Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Discovering shared interests using graph analysis
Communications of the ACM - Special issue on internetworking
.879-approximation algorithms for MAX CUT and MAX 2SAT
STOC '94 Proceedings of the twenty-sixth annual ACM symposium on Theory of computing
The nature of statistical learning theory
The nature of statistical learning theory
How good is the Goemans-Williamson MAX CUT algorithm?
STOC '96 Proceedings of the twenty-eighth annual ACM symposium on Theory of computing
Referral Web: combining social networks and collaborative filtering
Communications of the ACM
Enhanced hypertext categorization using hyperlinks
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Combining labeled and unlabeled data with co-training
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Learning to classify text from labeled and unlabeled documents
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Mining the network value of customers
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Machine Learning
Data Mining and Knowledge Discovery
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Transductive Inference for Text Classification using Support Vector Machines
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Learning Probabilistic Relational Models
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Information Retrieval on the Web
FOCS '98 Proceedings of the 39th Annual Symposium on Foundations of Computer Science
Data mining for hypertext: a tutorial survey
ACM SIGKDD Explorations Newsletter
Spectral partitioning works: planar graphs and finite element meshes
FOCS '96 Proceedings of the 37th Annual Symposium on Foundations of Computer Science
SVMTorch: support vector machines for large-scale regression problems
The Journal of Machine Learning Research
Thumbs up or thumbs down?: semantic orientation applied to unsupervised classification of reviews
ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics
Thumbs up?: sentiment classification using machine learning techniques
EMNLP '02 Proceedings of the ACL-02 conference on Empirical methods in natural language processing - Volume 10
Identifying early buyers from purchase data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Combining Topic Models and Social Networks for Chat Data Mining
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Editorial: special issue on web content mining
ACM SIGKDD Explorations Newsletter
Opinion observer: analyzing and comparing opinions on the Web
WWW '05 Proceedings of the 14th international conference on World Wide Web
Discovery and regeneration of hidden emails
Proceedings of the 2005 ACM symposium on Applied computing
Deriving marketing intelligence from online discussion
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Scalable discovery of hidden emails from large folders
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Social Network Discovery by Mining Spatio-Temporal Events
Computational & Mathematical Organization Theory
Computational Linguistics
Pruning Social Networks Using Structural Properties and Descriptive Attributes
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Mining hidden community in heterogeneous social networks
Proceedings of the 3rd international workshop on Link discovery
Proceedings of the 2006 international workshop on Mining software repositories
Personalized recommendation driven by information flow
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Hierarchical topic segmentation of websites
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Using cocitation information to estimate political orientation in web documents
Knowledge and Information Systems
A sentimental education: sentiment analysis using subjectivity summarization based on minimum cuts
ACL '04 Proceedings of the 42nd Annual Meeting on Association for Computational Linguistics
Summarizing email conversations with clue words
Proceedings of the 16th international conference on World Wide Web
TUBE (Text-cUBE) for discovering documentary evidence of associations among entities
Proceedings of the 2007 ACM symposium on Applied computing
Towards Automated Reputation and Brand Monitoring on the Web
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Improving the classification of newsgroup messages through social network analysis
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Looking for great ideas: analyzing the innovation jam
Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis
Sentiment analysis in multiple languages: Feature selection for opinion classification in Web forums
ACM Transactions on Information Systems (TOIS)
On greedy construction heuristics for the MAX-CUT problem
International Journal of Computational Science and Engineering
Exploring the characteristics of opinion expressions for political opinion classification
dg.o '08 Proceedings of the 2008 international conference on Digital government research
Visual analysis of controversy in user-generated encyclopedias
Information Visualization - Special issue on visual analytics science and technology
A Link-Based Rank of Postings in Newsgroup
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Opinion Mining and Sentiment Analysis
Foundations and Trends in Information Retrieval
Looking for Great Ideas: Analyzing the Innovation Jam
Advances in Web Mining and Web Usage Analysis
An Energy-Driven Social Behaviour Network Architecture
Proceedings of the 2005 conference on Self-Organization and Autonomic Informatics (I)
