From ScribbleWiki: Analysis of Social Media

Contents 1 Annotated Bibliography on Social Media Analysis 1.1 1997 1.2 1998 1.3 1999 1.4 2000 1.5 2001 1.6 2002 1.7 2003 1.8 2004 1.9 2005 1.10 2006 1.11 2007

[edit] Annotated Bibliography on Social Media Analysis

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[edit] 1997

• Smokey: Automatic Recognition of Hostile Messages, Spertus, AAAI 1997

[edit] 1998

• The anatomy of a large-scale hypertextual Web search engine, Brin and Page, Computer Networks and ISDN Systems 1998

[edit] 1999

• The Web as a graph: Measurements, models and methods, Kleinberg et al, ICCC 1999

• The PageRank citation ranking: Bringing order to the Web, Page et al, 1999

• Probabilistic Latent Sematic Analysis Hoffman, UAI 1999

[edit] 2000

• The Small-World Phenomenon: An Algorithmic Perspective Kleinberg, STOC 2000
• A Decision Theoretic Approach to Targeted Advertising Chickering and Heckerman, UAI 2000

• Voting model for ranking Web pages, Lifantsev, ICOMP 2000

• The evolution of the web and implications for an incremental crawler Cho and Garcia-Molina, VLDB 2000

[edit] 2001

• Thumbs up or thumbs down? semantic orientation applied to unsupervised classification of reviews Turney, ACL 2001.

• The Missing Link: A Probabilistic Model of Document Content and Hypertext Connectivity Cohn and Hoffman, NIPS 2001

• Mining the Network Value of Customers, Domingos and Richardson, KDD 2001

[edit] 2002

• Thumbs up? Sentiment Classification using Machine Learning ..., Pang et al, EMNLP 2002

• Mining Knowledge-Sharing Sites for Viral Marketing Richardson & Domingos, KDD 2002

• Bursty and hierarchical structure in streams Kleinberg, KDD 2002

• Building recommender systems using a knowledge base of product semantics Ghani et al, 2002

• Topic-Sensitive PageRank, Haveliwala, WWW 2002

• Using PageRank to Characterize Web Structure, Pandurangan et al, COCOON 2002

• PageRank Computation and the Structure of the Web: Experiments and Algorithms, Arasu et al, WWW 2002

• Language and Gender Author Cohort Analysis of E-mail for Computer Forensics, de Ver et al, DRFWS 2002

• Community structure in social and biological networks Girvan et. al., 2002

• Mining Knowledge-Sharing Sites for Viral Marketing Richardson & Domingos, KDD 2002

[edit] 2003

• Style mining of electronic messages for multiple authorship attribution: First Results Argamon et al, KDD 2003

• Maximizing the spread of influence through a social network Kleinberg et al, KDD 2003

• On the Bursty Evolution of Blogspace Kumar et al, WWW 2003

• Latent Dirichlet Allocation Blei et al, JMLR, 2003

• Measuring praise and criticism: Inference of semantic orientation from association Turney and Littman, TOIS 2003

• Sentiment Analyzer: Extracting Sentiments about a Given Topic using Natural Language Processing Techniques. Yi et al, ICDM 2003

• A Language Model Approach to Keyphrase Extraction Tomokiyo et al, ACL 2003

• On User Recommendations Based on Multiple Cues Dudek et al, WI/IAT 2003

• Epidemic spreading in viral networks: An eigenvalue viewpoint Wang et. al., 2003

• Information dynamics in the networked world Huberman et. al., 2003

• Representing Web Graphs Raghavan et al, ICDE 2003

• A Large-Scale Study of the Evolution of Web Pages Fetterly et al, WWW 2003

• N-gram-based Author Profiles for Authorship Attribution Keselj et al, PACLING 2003

[edit] 2004

• Information diffusion through blogspace Gruhl et al, WWW 2004

• Mixed-membership models of scientific publications Erosheva et al, PNAS 2004

• The author-topic model Rosen-Zvi et al, UAI 2004

• Mining and summarizing customer reviews Minqing Hu and Bing Liu, KDD 2004

• The Sentimental Factor: Improving Review Classification Via Human-Provided Information. Beineke et al, ACL 2004

