Webb11 apr. 2024 · The Shapley value (Shapley 1953) is a central solution concept defined for cooperative games that allocates the payoffs based upon every player’s contributions to coalitions. Young ( 1985 ) shows that the Shapley value is the unique solution that satisfies a monotonicity requirement for marginal contribution vectors and some standard … WebbOne popular methodology for explaining model predictions is Shapley Values. The idea has its roots in cooperative game theory. Each predictor in the feature vector is considered a …
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Webb18 juli 2024 · Also, shapley expects inputs and outputs for the function handle to be row vectors rather than column vectors, so some transposes are needed. Below is an example using the Fisher Iris data: x', % Helpers function score = predictScoreForSpecifiedClass (net, x, classIndex) Y = net (x'); score = Y (classIndex,:)'; end 0 Comments Sign in to comment. WebbI am a Senior Data Scientist and P.h.D Student in Explainable AI. My research interests lie within the broad area of trustworthy Machine Learning. My main research interest is creating explainable AI tools for black-box Machine Learning models, and I try to design tools that are both theoretically grounded and computationally efficient. I have … downward exclamation mark
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WebbCS-Shapley: Class-wise Shapley Values for Data Valuation in Classification. Teacher Forcing Recovers Reward Functions for Text Generation. Making Sense of Dependence: Efficient Black-box Explanations Using Dependence Measure. ... Grouped Vector Attention and Partition-based Pooling. M³ViT: ... Webb1 jan. 2024 · Moreover, a Shapley-like solution called the efficient resource (ER) solution for additive attributes cooperative games is studied via the axiomatical method, and the ER solution of two additive attribute games with equivalent total resources coincides with the Shapley value. Finally, some examples of additive attribute games are given. Webb12 apr. 2024 · Shapley values for RF and SVM were of different magnitude. This was the case because Shapley values explained the probabilities of predictions for RF but accounted for the distance from the... cleaning dog urine from sofa cushion