is a tool that tracks the trustworthiness of stories shared on Twitter. You can learn more about it in the TwitterTrails Blog.
Publications
Propagation of Information and Misinformation
From Obscurity to Prominence in Minutes: Political Speech and Real-Time Search
with Eni Mustafaraj. Web Science 2010 Conference, Best Paper Prize. Raleigh, NC, April 2010
This work revealed the first political "Twitter-bomb" and the only Twitter-enabled Google bomb. It was the inspiration for TwitterTrails and the truthy.indiana.edu project.
Press Coverage (selected): ScienceNews Cover Story, CNN, The Atlantic, MIT Technology Review, NPR Science Friday, Huffington Post, The Chronicle of Higher Education, Boston Globe, Radio Canada
View Here: PDF
The Fake News Spreading Plague: Was it Preventable?
with Eni Mustafaraj, (Wellesley College, USA).
This work shows how the method of spreading fake news on Facebook in 2016 was identical to the method used in the first political "Twitter-bomb" in 2010.
View Here: WebScience 2017.
The infamous "pizzagate" conspiracy theory: Insights from a TwitterTrails investigation
with Sam Finn, (Wellesley College, USA) describes how one of the more infamous conspiracy theories during the 2016 US elections developed on Twitter, identifying who started the rumor and the role that pro-Erdogan Turkish trolls and journalists played in its spreading.
View Here: Journalism and Computation 2017 and video of panel talk during the Conference.
Spread and Skepticism: Metrics of Propagation on Twitter
with Sam Finn and Eni Mustafaraj, (Wellesley College, USA).
View Here: WebScience 2015 and video of panel talk during the Journalism/Interactive 2015 Conference.
What do Retweets Indicate? Results from User Survey and Meta-Review of Research
with Eni Mustafaraj, Kily Wong, Laura Zeng, Megan O'Keefe and Sam Finn and (Wellesley College, USA).
View Here: ICWSM 2015.
Investigating Rumor Propagation with TwitterTrails
with Sam Finn and Eni Mustafaraj, (Wellesley College, USA).
View Here: PDF and video of talk during the Computation and Journalism 2014 Symposium.
Demo: Using TwitterTrails.com to Investigate Rumor Propagation presented at the 2015 CSCW Conference.
Misinformation and Propaganda in Cyberspace
Blog post at the Truthiness in Digital Media Symposium at Harvard University, March 6-7, 2012
Press coverage: Harvard Gazette
View here
Trails of Trustworthiness in Real-Time Streams (Extended Summary)
with Eni Mustafaraj. Design, Influence and Social Technologies DIST Workshop at ACM Computer Supported Cooperative Work (CSCW), Seattle, WA, February, 2012
View Here: PDF
Network Manipulation (with application to political issues)
Interdisciplinary Workshop on Information and Decision in Social Networks, MIT Media Lab, Cambridge, MA, May 31 - June 1, 2011
View Here: PDF
Enhancing Information Reliability through Backwards Propagation of Distrust
International Journal on Advances in Security, IARIA, 2009, Best Paper Award
An earlier version appeared in Social and Legal Aspects of Internet Computing, ICIW 2009 Conference, Venice, Italy, May 2009
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Web Spam, Social Propaganda and the Evolution of Search Engine Rankings
Lecture Notes BIP, Springer-Verlag, 2010.
This paper shows the close relationship between propaganda in society and web spam on the internet. Search engines are evolving their ranking methods to outsmart the spammers. An earlier version entitled Web Spam, Propaganda and Trust appeared in Adversarial Information Retrieval (AIRWeb), WWW 2005 Conference, Chiba, Japan.
View Here: PDF
Coverage and Independence: New Quality Metrics for Web Search Results
with Lilia Ivanova and Eni Mustafaraj.
Lecture Notes BIP, Springer-Verlag, 2009. Best Paper Award.
An earlier version appeared in WEBIST 2008 Conference, May, 2008
View Here: PDF
How Google works (and why you should care)
Keynote speech slides at the World Usability Day, November 14, 2006
View Here: PDF
Web Spam, Propaganda and Trust
with Joe DeStefano.
Presented at the AIRWeb05, May 10, 2005, Chiba, Japan.
View Here: PDF
Of course it is true; I saw it on the Internet. Critical thinking in the Internet Era.
with Leah Graham.
In the Communications of the ACM, May 2003.
