●●●apt 17f

new●●●ork , New York, 10128

US

1.61●●●●3685
st●●●●●●●@gmail.com

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Computational Causal Discovery Laboratory | Alexander Statnikov | ccdlab.org Reviews
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Discovery of causal mechanisms from data is a fundamental problem of several computational disciplines including computer science, statistics, and applied
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1 alexander statnikov
2 pillars
3 alumni
4 publications
5 peer reviewed papers
6 books
7 white papers
8 full bibliography
9 google scholar
10 linkedin
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Computational Causal Discovery Laboratory | Alexander Statnikov | ccdlab.org Reviews

https://ccdlab.org

Discovery of causal mechanisms from data is a fundamental problem of several computational disciplines including computer science, statistics, and applied

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Pillars | Computational Causal Discovery Laboratory

http://ccdlab.org/pillars

Computational Causal Discovery Laboratory. Members & Collaborators. Publications in Multicriteria Optimization. Methods should have formal guarantees to find a solution, their properties should be well-characterized. Methods should scale well to high-dimensional datasets and should be adopted to specific data distributions. Methods should be comprehensively benchmarked in a variety of datasets to find the best performing techniques. The benchmarking results should inform development of new methods.

2

Members & Collaborators | Computational Causal Discovery Laboratory

http://ccdlab.org/members-collaborators

Computational Causal Discovery Laboratory. Members & Collaborators. Publications in Multicriteria Optimization. Members & Collaborators. Members & Collaborators. Alexander Statnikov, Ph.D. Alexander.Statnikov@med.nyu.edu. Bisakha Ray, M.S. Graduate Student, Biomedical Informatics. Sisi Ma, M.S., Ph.D. Machine Learning Programmer / Data Analyst. Constantin F. Aliferis, M.D., Ph.D. Administrative and Operations Support. Pat Donohue, M.B.A. Collaborators outside New York University. Laura E. Brown. Members ...

3

White papers | Computational Causal Discovery Laboratory

http://ccdlab.org/pub/white-papers

Computational Causal Discovery Laboratory. Members & Collaborators. Publications in Multicriteria Optimization. Aliferis CF, Statnikov A. Aphinyanaphongs Y, Fu L, McCreary M, McCutcheon M. Predictive Coding: Value, Technology and Strategic Opportunity. Members & Collaborators. Publications in Multicriteria Optimization. 2016 Computational Causal Discovery Laboratory.

4

Alexander Statnikov | Computational Causal Discovery Laboratory

http://ccdlab.org/alexander-statnikov

Computational Causal Discovery Laboratory. Members & Collaborators. Publications in Multicriteria Optimization. Machine learning analysis of biomedical and other high-dimensional data. Causal structure/network discovery and analysis. Predictive modelling and supervised learning (classification and regression). Benchmarking/evaluation of methods for analysis of high-dimensional data. Current Affiliation and Positions. Vice President, Digital Modeling and Machine Learning. New York, New York.

5

Books | Computational Causal Discovery Laboratory

http://ccdlab.org/pub/books

Computational Causal Discovery Laboratory. Members & Collaborators. Publications in Multicriteria Optimization. Aliferis CF, Hardin DP, Guyon I. A Gentle Introduction to Support Vector Machines in Biomedicine, Volume 2: Case Studies and Benchmarks. Aliferis CF, Hardin DP, Guyon I. A Gentle Introduction to Support Vector Machines in Biomedicine, Volume 1: Theory and Methods. Guyon I, Dror G, Statnikov A. Brookline, Massachusetts, 2012. Brookline, Massachusetts, 2010. Members & Collaborators.

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