Get out the vote: determining support or opposition from congressional floor-debate transcripts
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
Improving Patient Opinion Mining through Multi-step Classification
TSD '09 Proceedings of the 12th International Conference on Text, Speech and Dialogue
Mining the impact factors of threads and participators on usenet using link analysis
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Recognizing stances in ideological on-line debates
CAAGET '10 Proceedings of the NAACL HLT 2010 Workshop on Computational Approaches to Analysis and Generation of Emotion in Text
Extraction, characterization and utility of prototypical communication groups in the blogosphere
ACM Transactions on Information Systems (TOIS)
Exploiting statistical and relational information on the web and in social media
Proceedings of the fourth ACM international conference on Web search and data mining
Sentiment community detection in social networks
Proceedings of the 2011 iConference
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
An analysis of perspectives in interactive settings
Proceedings of the First Workshop on Social Media Analytics
Modeling the evolution of discussion topics and communication to improve relational classification
Proceedings of the First Workshop on Social Media Analytics
Artificial Intelligence and Law
Contrasting opposing views of news articles on contentious issues
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
User-level sentiment analysis incorporating social networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
How can you say such things?!?: recognizing disagreement in informal political argument
LSM '11 Proceedings of the Workshop on Languages in Social Media
Context-based friend suggestion in online photo-sharing community
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Cats rule and dogs drool!: classifying stance in online debate
WASSA '11 Proceedings of the 2nd Workshop on Computational Approaches to Subjectivity and Sentiment Analysis
Lexicon-based Comments-oriented News Sentiment Analyzer system
Expert Systems with Applications: An International Journal
Finding maximal k-edge-connected subgraphs from a large graph
Proceedings of the 15th International Conference on Extending Database Technology
Mining contentions from discussions and debates
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering unknown but interesting items on personal social network
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
User-sentiment topic model: refining user's topics with sentiment information
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics
That is your evidence?: Classifying stance in online political debate
Decision Support Systems
Stance classification using dialogic properties of persuasion
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Leveraging relationships in social networks for sentiment analysis
Proceedings of the 18th Brazilian symposium on Multimedia and the web
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
Unifying local and global agreement and disagreement classification in online debates
WASSA '12 Proceedings of the 3rd Workshop in Computational Approaches to Subjectivity and Sentiment Analysis
Unsupervised discovery of opposing opinion networks from forum discussions
Proceedings of the 21st ACM international conference on Information and knowledge management
AusDM '09 Proceedings of the Eighth Australasian Data Mining Conference - Volume 101
Damping sentiment analysis in online communication: discussions, monologs and dialogs
CICLing'13 Proceedings of the 14th international conference on Computational Linguistics and Intelligent Text Processing - Volume 2
Efficiently computing k-edge connected components via graph decomposition
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Group and link analysis of multi-relational scientific social networks
Journal of Systems and Software
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
Information Sciences: an International Journal
Simulating the spread of opinions in online social networks when targeting opinion leaders
Information Systems and e-Business Management
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Recent advances in information retrieval over hyperlinked corpora have convincingly demonstrated that links carry less noisy information than text. We investigate the feasibility of applying link-based methods in new applications domains. The specific application we consider is to partition authors into opposite camps within a given topic in the context of newsgroups. A typical newsgroup posting consists of one or more quoted lines from another posting followed by the opinion of the author. This social behavior gives rise to a network in which the vertices are individuals and the links represent "responded-to" relationships. An interesting characteristic of many newsgroups is that people more frequently respond to a message when they disagree than when they agree. This behavior is in sharp contrast to the WWW link graph, where linkage is an indicator of agreement or common interest. By analyzing the graph structure of the responses, we are able to effectively classify people into opposite camps. In contrast, methods based on statistical analysis of text yield low accuracy on such datasets because the vocabulary used by the two sides tends to be largely identical, and many newsgroup postings consist of relatively few words of text.