This paper was the first to raise the concerns about our inability to evaluate the validity of what we read on the internet, many years before "fake news" became an issue. It was followed by the paper on Web Spam and Propaganda which explained how search engines were not successful in solving the problem of content quality on the internet.
View Here: PDF
Social Media Predictions & Web Science
Manipulation of Search Engine Results during the 2016 US Congressional Elections
ICIW 2017 Conference,
Venice, Italy, June 2017.
View Here: PDF
The co-Retweeted Network and its Application to Political Polarization
with Sam Finn and Eni Mustafaraj, (Wellesley College, USA). WEBIST, 2014.
View Here: PDF and poster Measuring Perceived Political Polarization through Collective Intelligence presented at Political Networks 2014 Conference also available.
The power of prediction with social media
with Harald Schoen, (University of Bamberg, Germany), Daniel Gayo-Avello, (University of Oviedo, Spain), Eni Mustafaraj, (Wellesley College, USA), Markus Strohmaier, (Graz University of Technology, Austria), and Peter Gloor, (MIT, USA). Internet Research, 2013.
View Here: PDF. Slides of the WWW/Internet keynote speech available upon request.
Social Media and Elections
with Eni Mustafaraj. SCIENCE Magazine, Policy Forum, October 26, 2012
Press Coverage (selected): SCIENCE Radio Podcast, Austrian Public Radio
View Here: PDF
Why is the Shape of the Web a Bowtie?
World Wide Web (WWW) Conference, WebScience Track,
Lyon, France, April 2012.
View Here: PDF
The Rise and the Fall of a Citizen Reporter (Analysis of the Mexican Narcotweets)
with Eni Mustafaraj. ACM WebScience, Paris, France, May 2013
View Here: PDF, Slides from the Web Science 2013 talk
Hiding in Plain Sight: A Tale of Trust and Mistrust Inside a Community of Citizen Reporters (Overview of the Mexican Narcotweets)
with
Eni Mustafaraj, Samantha Finn and
Andres Monroy-Hernandez.
ICWSM Conference, Dublin, Ireland, June 2012
View Here: PDF
Vocal Minority versus Silent Majority: Discovering the Opinions of the Long Tail
with Eni Mustafaraj, Samantha Finn and Carolyn Whitlock. IEEE SocialCom Conference, Boston, MA, October 2011
Press coverage: USA Today
View Here: PDF
How (Not) to Predict Elections
with Daniel Gayo-Avello and Eni Mustafaraj. IEEE SocialCom Conference, Boston, MA, October 2011
Press coverage: Wall Street Journal, Politico
View Here: PDF
Limits of Electoral Predictions using Twitter
with
Eni Mustafaraj and Daniel Gayo-Avello.
ICWSM 2011 Conference
View Here: PDF
What Edited Retweets Reveal about Online Political Discourse
with
Eni Mustafaraj.
AAAI-11 Workshop on Analyzing Microtext,
San Francisco, August, 2011
View Here: PDF
On the Predictability of the U.S. Elections through Search Volume Activity
with Catherine Lui and Eni Mustafaraj.
e-Society Conference, Avila, Spain, March, 2011
Press coverage: Journalist's Resource
View Here: PDF
How to Create a Smart Mob: Understanding a Social Network Capital
with Ashley Hubbard Harmon
e-Democracy Conference, Freiburg, Germany, July 2010
View Here: PDF
The use of online videos in the 2008 US congressional elections
with Eni Mustafaraj and Catherine Grevet.
SocialComm 2009 Conference, Vancouver, Canada, August 2009.
View Here: PDF
Sponsored Search for Political Campaigning During the 2008 US Elections
with Eni Mustafaraj.
SIGIR 2009-IRA, Boston, July 2009
View Here: PDF
The Battle for the 2008 US Congressional Elections on the Web
with Eni Mustafaraj.
WebScience 2009 Conference, Athens, Greece, March, 2009
Press coverage: Politico
View Here: PDF
Parallel Computing
Automatic Methods for Hiding Latency in Parallel and Distributed Computation
In the SIAM Journal of Computing (2000)
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A Note on Parallel Algorithms for Optimal h-v Drawings of Binary Trees
with G.E. Pantziou and A. Symvonis, Computational Geometry: Theory and Applications 9 (1998) 145-158
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Connected Components in O(log^{3/2}n) Parallel Time for the CREW PRAM
Journal of Systems Sciences 54 (2):227-242 (1997).
