Lexing Xie
Associate Professor, Computer Science
The Australian National University.
I'm also affiliated with NICTA.
my firstname dot lastname at anu dot edu dot au
News
  • 2016-05 Check out our Computational Media lab webpage http://cm.cecs.anu.edu.au
  • 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.
  • 2016-02 We are presenting two papers this month - "Evolution of Privacy Loss on Wikipedia" at ACM WSDM 2016 and "SentiCap: Generating Image Descriptions with Sentiments" at AAAI 2016.
  • 2016-02 The 2016 edition of "The Art of Computing" has started! Patrik, Bob and I look forward to another semester of computational thinking (and tinkering : )
  • 2015-09 Our work on measuring and predicting social media popularity is covered by both ANU Reporter and NCI News.
  • 2015-05 Honglin Yu is presenting "The lifecycle of a YouTube video: Phases, content and popularity" at ICWSM'15 this week. We are releasing the data+code for analyzing the longitudinal history of these 171K videos. Also see our slides, poster.
  • 2015-02 Data from our WACV'15 paper "Choosing Basic-Level Concept Names using Visual and Language Context" (pdf) is released by Alex. You're welcome to look at the basic-level names for thousands of categories. ... 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
    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