Why we twitter: understanding microblogging usage and communities
Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis
Ambient social tv: drawing people into a shared experience
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Crowdsourcing user studies with Mechanical Turk
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Proceedings of the first workshop on Online social networks
Get another label? improving data quality and data mining using multiple, noisy labelers
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Can social annotation support users in evaluating the trustworthiness of video clips?
Proceedings of the 2nd ACM workshop on Information credibility on the web
Videolyzer: quality analysis of online informational video for bloggers and journalists
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
An emergent role for TV in social communication
Proceedings of the seventh european conference on European interactive television conference
Cheap and fast---but is it good?: evaluating non-expert annotations for natural language tasks
EMNLP '08 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Tweet the debates: understanding community annotation of uncollected sources
WSM '09 Proceedings of the first SIGMM workshop on Social media
Is it really about me?: message content in social awareness streams
Proceedings of the 2010 ACM conference on Computer supported cooperative work
Modulating video credibility via visualization of quality evaluations
Proceedings of the 4th workshop on Information credibility
Classifying sentiment in microblogs: is brevity an advantage?
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Journal of the American Society for Information Science and Technology
Identifying breakpoints in public opinion
Proceedings of the First Workshop on Social Media Analytics
Towards better TV viewing rates: exploiting crowd's media life logs over Twitter for TV rating
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Twitinfo: aggregating and visualizing microblogs for event exploration
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Real-time nonverbal opinion sharing through mobile phones during sports events
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Tweets as data: demonstration of TweeQL and Twitinfo
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Crowd-powered TV viewing rates: measuring relevancy between tweets and TV programs
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications
Effective sentiment stream analysis with self-augmenting training and demand-driven projection
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
From bias to opinion: a transfer-learning approach to real-time sentiment analysis
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Combining social and government open data for participatory decision-making
ePart'11 Proceedings of the Third IFIP WG 8.5 international conference on Electronic participation
Discovering User Interest on Twitter with a Modified Author-Topic Model
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Emotional aware clustering on micro-blogging sources
ACII'11 Proceedings of the 4th international conference on Affective computing and intelligent interaction - Volume Part I
On the generation of rich content metadata from social media
Proceedings of the 3rd international workshop on Search and mining user-generated contents
Eventscapes: visualizing events over time with emotive facets
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Medical case-driven classification of microblogs: characteristics and annotation
Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium
Twitter polarity classification with label propagation over lexical links and the follower graph
EMNLP '11 Proceedings of the First Workshop on Unsupervised Learning in NLP
EMNLP '11 Proceedings of the Conference on Empirical Methods in Natural Language Processing
Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments
TUMS: twitter-based user modeling service
ESWC'11 Proceedings of the 8th international conference on The Semantic Web
TwitterEcho: a distributed focused crawler to support open research with twitter data
Proceedings of the 21st international conference companion on World Wide Web
Leveraging microblogs for resource ranking
SOFSEM'12 Proceedings of the 38th international conference on Current Trends in Theory and Practice of Computer Science
The way i talk to you: sentiment expression in an organizational context
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Finding and assessing social media information sources in the context of journalism
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Surfacing time-critical insights from social media
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Characterizing the effectiveness of twitter hashtags to detect and track online population sentiment
CHI '12 Extended Abstracts on Human Factors in Computing Systems
Sentiment analysis on twitter data for portuguese language
PROPOR'12 Proceedings of the 10th international conference on Computational Processing of the Portuguese Language
Sentiment strength detection for the social web
Journal of the American Society for Information Science and Technology
Why watching movie tweets won't tell the whole story?
Proceedings of the 2012 ACM workshop on Workshop on online social networks
Modeling user posting behavior on social media
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Evolving social data mining and affective analysis methodologies, framework and applications
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Political speech in social media streams: YouTube comments and Twitter posts
Proceedings of the 3rd Annual ACM Web Science Conference
WASSA '12 Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis
Journal of the American Society for Information Science and Technology
GOP primary season on twitter: "popular" political sentiment in social media
Proceedings of the sixth ACM international conference on Web search and data mining
International Journal of Mobile Human Computer Interaction
Hollaback!: the role of storytelling online in a social movement organization
Proceedings of the 2013 conference on Computer supported cooperative work
What's congress doing on twitter?
Proceedings of the 2013 conference on Computer supported cooperative work
Catching fish in the stream: real time analysis of audience behavior in social media
Proceedings of the 2013 conference on Computer supported cooperative work companion
Curating and contextualizing Twitter stories to assist with social newsgathering
Proceedings of the 2013 international conference on Intelligent user interfaces
What's in Twitter: I Know What Parties are Popular and Who You are Supporting Now!
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Visualizing co-retweeting behavior for recommending relevant real-time content
Proceedings of the 4th International Workshop on Modeling Social Media
A sentiment-enhanced personalized location recommendation system
Proceedings of the 24th ACM Conference on Hypertext and Social Media
Deriving market intelligence from microblogs
Decision Support Systems
Examining lists on Twitter to uncover relationships between following, membership and subscription
Proceedings of the 22nd international conference on World Wide Web companion
Voices of victory: a computational focus group framework for tracking opinion shift in real time
Proceedings of the 22nd international conference on World Wide Web
Politics, sharing and emotion in microblogs
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Using the length of the speech to measure the opinion
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Visual analysis of retweeting propagation network in a microblogging platform
Proceedings of the 6th International Symposium on Visual Information Communication and Interaction
Adaptive co-training SVM for sentiment classification on tweets
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Mining user interest and its evolution for recommendation on the micro-blogging system
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
International Journal of Ad Hoc and Ubiquitous Computing
Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing
Two Phase Extraction Method for Multi-label Classification of Real Life Tweets
Proceedings of International Conference on Information Integration and Web-based Applications & Services
Listening to the crowd: automated analysis of events via aggregated twitter sentiment
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
A Social Media framework to support Engineering Design Communication
Advanced Engineering Informatics
Social reader: towards browsing the social web
Multimedia Tools and Applications
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Television broadcasters are beginning to combine social micro-blogging systems such as Twitter with television to create social video experiences around events. We looked at one such event, the first U.S. presidential debate in 2008, in conjunction with aggregated ratings of message sentiment from Twitter. We begin to develop an analytical methodology and visual representations that could help a journalist or public affairs person better understand the temporal dynamics of sentiment in reaction to the debate video. We demonstrate visuals and metrics that can be used to detect sentiment pulse, anomalies in that pulse, and indications of controversial topics that can be used to inform the design of visual analytic systems for social media events.