An earlier version appeared in FOCS'91
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Optimal Parallel and Sequential Algorithms for the Single and Multiple Vertex Updating Problem of a MST
Algorithmica 16: 633-648. 1997.
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Automatic Methods for Hiding Latency in High Bandwidth Networks
Appeared in the Proceedings of STOC'96
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Improved Methods for Hiding Latency in High Bandwidth Networks
Appeared in the Proceedings of SPAA'96
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A Parallel Algorithm for Computing Minimum Spanning Trees
Appeared in the Proceedings of ISAAC'94
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From Parallel to Sequential: Keeping Optimality in Algorithms
Appeared in the Proceedings of HERMIS'92
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Parallel Algorithms for Graph Problems
Ph.D. Thesis, Dartmouth College, Hanover, NH, 1992
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Image Dithering/Halftoning
Parallel Digital Halftoning by Error-Diffusion
In the Proceedings of the FCRC2003 Paris C. Kanellakis Workshop, San Diego, CA, June 2003
An earlier version appeared in the Proceedings of the Parallel and Distributed Systems.
View Here: PDF
Optimal Parallel Error-Diffusion Dithering
Proceedings of the 1999 Electronic Imaging, SPIE, San Jose, CA, January 1999.
View Here: PDF
Method and System for Parallel Error-Diffusion Dithering
Patent Number 6, 307, 978 Awarder October 23, 2001.
"A system is disclosed for error diffusion dithering. The
system includes an input for receiving an input matrix
representative of image data, and a plurality of processors.
The plurality of processors processes the input matrix and
provides output data. Each of the processors is in communication
with at least a portion of the input matrix. At least one
processor processes a portion of the input matrix defined
at least in part by a substantially diagonal edge within
the image matrix."
This work is expected to lead to inexpensive faster printers and larger monitors.
View Here: PDF
Multimedia and Algorithm Visualization
From Personal Genomics to Twitter: Visualizing the Uncertainty of Evidence
with L. Westendorf et al. Proceedings of the CHI2017 Workshop on Visualizing Uncertainty, Denver, CO, May 2017
View Here: PDF
Experiences from Teaching an Interdisciplinary Multimedia Course
with N. Ribner. Proceedings of the IEEE International Conference on Multimedia Computing and Systems (ICMCS'99), Florence, Italy, June 1999
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The Art and Science of Multimedia
with N. Ribner. Proceedings of the 25th ACM International Conference on Computer Graphics and interactive Techniques (SIGGRAPH98), Orlando, FL, August, 1998
View Here: PDF
View last 2 pages in color: PDF
Assessing Instructional Technology
In Building Electronic Educational Environments, S.D. Franklin and E. Strenski (Eds.), IFIP Conference Proceeding, volume 199, Kluwer, 2000. ISBN 0-7923-7832-6. and interactive Techniques (SIGGRAPH98), Orlando, FL, August, 1998
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The Roles of Video in the Design, Use and Construction of Interactive Electronic Conference Proceedings
with S. Rebelsky et.al. Journal of Universal Computer Science 4(6), 1998
View Here: PDF
On User Interfaces for Educational Multimedia Applications
Proceedings of the 2nd IEEE International Conference on Multimedia in Education, Melbourne, Australia, August 1996.
View Here: PDF
Conference on a Disk: A Successful Experiment in Hypermedia Publishing
Appeared in ED-MEDIA '94.
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vG: A System for Visualizing Graphs and Graph Algorithms
Interface in Macromedia Shockwave. Software written in C. Beta installation requires gcc, X Motif and NIX. We are working to port vG as a Java applet. IF you want to be notified or if you would like to become a beta tester, please send us an email.
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A Visualization System for Correctness Proofs of Graph Algorithms
Computer Science Education (1993).
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Education and Curricula
Also *Your* Job to Learn! Helping Students to Reflect on their Learning Progress
with Stella Kakavouli. In the Journal of Computing Sciences in Colleges, 2012.
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A 2007 Model Curriculum for a Liberal Arts Degree in Computer Science
by the Liberal Arts Computer Science Consortium (LACS). In the Journal of Educational Resources in Computing (JERIC), 2007.
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Introductory Lectures in Data-Parallel Computing
March 1996. Interactive Multimedia CD-ROM. Published by AKPeters, Ltd.
View Here: CD-ROM
How Difficult is it to Think in Parallel?
A New Approach for Introducing Parallelism. Proceedings of the First Forum on Parallel Computing Curricula, Wellesley, MA, 1995.
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