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Learning interaction rules from multi-animal trajectories via augmented behavioral models

Jul 14, 2021
Keisuke Fujii, Naoya Takeishi, Kazushi Tsutsui, Emyo Fujioka, Nozomi Nishiumi, Ryoya Tanaka, Mika Fukushiro, Kaoru Ide, Hiroyoshi Kohno, Ken Yoda, Susumu Takahashi, Shizuko Hiryu, Yoshinobu Kawahara

* 22 pages, 4 figures 

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Physics-Integrated Variational Autoencoders for Robust and Interpretable Generative Modeling

Feb 25, 2021
Naoya Takeishi, Alexandros Kalousis

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Discriminant Dynamic Mode Decomposition for Labeled Spatio-Temporal Data Collections

Feb 19, 2021
Naoya Takeishi, Keisuke Fujii, Koh Takeuchi, Yoshinobu Kawahara

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Policy learning with partial observation and mechanical constraints for multi-person modeling

Jul 07, 2020
Keisuke Fujii, Naoya Takeishi, Yoshinobu Kawahara, Kazuya Takeda

* 17 pages with 7 figures and 4 tables 

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Learning Dynamics Models with Stable Invariant Sets

Jun 16, 2020
Naoya Takeishi, Yoshinobu Kawahara

* 14 pages, 5 figures 

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On Anomaly Interpretation via Shapley Values

Apr 09, 2020
Naoya Takeishi, Yoshinobu Kawahara

* 23 pages, 5 figures and 7 tables 

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Shapley Values of Reconstruction Errors of PCA for Explaining Anomaly Detection

Sep 08, 2019
Naoya Takeishi

* Workshop on Learning and Mining with Industrial Data (LMID) 2019 

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Physically-interpretable classification of network dynamics for complex collective motions

May 13, 2019
Keisuke Fujii, Naoya Takeishi, Motokazu Hojo, Yuki Inaba, Yoshinobu Kawahara

* 42 pages with 7 figures and 3 tables 

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Regularizing Generative Models Using Knowledge of Feature Dependence

Feb 06, 2019
Naoya Takeishi, Yoshinobu Kawahara

* 19 pages, 7 figures, 6 tables 

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Knowledge-Based Distant Regularization in Learning Probabilistic Models

Jun 29, 2018
Naoya Takeishi, Kosuke Akimoto

* 7 pages, 2 figures, presented in the Eighth International Workshop on Statistical Relational AI 

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Dynamic and Static Topic Model for Analyzing Time-Series Document Collections

May 06, 2018
Rem Hida, Naoya Takeishi, Takehisa Yairi, Koichi Hori

* 6 pages, 2 figures, Accepted as ACL 2018 short paper 

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Learning Koopman Invariant Subspaces for Dynamic Mode Decomposition

Jan 30, 2018
Naoya Takeishi, Yoshinobu Kawahara, Takehisa Yairi

* 18 pages, 7 figures, presented in NIPS 2017 

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Recent Developments in Aerial Robotics: A Survey and Prototypes Overview

Nov 30, 2017
Chun Fui Liew, Danielle DeLatte, Naoya Takeishi, Takehisa Yairi

* 14 pages, 16 figures, typos corrected 

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