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Distributed Evolution Strategies for Black-box Stochastic Optimization



Xiaoyu He , Zibin Zheng , Chuan Chen , Yuren Zhou , Chuan Luo , Qingwei Lin


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MMES: Mixture Model based Evolution Strategy for Large-Scale Optimization



Xiaoyu He , Zibin Zheng , Yuren Zhou

* IEEE Transactions on Evolutionary Computation, 2021, 25(2): 320-333 

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WiFi Fingerprint Clustering for Urban Mobility Analysis



Sumudu HasalaMarakkalage , Billy Pik Lik Lau , Yuren Zhou , Ran Liu , Chau Yuen , Wei Quin Yow , Keng Hua Chong

* accepted by IEEE Access 

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There Once Was a Really Bad Poet, It Was Automated but You Didn't Know It



Jianyou Wang , Xiaoxuan Zhang , Yuren Zhou , Christopher Suh , Cynthia Rudin

* Paper accepted and will be published at TACL (Transactions of the Association for Computational Linguistics) 2021 

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Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data



Zann Koh , Yuren Zhou , Billy Pik Lik Lau , Chau Yuen , Bige Tuncer , Keng Hua Chong

* 15 pages, 11 figures 

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Stochastic Recursive Momentum for Policy Gradient Methods



Huizhuo Yuan , Xiangru Lian , Ji Liu , Yuren Zhou


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Understanding Crowd Behaviors in a Social Event by Passive WiFi Sensing and Data Mining



Yuren Zhou , Billy Pik Lik Lau , Zann Koh , Chau Yuen , Benny Kai Kiat Ng

* This manuscript has been accepted by IEEE Internet of Things journal. Copyright (c) 2020 IEEE. Personal use of this material is permitted. However, permission to use this material for any other purposes must be obtained from the IEEE by sending a request to [email protected] 

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Benchmarking air-conditioning energy performance of residential rooms based on regression and clustering techniques



Yuren Zhou , Clement Lork , Wen-Tai Li , Chau Yuen , Yeong Ming Keow

* Applied Energy 253 (2019): 113548 
* 38 pages (single column), 7 figures, 6 tables. This manuscript is published in Applied Energy 253 (2019): 113548. Please refer to the published version at https://www.sciencedirect.com/science/article/pii/S030626191931222X 

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A Theoretical Framework of Approximation Error Analysis of Evolutionary Algorithms



Jun He , Yu Chen , Yuren Zhou


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Analysis of Solution Quality of a Multiobjective Optimization-based Evolutionary Algorithm for Knapsack Problem



Jun He , Yong Wang , Yuren Zhou


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