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 : yunshan.ma [AT] u.nus.edu, mysbupt [AT] gmail.com

Others : Github  Google Scholar  CV


Education

  • Aug. 2017 - Present: Ph.D. student at National University of Singapore (NUS), Computer Science
  • Aug. 2011 - July 2015: B.E. from Beijing University of Posts and Telecommunications (BUPT), Communication Engineering

Publications


Conference & Journal

Modeling Instant User Intent and Content-level Transition for Sequential Fashion Recommendation
Yujuan Ding, Yunshan Ma, Wai Keung Wong, Tat-Seng Chua

TMM 2021    [pdf coming soon]


Leveraging Two Types of Global Graph for Sequential Fashion Recommendation
Yujuan Ding, Yunshan Ma, Wai Keung Wong, Tat-Seng Chua

ICMR 2021    [pdf]    [code]


Leveraging Multiple Relations for Fashion Trend Forecasting Based on Social Media
Yujuan Ding*, Yunshan Ma*, Lizi Liao, Wai Keung Wong, Tat-Seng Chua

TMM 2021    [pdf]


Dialogue State Tracking with Incremental Reasoning
Lizi Liao, Le Hong Long, Yunshan Ma, Wenqiang Lei, Tat-Seng Chua

TACL 2021    [pdf]


Topic-Guided Relational Conversational Recommender in Multi-Domain
Lizi Liao, Ryuichi Takanobu, Yunshan Ma, Xun Yang, Minlie Huang, Tat-Seng Chua

TKDE 2020    [pdf]


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 Finallist)


Demo & Reproducibility

Reproducibility Companion Paper: Knowledge Enhanced Neural Fashion Trend Forecasting
Yunshan Ma, Yujuan Ding, Xun Yang, Lizi Liao, Wai Keung Wong, Tat-Seng Chua, Jinyoung Moon, Hong-Han Shuai

ICMR 2021    [pdf]    [code]


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]


Work Experiences

  • July 2014 - July 2015: DevOPS Intern at 360 Search
  • July 2015 - July 2016: DevOPS Engineer at 360 Search

Reviewer

  • ACMMM-2021, IJCAI-2020, TheWebConf-2020, AAAI-2021

Teaching

  • Teaching assistant for CS3244: Machine Learning, Fall 2019
  • Teaching assistant for CS4242: Social Media Computing, Spring 2019
  • Teaching assistant for CS4242: Social Media Computing, Spring 2018

Awards

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

MarathonBio

  • Standard Chartered Marathon(half), Dec 2017, Singapore: 2h 53min
  • Sundown Marathon(half), May 2018, Singapore: 2h 10min
  • Standard Chartered Marathon(half), Dec 2018: 2h 16min
  • Sundown Marathon(half), June 2019, Singapore: 2h 06min
  • Standard Chartered Marathon, Nov 2019: 4h 20min