Lexing Xie
Associate Professor, Computer Science
The Australian National University.
I'm also affiliated with CSIRO Data61, formerly known as NICTA.
I lead the ANU Computational Media Lab - http://cm.cecs.anu.edu.au
Contact: my firstname dot lastname at anu dot edu dot au
News
  • 2017-12 People at the Computational Media Lab is on a streak for awards: Sam and Quyu are the two University Medalists of ANU Computer Science, Minjeong claimed the "Woman in Data Science" Award at D2D CRC!
  • 2017-10 I am honored to receive the Chris Wallace Award for Outstanding Research in Australia.
  • 2017-03 Upcoming papers: Expecting to be HIP will be in WWW 2017 in Perth and Online Popularity under Promotion is accepted into ICWSM 2017 in Montreal.
  • 2016-08 Newly posted: Visualizing citations across computer science conferences, e.g. idea flow and survival.
  • 2016-02 I'm glad to be selected as Distinguished Lecturer for IEEE CAS Society 2016-2017.
  • ... older news is archived here.
    Research Overview
    My research focus broadly on innovative use and design of machine learning algorithms and systems, especially on structured and multi-relational graph data. Several areas of recent work include:
  • Multimedia knowledge graph, vision and language.
  • Popularity in social media -- understanding, predicting, and optimization.
  • Machine learning and applications.
  • Details can be found from the sample projects below and the list of publications.
    Selected Recent Projects
    Expecting to be HIP: Hawkes Intensity Processes for Social Media Popularity
    Marian-Andrei Rizoiu, Lexing Xie, Scott Sanner, Manuel Cebrian, Honglin Yu, Pascal van Hentenryck
    WWW '17, 26th International Conference on World Wide Web, Perth, Australia, 2017.
    abstract| paper+supplement| slides | data+code|
    Feature Driven and Point Process Approaches for Popularity Prediction
    Swapnil Mishra, Marian-Andrei Rizoiu, Lexing Xie
    CIKM '16, 25th ACM International Conference on Information and Knowledge Management, Indianapolis, IN, USA, 2016.
    abstract| paper+supplement| blog post | data+code|
    SentiCap: Generating Image Descriptions with Sentiments
    Alexander Mathews, Lexing Xie, Xuming He
    AAAI 2016, Feb 2016
    paper+supplement| data | project | slides|
    Evolution of Privacy Loss in Wikipedia
    Marian-Andrei Rizoiu, Lexing Xie, Tiberio Caetano and Manuel Cebrian
    WSDM 2016, Feb 2016
    paper+supplement| data | slides| poster
    The Lifecyle of a Youtube Video: Phases, Content and Popularity
    Honglin Yu, Lexing Xie, Scott Sanner
    ICWSM 2015, May 2015 (full paper)
    pdf| data + code | slides| poster
    Choosing Basic-Level Concept Names using Visual and Language Context
    Alexander Mathews, Lexing Xie, Xuming He
    IEEE WACV 2015, Jan 2015
    pdf| dataset| poster
    Picture Tags and World Knowledge: Learning Tag Relations from Visual Semantic Sources
    Lexing Xie, Xuming He
    ACM Multimedia 2013, Oct 2013 (full paper)
    pdf| project page| slides
    Event Diffusion Patterns in Social Media (2012)
    Minkyoung Kim, Lexing Xie, Peter Christen
    Intl. Conf. on Weblogs and Social Media (ICWSM), 8 pages, Dublin, Ireland, June 2012
    abstract |pdf
    Visual Memes in Social Media: Tracking Real-world News in YouTube Videos (2011)
    Lexing Xie, Apostol Natsev, Matthew Hill, John Kender, John R Smith
    ACM Multimedia 2011 and ICWSM 2011
    project page |TMM'13 paper |MM'11 paper
    ImageHive: Interactive Content-Aware Image Summarization (2012)
    Li Tan, Yangqiu Song, Shixia Liu, Lexing Xie,
    IEEE Computer Graphics and Applications, pp. 46-55, January/February, 2012
    abstract |pdf
    Probabilistic Visual Concept Trees (2010)
    Lexing Xie, Rong Yan, Jelena Tešić, Apostol Natsev, John R Smith
    ACM Multimedia 2010, pp. 867-870
    abstract |pdf