XAI on Jannik P. Rothhttps://jannik-roth.github.io/tags/xai/Recent content in XAI on Jannik P. RothHugo -- 0.147.2enFri, 20 Dec 2024 00:00:00 +0000Protocol to calculate and compare exact Shapley values for different kernels in support vector machine models using binary featureshttps://jannik-roth.github.io/papers/2024_star/Fri, 20 Dec 2024 00:00:00 +0000https://jannik-roth.github.io/papers/2024_star/A protocol to calculate and compare exact Shapley values for support vector machine models with commonly used kernels and binary input features is developed. Published in STAR Protocols, 2024Machine learning models with distinct Shapley value explanations decouple feature attribution and interpretation for chemical compound predictionshttps://jannik-roth.github.io/papers/2024_exact_shapley/Wed, 21 Aug 2024 00:00:00 +0000https://jannik-roth.github.io/papers/2024_exact_shapley/A method for the exact calculation of Shapley Values for Support Vector Machines is introduced and tested for compound prediction tasks. Published in Cell Reports Physical Science, 2024