I am a senior researcher at Microsoft Research in the CLUES group.
I'm broadly interested in using social data to help people find what they want and need; and to this end my work drives towards the goal of extracting from social media useful models of how people behave in the world --- people's actions in the world, people's interactions with each other, and the consequences of people's decisions. There are three questions I'm addressing with my research:
- Foundations and infrastructure for better social media analysis: I'm building tools and frameworks to make it easier and faster for people to deeply analyze and explore social media.
- Connecting social media to the real-world: To interpret social media, I work on entity linking and study the systematic biases inherent in social media's reflection of the world.
- Social systems engineering: I'm studying how the affordances and incentives provided by social systems affect the kinds of information we find in social media.
- Apr 7: Our paper, "Discussion Graphs: Putting Social Media Analysis in Context" was accepted to ICWSM-14. (Camera-ready available). [PDF]
- Feb 27: I presented our paper, "Entity Linking at the Tail: Sparse Signals, Unknown Entities and Phrase Models" at WSDM'14. [Paper | Slides | Poster] are available
My current projects focus on mining new kinds of information about the world from social media, and using social network data for search ranking.
See my recent talk at UIUC for an overview.
Past social network-related projects
KISS: On the systems-side, I'm also collaborating with Bimal Viswanath (MPI-SWS), Stefan Saroiu (MSR), and Krishna Gummadi (MPI-SWS) on the "Keeping Information Safe from Social networking apps" project. We call it KISS for short. To protect the privacy of user data from untrusted 3rd-parties, we're building a practical system for cloud hosting of social networking apps that enforces strong limits on how data is used.
The Social Web Experience browser toolbar analyzes Web pages and finds related content from your social networks. Your friends' recent status updates and messages, favorite movies, interests, and other profile information are shown when its related to what you're seeing on the Web. This project motivated our work on entity recognition in social media, now in use in several products at Microsoft.
Intl. Conf. on Weblogs and Social Media (ICWSM 2013), General Chair.
WWW 2013, Social Networks and Graph Analysis track, TPC.
WSDM 2012, PC; Intl. Conf. on Weblogs and Social Media (ICWSM 2011, 2012) PC; Workshop on Language in Social Media (LSM 2011, 2012) PC; Symp. on Cloud Computing (SOCC 2011) PC; Intl. Conf. on Dependable Systems and Networks (DSN 2010,2011) PC; Usenix Webapps (WebApps 2011, 2012) PC; Intl. Conf. on Autonomic Computing (ICAC 2008-2012) PC, PC Chair in 2010.
AAAI-13 Spotlight Talk on ICWSM, July 17. I gave a talk reviewing the conference and current open challenges being addressed in the community.
MSR Machine Learning Summit, Apr 23, 2013. "Investigating Bias and Incentives in Social Media". [Slides]
CHI-2013 Tutorial, Apr 30, 2013. "Analyzing Social Media Systems". [Slides]
UIUC DAIS Seminar, Oct 17th, 2012. "Querying Human Activities from Social Media Traces". In this talk, I discuss bias and external influences on social media.
Rutgers Yahoo Data Science Seminar, Feb 22, 2012. "Learning about the world through social media"
Berkeley Cloud Seminar, Feb 13, 2012. "Learning about the world through social media"
Past systems-related projects
Doloto is a system that analyzes application workloads and automatically performs code splitting of existing large Web 2.0 applications. Doloto improves page-load times for large complex web applications by 20-40%. See our FSE paper and download the prototype at DevLabs.
Internally, I've also worked on surveys of the architecture, operations and reliability of Microsoft's large-scale Internet services; and more recently our usage of social network data in search.
During my PhD, I worked on monitoring for high-level application faults in Internet services. I continued this work at MSR, with more of an end-to-end perspective, looking at wide-area network failures as well as web application challenges (e.g., AjaxScope).
