The shapley taylor interaction index
WebThe Shapley value is a commonly used method to attribute a model's prediction to its base features. We propose a generalization of the Shapley value called Shapley-Taylor index … WebIn Section 3.1, we connect the Shapley-Taylor interaction index to the Taylor series (with a Lagrangian remainder); we show that the Taylor series applied to the so called …
The shapley taylor interaction index
Did you know?
WebMay 7, 2024 · Boca Raton, FL: Chapman and Hall/CRC, Taylor & Francis Group, 2024, xxix + 576 pp., $160.00, ISBN: 978-0-8153-7468-8. This volume belongs to the series in Operations Research, and is devoted to the modern development and applications of the Shapley value—one of the most famous tools of the cooperative (non-antagonistic) game theory. It … WebFeb 14, 2024 · We propose a new interaction index called Shapley-Taylor interaction index. It decomposes the value of the game into terms that model the interactions between …
WebThe Shapley Taylor Interaction Index Kedar Dhamdhere, Ashish Agarwal, Mukund Sundararajan. 2024 The attribution problem, that is the problem of attributing a model’s … WebFeb 14, 2024 · The Shapley value is a commonly used method to attribute a model's prediction to its base features. We propose a generalization of the Shapley value called …
WebMar 30, 2024 · While several approaches exist for assessing feature interactions such as H-statistics 3, partial dependence plot-based variable importance 4, variable interaction networks 5, etc, we focus primarily on Shapley/SHAP interactions. This is because of their wide spread usage and they are based on a strong foundations of game theory and are … WebThe attribution problem, that is the problem of attributing a model's prediction to its base features, is well-studied. We extend the notion of attribution to also apply to feature …
http://proceedings.mlr.press/v119/sundararajan20a.html
WebThe Shapley Taylor Interaction Index (STI) (Dhamdhere et al., 2024) extends the Shapley Index, an interpretability method which attempts to ‘distribute’ a decision to each of its features borrowed from coalitional game theory. This method extends Shapley index from main effects to interaction effects by adding higher order Taylor series ... ekoblack80ekoblack60WebJul 12, 2024 · ICAPS 2012: Session VIa on "Probabilistic and Non-Deterministic Planning" ICAPS Aug 18, 2014. 26:28 team mailWeb2 days ago · The Federal Reserve may have already won its fight against historic inflation, and remains overly fixated on flawed price measures, according to Paul Krugman. The Nobel Prize-winning economist and ... team magnus xl slip and slideWebApr 10, 2024 · Because of its ease of interpretation, the Shapley approach has quickly become one of the most popular model-agnostic methods within explainable artificial intelligence (Lundberg et al., 2024). A variation on Shapley values is SHAP, introduced by Lundberg and Lee , which can produce explanations with only a targeted set of predictor … team management skills listWebJul 13, 2024 · The Shapley value is a commonly used method to attribute a model's prediction to its base features. We propose a generalization of the Shapley value called … ekoboard knaufWebThe Shapley Taylor Interaction Index Mukund Sundararajan · Kedar Dhamdhere · Ashish Agarwal Keywords: [ Game Theory and Mechanism Design ] [ Accountability, … ekobo biobu