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Influence Diagram Bandits: Variational Thompson Sampling for Structured Bandit Problems


Jul 09, 2020
Tong Yu , Branislav Kveton , Zheng Wen , Ruiyi Zhang , Ole J. Mengshoel


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Customized Graph Embedding: Tailoring the Embedding Vector to a Specific Application


Nov 21, 2019
Bitan Hou , Yujing Wang , Ming Zeng , Shan Jiang , Ole J. Mengshoel , Yunhai Tong , Jing Bai

* 7+1pages, submitted to ECAI2020, the first three authors contributed equally to this paper, work was partially done when Bitan visited MSRA 

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Adaptive Stress Testing: Finding Failure Events with Reinforcement Learning


Nov 06, 2018
Ritchie Lee , Ole J. Mengshoel , Anshu Saksena , Ryan Gardner , Daniel Genin , Joshua Silbermann , Michael Owen , Mykel J. Kochenderfer

* 28 pages, 13 figures 

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Understanding and Improving Recurrent Networks for Human Activity Recognition by Continuous Attention


Oct 07, 2018
Ming Zeng , Haoxiang Gao , Tong Yu , Ole J. Mengshoel , Helge Langseth , Ian Lane , Xiaobing Liu

* The International Symposium on Wearable Computers (ISWC) 2018 
* 8 pages. published in The International Symposium on Wearable Computers (ISWC) 2018 

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SpectralLeader: Online Spectral Learning for Single Topic Models


Apr 26, 2018
Tong Yu , Branislav Kveton , Zheng Wen , Hung Bui , Ole J. Mengshoel

* 17 pages, 2 figures 

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Interpretable Categorization of Heterogeneous Time Series Data


Jan 26, 2018
Ritchie Lee , Mykel J. Kochenderfer , Ole J. Mengshoel , Joshua Silbermann

* 9 pages, 5 figures, 2 tables, SIAM International Conference on Data Mining (SDM) 2018 

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Semi-Supervised Convolutional Neural Networks for Human Activity Recognition


Jan 22, 2018
Ming Zeng , Tong Yu , Xiao Wang , Le T. Nguyen , Ole J. Mengshoel , Ian Lane

* Accepted by BigData2017 

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Customized Nonlinear Bandits for Online Response Selection in Neural Conversation Models


Nov 22, 2017
Bing Liu , Tong Yu , Ian Lane , Ole J. Mengshoel

* Accepted at AAAI 2018 

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