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 ==== CIS798: Information Retrieval and Machine Learning ====
 === Meeting Time and Place ===
-Tuesday 3 to 4:30pm in Nichols 236
+Tuesday 3:30 to 5pm in Nichols 236
 === Schedule ===
@@ Line 42: / Line 43: @@
 Aarti Gupta, Tim Oates (2007). [[http://www.aaai.org/Papers/IJCAI/2007/IJCAI07-261.pdf|Using Ontologies and the Web to Learn Lexical Semantics]], IJCAI'07.
-/29 Vishal
+/29 & 11/03 Vishal
-Li-Ping Liu Yang Yu Yuan Jiang Zhi-Hua Zhou (2008). [[http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/icdm08c.pdf|TEFE: A Time-Efﬁcient Approach to Feature Extraction.]]
+Li-Ping Liu Yang Yu Yuan Jiang Zhi-Hua Zhou (2008). [[http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/icdm08c.pdf|TEFE: A Time-Efﬁcient Approach to Feature Extraction.]] (and SVM discussion)
-/03 Roshan
 /10 Surbhi
+Andrew Carlson, Justin Betteridge, Estevam R. Hruschka Jr. and Tom M. Mitchell. (2009) [[http://rtw.ml.cmu.edu/papers/cbl-sslnlp09.pdf|Coupling Semi-Supervised Learning of Categories and Relations.]] Proceedings of the NAACL HLT 2009 Workshop on Semi-supervised Learning for Natural Language Processing.
 /17 Shruti
+David Carmel, Haggai Roitman, Naama Zwerdling (2009). Enhancing Cluster Labeling Using Wikipedia. SIGIR 2009.
 /24 Sudhir
+Bin Zhou, Jian Pei and Zhaohui Tang (2008) [[http://www.siam.org/proceedings/datamining/2008/dm08_25_Zhou.pdf|A Spamicity Approach to Web Spam Detection]]. SIAM SDM 2008.
+/26 Thanksgiving
 /01 Rahul
-??? Bin Li, Qiang Yang and Xiangyang Xue (2009). [[http://ijcai.org/papers09/Papers/IJCAI09-338.pdf|Can Movies and Books Collaborate? Cross-Domain Collaborative Filtering for Sparsity Reduction]], IJCAI'09.
+/03 Roshan
 /08 Final Report Due
+=== Recommended Reading II ===
-=== Recommended Reading ===
+Liangcai Shu, Bo Long and Weiyi Meng: A Latent Topic Model for Complete Entity Resolution, ICDE 2009.
+The Slashdot Zoo: Mining a Social Network with Negative Edges, Jérôme Kunegis, Andreas Lommatzsch, Christian Bauckhage, WWW 2009.
+Community Gravity: Measuring Bidirectional Effects by Trust and Rating on Online Social Networks, Yutaka Matsuo, Hikaru Yamamoto, WWW 2009.
+Evaluating Similarity Measures for Emergent Semantics of Social Tagging, Benjamin Markines, Ciro Cattuto, Filippo Menczer, Dominik Benz, Andreas Hotho, Gerd Stumme, WWW 2009.
+Measuring the Similarity between Implicit Semantic Relations from the Web, Danushka Bollegala, Yutaka Matsuo, Mitsuru Ishizuka, WWW 2009.
+idMesh: Graph-Based Disambiguation of Linked Data, Philippe Cudré-Mauroux, Parisa Haghani, Michael Jost, Karl Abererm, Hermann De Meer, WWW 2009.
+Exploiting Web Search to Generate Synonyms for Entities, Surajit Chaudhuri, Venkatesh Ganti, Dong Xin, WWW 2009.
+StatSnowball: a Statistical Approach to Extracting Entity Relationships, Jun Zhu, Zaiqing Nie, Xiaojiang Liu,
+Bo Zhang, Ji-Rong Wen, WWW 2009.
+How Opinions are Received by Online Communities: A Case Study on Amazon.com Helpfulness Votes,
+Cristian Danescu-Niculescu-Mizil, Gueorgi Kossinets, Jon Kleinberg, Lillian Lee, WWW 2009.
+Learning to Recognize Reliable Users and Content in Social Media with Coupled Mutual Reinforcement
+Jiang Bian, Yandong Liu, Ding Zhou, Eugene Agichtein, Hongyuan Zha, WWW 2009.
+Populating the Semantic Web by Macro-Reading Internet Text.
+Tom M. Mitchell, Justin Betteridge, Andrew Carlson, Estevam Hruschka, and Richard Wang
+Invited paper, Proceedings of the 8th International Semantic Web Conference (ISWC 2009).
+Coupling Semi-Supervised Learning of Categories and Relations.
+Andrew Carlson, Justin Betteridge, Estevam R. Hruschka Jr. and Tom M. Mitchell.
+Proceedings of the NAACL HLT 2009 Workshop on Semi-supervised Learning for Natural Language Processing.
+A Bayesian Learning Approach to Promoting Diversity in Ranking for Biomedical Information Retrieval
+Xiangji Huang , Qinmin Hu (York University), SIGIR 2009.
+Enhancing Cluster Labeling Using Wikipedia
+David Carmel , Haggai Roitman , Naama Zwerdling (IBM Haifa Research Lab), SIGIR 2009.
+Refined Experts: Improving Classification in Large Taxonomies
+Paul N. Bennett (Microsoft Research), Nam Nguyen (Cornell University), SIGIR 2009.