• Determining the Sentiment of Opinions Kim et al, COLING 2004

• Towards a Robust Metric of Opinion Nigam et al, EAAT 2004

• A Sentimental Education: Sentiment Analysis Using Subjectivity Summarization Based on Minimum Cuts Pang et al, ACL 2004

• Mixed-membership models of scientific publications Erosheva et al, PNAS 2004

• The Author-Topic Model for Authors and Documents Rosen-Zvi et al, UAI, 2004

• BlogPulse: Automated Trend Discovery for Weblogs Glance et al, WWW 2004

• Mining Opinion Features in Customer Reviews Hu and Liu, AAAI 2004

• Just how mad are you? Finding strong and weak opinion clauses. Wilson et al, AAAI 2004

• Web Spam Taxonomy Gyongyi and Garcia-Molina, 2004

• Combating Web Spam with TrustRank Gyöngyi et al, VLDB 2004

• Fast Discovery of Connection Subgraphs Faloutsos et al, KDD 2004

• Web page ranking using link attributes, Baeza-Yates et al, WWW 2004

• Shallow Text Analysis and Machine Learning for Authorship Attribution, Luyckx et al, CLIN 2004

• E-Mail Authorship Mining Based On SVM For Computer Forensic, Teng et al, ICMLC 2004

• Combating Web Spam with Trustrank Gyongyi et al, VLDB 2004

• The liberal media and right-wing conspiracies: using cocitation information to estimate political orientation in web documents Efron, CIKM 2004

• Detecting and identifying communities in networks Radicchi et. al., 2004

[edit] 2005

• Annotating Expressions of Opinions and Emotions in Language, Wiebe et al, Computational Linguistics 2005

• Extracting Product Features and Opinions from Reviews Popescu and Etzioni, HLT-EMNLP 2005

• GIS and the Blogosphere Hurst, WWW 2005

• Topic and Role Discovery in Social Networks McCallum et al, IJCAI 2005

• Implicit structure in the dynamics of the blogsphere Adar, WWW 2005 Workshop on the Weblogging Ecosystem

• The political blogosphere and the 2004 US election: divided they blog Adamic and Glance, LinkKDD-05 2005

• Blocking Blog Spam with Language Model Disagreement Mishne et al, WWW 2005

• Leveraging social networks to fight spam Boykin and Roychowdhury, 2005

• The Predictive Power of Online Chatter Gruhl et al, KDD 2005

• Graphs Over Time: Densification Laws, Shrinking Diameters and Possible Explanations Leskovec, Kleinberg, Faloutsos, KDD 2005

• Extracting Semantic Orientations of Words using Spin Model Takamura et al, ACL 2005

• Determining the semantic orientation of terms through gloss analysis Esuli et al. CIKM 2005

• Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales Pang et al. ACL 2005

• Information Revelation and Privacy in Online Social Networks Gross and Acquisti, Workshop-Privacy in Electronic Society 2005

• Measuring Wikipedia Voss, ICISSI 2005

• Becoming Wikipedian: Transformation of a Participation in a Collaborative Online Encyclopedia Bryant et al., SIGGROUP 2005

• Topic and Role discovery in Social Networks McCallum et al, IJCAI 2005

• Discovering Missing Links in Wikipedia Adafre and Rijke, LinkKDD 2005

• Taking TrackBack Back (from Spam) Gerecht et al, 2005

• SpamRank - Fully Automatic Link Spam Detection Benczur et al, AIRWeb 2005

• Recognizing contextual polarity in phrase-level sentiment analysis Wilson et al, EMNLP 2005

• SpamRank - Fully Automatic Link Spam Detection Benczur et al, 2005

• Deriving Marketing Intelligence from Online Discussion Glance et. al., SIGKDD 2005

[edit] 2006

• Joint Extraction of Entities and Relations for Opinion Recognition Choi et al, EMNLP 2006

• Overview of the TREC-2006 Blog Track Ounis et al, TREC 2006

• Effects of age and gender on blogging Schler et al, AAAI 2006 Spring Symposium

• Whose Thumb Is It Anyway? Classifying Author Personality from Weblog Text Oberlander & Nowson, COLING/ACL 2006

• Patterns of Influence in a Recommendation Network Lescovec et al, PAKDD2006

• Mining blog stories using community-based and temporal clustering Qamra et al, ICIKM 2006

