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General Session

General Session » J-2 Machine learning

[3E1-GS-2] Machine learning: Explainable AI (1)

Thu. Jun 11, 2020 9:00 AM - 10:40 AM Room E (jsai2020online-5)

座長：石畠正和（NTT）

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9:00 AM - 9:20 AM

[3E1-GS-2-01] Sanity Check for Training Instance Influences for Prediction

〇Kazuaki Hanawa^1,2, Sho Yokoi^2,1, Satoshi Hara³, Kentaro Inui^2,1 (1. RIKEN, 2. Tohoku University, 3. Osaka University)

9:20 AM - 9:40 AM

[3E1-GS-2-02] Learning Explainable Logical Rules through Graph Embedding

〇Yin Jun Phua^1,2, Katsumi Inoue^1,2 (1. SOKENDAI (The Graduate University for Advanced Studies), 2. National Institute of Informatics)

9:40 AM - 10:00 AM

[3E1-GS-2-03] Model-Agnostic Explanations with Mimic Rules

〇Kohei Asano¹, Jinhee Chun¹ (1. Tohoku University)

10:00 AM - 10:20 AM

[3E1-GS-2-04] Local model explanation with linguistic approach

〇Takumi Yanagawa¹, Fumihiko Terui¹ (1. IBM Japan, Ltd)

10:20 AM - 10:40 AM

[3E1-GS-2-05] Efficient Construction of a Summary Data Structure for Decision Trees

Towards Explainable Artificial Intelligence

〇Hiroki Arimura¹, Kentaro Kanamori¹, Ye Wang ¹ (1. Hokkaido University)

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