+Learning Continuous-Time Social Network Dynamics, Yu Fan, Christian Shelton, UAI 2009.
+A Novel Lexicalized HMM-based Learning Framework for Web Opinion Mining (Jin, Hay Ho), ICML 2009.
+Learning Spectral Graph Transformations for Link Prediction (Kunegis, Lommatzsch), ICML 2009.
+Topic-Link LDA: Joint Models of Topic and Author Community (Liu, Niculescu-Mizil, Gryc), ICML 2009.
+Turning Down the Noise in the Blogosphere, Khalid El-Arini, Carnegie Mellon University; Gaurav Veda; Dafna Shahaf; Carlos Guestrin, KDD 2009.
+TANGENT: A Novel, "Surprise-Me", Recommendation Algorithm, Kensuke Onuma Sony Corporation; Hanghang Tong* CMU; Christos Faloutsos CMU, KDD 2009.
+Social Influence Analysis in Large-scale Networks, Jie Tang* Tsinghua University; Jimeng Sun IBM TJ Watson Research Center; Chi Wang Tsinghua Univ. KDD 2009.
+Learning Optimal Ranking with Tensor Factorization for Tag Recommendation
+Steffen Rendle* University of Hildesheim; Leandro Marinho University of Hildesheim; Alexandros Nanopoulos University of Hildesheim; Lars Schmidt-Thieme University of Hildesheim, KDD 2009.
+Finding a Team of Experts in Social Networks, Theodoros Lappas Univ of California Riverside; Kun Liu IBM Almaden; Evimaria Terzi* IBM Almaden, KDD 2009.
+Exploiting Wikipedia as External Knowledge for Document Clustering
+Tony Hu* Drexel University; Xiaodan Zhang Drexel Univerity; Caimei Lu Drexel University; E.K Park University of Missouri at Kansas City; Xiaohua Zhou Drexel University, KDD 2009.
+Exploring Social Tagging Graph for Web Object Classification, Zhijun Yin* University of Illinois; Rui Li ; Qiaozhu Mei ; Jiawei Han University of Illinois at Urbana-Champaign, KDD 2009.
+Extracting Discriminative Concepts for Domain Adaptation in Text Mining
+Bo Chen* CUHK; Wai Lam CUHK; Ivor Tsang NTU; Tak-lam Wong CUHK, KDD 2009.
+Efficient Methods for Topic Model Inference on Streaming Document Collections
+Limin Yao* University of Massachusetts Am; David Mimno University of Massachusetts Amherst; Andrew McCallum University of Massachusetts Amherst, KDD 2009.
+Efficient Influence Maximization in Social Networks, Wei Chen* Microsoft Research Asia; Yajun Wang Microsoft Research Asia; Siyu Yang Tsinghua University, KDD 2009.
+Combining Link and Content for Community Detection: A Discriminative Approach, Tianbao Yang* Michigan State University; Rong Jin Michigan State University; Yun Chi NEC Laboratories America; Shenghuo Zhu NEC Laboratories America Inc, KDD 2009.
+Connections between the Lines: Augmenting Social Networks with Text, Jonathan Chang* Princeton University; Jordan Boyd-Graber Princeton University; David Blei Princeton University, KDD 2009.
+Constant-Factor Approximation Algorithms for Identifying Dynamic Communities
+Chayant Tantipathananandh* UIC; Tanya Berger-Wolf UIC, KDD 2009.
+Collective Annotation of Wikipedia Entities in Web Text, Sayali Kulkarni IIT Bombay; Amit Singh IIT Bombay; Ganesh Ramakrishnan IIT Bombay; Soumen Chakrabarti* IIT Bombay, KDD 2009.
+Co-evolution of Social and Affiliation Networks, Hossam Sharara* University of Maryland; Elena Zheleva University of Maryland College Park; Lise Getoor University of Maryland, KDD 2009.
+Collaborative Filtering with Temporal Dynamics, Yehuda Koren* Yahoo! Research, KDD 2009.
+"TrBagg: A Simple Transfer Learning Method and Its Application to Personalization in Collaborative Tagging" Toshihiro Kamishima, Masahiro Hamasaki, and Shotaro Akaho, ICDM 2009.
+"Temporal Neighborhood Discovery using Markov Models"
+Sandipan Dey, Vandana Janeja, and Aryya Gangopadhyay, ICDM 2009.
+"Connecting Sparsely Distributed Similar Bloggers"
+Nitin Agarwal, Huan Liu, Shankara Subramanya, John Salerno, and Philip Yu, ICDM 2009.
+"iTopicModel: Information Network-Integrated Topic Modeling"
+Yizhou Sun, Jiawei Han, Jing Gao, and Yintao Yu, ICDM 2009.
+"Evaluating Statistical Tests for Within-Network Classifiers of Relational Data"
+Jennifer Neville, Brian Gallagher, and Tina Eliassi-Rad, ICDM 2009.
+=== Recommended Reading I ===
 Computing Semantic Relatedness using Wikipedia-based Explicit Semantic Analysis Gabrilovich, Evgeniy; Markovitch, Shaul, Proceedings of the 20th International Joint Conference on Artificial Intelligence, 2007.
@@ Line 198: / Line 308: @@
 D.M. Roy and L. Pack Kaelbling. Ecient Bayesian task-level transfer learning. In IJCAI, pages
 -2604, 2007.