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

Annotated Bibliography on Social Media Analysis

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1997

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

1998

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

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

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

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

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

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

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

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

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

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