• Detecting Spam Blogs: A Machine Learning Approach Kolari et al, AAAI 2006

• Detecting Spam Blogs: A Machine Learning Approach Kolari et al, AAAI 2006

• Blog Track Open Task: Spam Blog Classification Kolari et al, TREC 2006

• BlogVox: Separating Blog Wheat from Blog Chaff, Java et al. IJCAL 2006

• Weblog Classification for Fast Splog Filtering: A URL Language Model Segmentation Approach Salvetti and Nicolov, HLTC 2006

• Characterizing the Splogosphere Kolari et al, WWE 2006

• Detecting Spam Web Pages through Content Analysis Ntoulas et al, WWW 2006

• Improved Annotation of the Blogosphere via Autotagging and Hierarchical Clustering Brooks & Montenez, WWW 2006

• Visualizing tags over time Dubinko et al, WWW 2006

• A preliminary investigation into sentiment analysis of informal political discourse Mullen and Malouf, AAAI 2006

• Feature Subsumption for Opinion Analysis. Riloff et all, EMNLP 2006

• Topics over Time: A Non-Markov Continuous-Time Model of Topical Trends Wang and McCallum, KDD 2006

• Dynamic Topic Models Blei and Lafferty, ICML 2006

• Imagined Communities: Awareness, Information Sharing, and Privacy on the Facebook Acquisti and Gross, PET 2006

• Social phishing Jagatic et al., Communications of the ACM Forthcoming 2006

• An evaluation of identity-sharing behavior in social network communities Stutzman, IDMA and IMS Code 2006

• Get out the vote: Determining support or opposition from Congressional floor-debate transcripts Thomas et al., EMNLP 2006

• Harvesting Social Knowledge from Folksonomies Wu et al, SIGWEB 2006

• Partially Supervised Coreference Resolution for Opinion Summarization through Structured Rule Learning Stoyanov and Cardie, EMNLP 2006

• Overview of Opinion Analysis Pilot Task at NTCIR-6 Seki et al, NTCIR 2006

• Characterizing the Splogosphere Kolari et al, WWE 2006

• The Dynamics of Viral Marketing Leskovec et. al., ACM 2006

• Exploratory study of a new model for evolving networks Goldenberg et al. ICML 2006

• Group formation in large social networks: membership, growth, and evolution Backstrom et al. SIGKDD 2006

• Sentiment Retrieval using Generative Models Eguchi and Lavrenko, EMNLP 2006

• PageRank revisited, Brinkmeier, TOIT 2006

• Short Text Authorship Attribution via Sequence Kernels, Markov Chains and Author Unmasking: An Investigation, Sanderson et al, ELMNP 2006

• You Are What You Say: Privacy Risks of Public Mentions, Frankowski et al, SIGIR 2006

• SVMs for the Blogosphere: Blog Identification and Splog Detection Kolari, AAAI 2006

• Detecting Link Spam Using Temporal Information Shen et al, ICDM 2006

• Link Spam Detection based on Mass Estimation Gyongyi et al, VLDB 2006

• An Efficient Alternative to SVM Based Recursive Feature Elimination with Applications in Natural Language Processing and Bioinformatics Bedo et al, AAAI 2006

• Why Are They Excited? Identifying and Explaining Spikes in Blog Mood Levels Balog et al., EACL 2006

• You Are What You Say: Privacy Risks of Public Mentions, Frankowski et al. SIGIR 2006

• Mining and Visualizing the Evolution of Subgroups in Social Networks Falkowski et. al., 2006b

• Community Dynamics Mining Falkowski et. al., 2006

[edit] 2007

• Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification Blitzer et al, ACL 2007

• Large-Scale Sentiment Analysis for News and Blogs Godbole et al, ICWSM 2007

• Modeling Trust and Influence in the Blogosphere Using Link Polarity Kale et al, ICWSM 2007

• Fusion Approach to Finding Opinions in Blogosphere Yang et al, ICWSM 2007

• Unsupervised prediction of citation influences Dietz et al, ICML 2007

• Cascading Behavior in Large Blog Graphs Leskovec et, SDM 2007

• Cost-effective Outbreak Detection in Networks Leskovec et al, KDD 2007

• TagAssist: Automatic Tag Suggestion for Blog Posts Sood et al, ICWSM 2007

• Expressing Social Relationships on the Blog through Links and Comments Noor Ali-Hasen and Lada Adamic, ICWSM 2007

