Algebraic statistics and contingency tables
author:
Adrian Dobra,
University of Washington
Description
In this talk I will give an overview of the role of algebraic statistics in the statistical analysis of contingency tables. I will survey major areas in which algebraic methods proved to be crucial and provided a fertile ground for novel research directions: computation of sharp integer bounds for cell entries, existence of maximum likelihood estimates, simulation from probability distributions on spaces of tables, Markov bases, high-dimensional sparse tables with structural zeros, log-linear model selection. I will give examples that illustrate this methodology and talk about open problems.
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| Slides | |
| 0:00 | Algebraic statistics and contingency tables |
| 0:39 | Some Revelant Publications |
| 1:43 | Example: Czech Autoworkers (1) |
| 2:56 | Example: Czech Autoworkers (2) |
| 3:43 | Multi-way Tables with Fixed Marginals (1) |
| 4:53 | Multi-way Tables with Fixed Marginals (2) |
| 5:15 | Special Types of Graphs |
| 5:37 | Calculating Cell Bounds |
| 6:46 | Special Types of Undirected Graphs |
| 7:14 | Calculating Cell Bounds (1) |
| 7:52 | Calculating Cell Bounds (2) |
| 9:42 | Calculating Cell Bounds (3) |
| 10:28 | Calculating Cell Bounds (4) |
| 11:33 | Calculating Cell Bounds (5) |
| 12:28 | Calculating Cell Bounds (6) |
| 13:31 | Imputing Cell Counts (1) |
| 14:29 | Imputing Cell Counts (2) |
| 15:14 | Imputing Cell Counts (2) |
| 16:00 | - Questions |
| 18:23 | Imputing Cell Counts (1) |
| 18:36 | Imputing Cell Counts (2) |
| 19:14 | Imputing Cell Counts (3) |
| 20:33 | Imputing Cell Counts (4) |
| 20:48 | Probability Distributions on Spaces of Tables (1) |
| 21:10 | Probability Distributions on Spaces of Tables (2) |
| 21:21 | Next Steps |
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