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Algebraic Statistics in Practice: Applications to Networks

math.ST · 2019-06-23 · unverdicted · novelty 2.0

Survey of algebraic statistics applications to network models for relational data, causal structure discovery, and phylogenetics, emphasizing statistical achievements and practical relevance.

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Showing 2 of 2 citing papers after filters.

  • Causal Inference Under Interference And Network Uncertainty cs.LG · 2019-06-29 · unverdicted · none · ref 6

    A general method for causal effect estimation under unknown network dependence by combining structure learning and interference modeling, shown on synthetic datasets.

  • Algebraic Statistics in Practice: Applications to Networks math.ST · 2019-06-23 · unverdicted · none · ref 41

    Survey of algebraic statistics applications to network models for relational data, causal structure discovery, and phylogenetics, emphasizing statistical achievements and practical relevance.