• Finding Patterns in Blog Shapes and Blog Evolution McGlohon et al, ICWSM 2007

• The Complex Dynamics of Collaborative Tagging Halpin et al, WWW 2007

• Graph-based user classification for informal online political discourse Malouf and Mullen, WICOW 2007

• Instance Weighting for Domain Adaptation in NLP Jiang and Zhai, ACL 2007

• Blog Antenna: Summarization of Personal Blog Temporal Dynamics Based on Self-Similarity Factorization Lin and Sundaram, ICME 2007

• From social bookmarking to social summarization: an experiment in community-based summary generation Boydell and Smyth, IUI 2007

• Suggestbot: Using intelligent task routing to help people find work in wikipedia Cosley et. al, IUI 2007

• He says, she says: conflict and coordination in Wikipedia Kittur et al., SIGCHI 2007

• Talk Before You Type: Coordination in Wikipedia Viegas et al., HICSS 2007

• The Utility of Linguistic Rules in Opinion Mining Ding and Liu, SIGIR 2007

• Low-Quality Product Review Detection in Opinion Summarization Liu et al, EMNLP-CoNLL 2007

• Identifying Expressions of Opinion in Context Breck et al, IJCAI 2007

• Splog detection using self-similarity analysis on blog temporal dynamics Lin et al, AIRWeb 2007

• Splog Detection using Content, Time and Link Structures Lin et al, ICME 2007

• Cooperation and quality in WikipediaWilkinson et. al., ACM 2007

• Unsupervised prediction of Citation influences Dietz et al, ICML 2007
• On the evolution of Wikipedia Almeida et. al., ICWSM 2007

• CRYSTAL: Analyzing Predictive Opinions on the Web Kim and Hovy, EMNLP-CoNLL 2007

• Structural Link Analysis from User Profiles and Friends Networks: A Feature Construction ApproachHsu et al, ICWSM 2007

• Fact Discovery in WikipediaAdafre et al, Web Intelligence 2007

• Identifying the Influentials in Blogosphere Agarwal et al, TR Arizona State U 2007

• Seeking Stable Clusters in the Blogosphere Bansal et al, VLDB 2007

• Towards Spam Detection at Ping Servers, P Kolari et al ICWSM 2007

• Is Britney Spears Spam? Zinman and Donath, CEAS 2007

• Splog detection using self-similarity analysis on blog temporal dynamics Lin et al, AIRWeb 2007

• Relaxed Online SVMs for Spam Filtering Sculley and Wachman, SIGIR 2007

• A Learning Approach to Spam Detection based on Social Networks Lam and Yeung, CEAS 2007

• A Quantitative Study of Forum Spamming Using Context-based Analysis, Niu et al, 2007

• Modeling relationships at multiple scales to improve accuracy of large recommender systems. Bell et al, KDD 2007

• Google news personalization: scalable online collaborative filtering. Das et al, WWW 2007

• Mining the Blogosphere: Age, gender and the varieties of self–expression, Argamom et al, 2007

• A Large-Scale Study of Link Spam Detection by Graph Algorithms Saito et al, AIRWEB 2007

• Learning Fast Classifiers for Image Spam Dredze et al, CEAS 2007

• Filtering Image Spam with Near-Duplicate Detection Wang et al, CEAS 2007

• Asymmetric Gradient Boosting with Application to Spam Filtering He et al, CEAS 2007

• Author Identification for Turkish Texts TAŞ et al, 2007

• UIC at TREC 2007 Blog Track Zhang and Yu, TREC 2007

• University of Glasgow at TREC 2007: Experiments in Blog and Enterprise Tracks with Terrier Hannah et al, TREC 2007

• UMass at TREC 2007 Blog Distillation Task Seo and Croft, TREC 2007

• Optimizing Web Search Using Social Annotations Bao et al, WWW 2007

• Towards Automatic Extraction of Event and Place Semantics from Flickr Tags Rattenbury et al, SIGIR 2007

• Know your Neighbors: Web Spam Detection using the Web Topology Castillo et al, SIGIR 2007

• Data Mining for Community Dynamics Falkowski et. al., 2007