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


Office : 5 Prince George's Park, 118404, Singapore

Email : [AT], mysbupt [AT]

Others : Github  Google Scholar



Knowledge Enhanced Neural Fashion Trend Forecasting
Yunshan Ma, Yujuan Ding, Xun Yang, Lizi Liao, Wai Keung Wong, Tat-Seng Chua

ICMR 2020    [pdf]    [code]    [dataset]

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), Computer Science
  • 2015-2017: CloudOPS at 360 Search, Research Assistant at Tsinghua University (work with Prof Liu Zhiyuan) and NUS NExT++ Center
  • 2011-2015: B.E. from Beijing University of Posts and Telecommunications (BUPT), Communication Engineering


  • 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


  • Research Achievement Award, School of Computing, NUS, 2019


  • Standard Chartered Marathon(half), Dec 2017, Singapore: 2h 53min
  • Sundown Marathon(half), May 2018, Singapore: 2h 53min
  • Standard Chartered Marathon(half), Dec 2018: 2h 15min
  • Sundown Marathon(half), June 2019, Singapore: 2h 10min
  • Standard Chartered Marathon, Nov 2019: 4h 15min