Yunshan Ma (马云山)

Ph.D. Candidate

NExT++ Center,

School of Computing

National University of Singapore

Advised by Prof. Chua Tat Seng

Research Interests: Multimedia Analysis, Fashion Analysis, Dialogue System


Office : #05-25, AS6, 11 Computing Drive, 117416, Singapore

Email : [AT], mysbupt [AT]

Others : Github  Google Scholar



Who, Where, and What to Wear? Extracting Fashion Knowledge from Social Media
Yunshan Ma, Xun Yang, Lizi Liao, Yixin Cao, Tat-Seng Chua

ACMMM 2019    (Oral)    [pdf]    [code]    [bibtex]

Interpretable Fashion Matching with Rich Attributes
Xun Yang, Xiangnan He, Xiang Wang, Yunshan Ma, Fuli Feng, Meng Wang, Tat-Seng Chua

SIGIR 2019    [pdf]    [bibtex]

TransNFCM: Translation-based Neural Fashion Compatibility Modeling
Xun Yang, Yunshan Ma, Lizi Liao, Meng Wang, Tat-Seng Chua

AAAI 2019    [pdf]    [bibtex]

Knowledge-aware Multimodal Dialogue Systems
Lizi Liao, Yunshan Ma, Xiangnan He, Richang Hong, Tat-Seng Chua

ACMMM 2018    [pdf]    [bibtex]    (Best Paper Final List)


Deep Conversational Recommender in Travel
Lizi Liao, Ryuichi Takanobu, Yunshan Ma, Xun Yang, Minlie Huang, Tat-Seng Chua



Automatic Fashion Knowledge Extraction from Social Media
Yunshan Ma, Lizi Liao, Tat-Seng Chua

ACMMM 2019    [pdf]    [demo]    [bibtex]

Knowledge-aware Multimodal Fashion Chatbot
Lizi Liao, You Zhou, Yunshan Ma, Richang Hong, Tat-Seng Chua

ACMMM 2018    [pdf]    [demo]    [bibtex]

Education and Experience

  • 2017-Present: Ph.D. student at National University of Singapore (NUS)
  • 2015-2017: CloudOPS at 360 Search, Research Assistant at Tsinghua University and National University of Singapore
  • 2011-2015: B.E. from Beijing University of Posts and Telecommunications (BUPT)


  • Teaching assistant for CS3244: Machine Learning, 2019-20
  • Teaching assistant for CS4242: Social Media Computing, 2018-19
  • Teaching assistant for CS4242: Social Media Computing, 2017-18