Emre Kıcıman and Ben Livshits, AjaxScope: A Platform for Remotely Monitoring the Client-side Behavior of Web 2.0 Applications, in the 21st ACM Symposium on Operating Systems Principles (SOSP'07), Association for Computing Machinery, Inc., October 2007
Benjamin Livshits and Emre Kıcıman, Doloto: Code Splitting for Network-Bound Web 2.0 Applications, in Foundations of Software Engineering (FSE), Association for Computing Machinery, Inc., November 2008
Chad Verbowski, Emre Kıcıman, Brad Daniels, Arunvijay Kumar, Yi-Min Wang, Roussi Roussev, Shan Lu, and Juhan Lee, Flight Data Recorder: Always-on Tracing and Scalable Analysis of Persistent State Interactions to Improve Systems and Security Management, in The 7th USENIX Symposium on Operating Systems Design and Implementation (OSDI '06), USENIX, November 2006
Emre Kıcıman, Benjamin Livshits, Madanlal Musuvathi, and Kevin C. Webb, Fluxo: A System for Internet Service Programming by Non-expert Developers, in ACM Symposium on Cloud Computing, Association for Computing Machinery, Inc., 2010
Emre Kıcıman, Scott Counts, Michael Gamon, Munmun De Choudhury, and Bo Thiesson, Discussion Graphs: Putting Social Media Analysis in Context, in Intl. Conf. on Weblogs and Social Media (ICWSM-14), AAAI, 2 June 2014
Yuzhe Jin, Emre Kıcıman, Kuansan Wang, and Ricky Loynd, Entity Linking at the Tail: Sparse Signals, Unknown Entities and Phrase Models, in The 7th ACM Web Search and Data Mining Conference (WSDM 2014), ACM, 24 February 2014
Andres Monroy-Hernandez, Shelly Farnham, Emre Kiciman, Munmun De Choudhury, and Scott Counts, Smart societies: from citizens as sensors to collective action, in interactions, ACM, July 2013
Stephen Guo, Ming-Wei Chang, and Emre Kiciman, To Link or Not to Link? A Study on End-to-End Tweet Entity Linking, in NAACL-HLT 2013, 10 June 2013
Yuzhe Jin, Kuansan Wang, and Emre Kıcıman, Sparse Lexical Representation for Semantic Entity Resolution, in ICASSP 2013, IEEE, 26 May 2013
Andres Monroy-Hernandez, danah boyd, Emre Kıcıman, Munmun De Choudhury, and Scott Counts, The New War Correspondents: The Rise of Civic Media Curation in Urban Warfare, in The 16th ACM Conference on Computer Supported Cooperative Work and Social Computing (CSCW), ACM Conference on Computer Supported Cooperative Work, 23 February 2013
Chun-Kai Wang, Paul Hsu, Ming-Wei Chang, and Emre Kıcıman, Simple and Knowledge-intensive Generative Model for Named Entity Recognition, no. MSR-TR-2013-3, 4 January 2013
Huizhong Duan, Emre Kıcıman, and Chengxiang Zhai, Click Patterns: An Empirical Representation of Complex Query Intents, in 21st ACM International Conference on Information and Knowledge Management (CIKM 2012), ACM, 29 October 2012
Bimal Viswanath, Emre Kıcıman, and Stefan Saroiu, Keeping Information Safe from Social Networking Apps, in Proceedings of the Workshop on Online Social Networks (WOSN'12), ACM, 17 August 2012
Andres Monroy-Hernandez, Emre Kıcıman, danah boyd, and Scott Counts, Tweeting the Drug War: Empowerment, Intimidation, and Regulation in Social Media, in HCIC, Human Computer Interaction International Conference, 25 June 2012
Andres Monroy-Hernandez, Emre Kıcıman, danah boyd, and Scott Counts, "Narcotweets": Social Media in Wartime, in The 6th Intl. Conference on Weblogs and Social Media (ICWSM), American Association for Artificial Intelligence , 4 June 2012
Emre Kıcıman, OMG, I have to Tweet that! A Study of Factors that Influence Tweet Rates, in The 6th Intl. Conference on Weblogs and Social Media (ICWSM), American Association for Artificial Intelligence , 4 June 2012
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