資訊檢索與擷取--教學進度表

Information Retrieval and Extraction
Course Schedul 2003

【 Homepage 】-> 【 Schedule 】【Project 】

S C H E D U L E T A B L E (T E N T A T I V E)
Week 1	Course Introduction
Week 2	Chapter 1: Introduction to Conventional Text-Retrieval Systems
Week 3	Chapter 7: Text Operations and Term Selection
Week 4	Chapter 8: Automatic Indexing: File Structures
Week 5	Double Tenth Day
Week 6	Program 1 Demonstration ;
Week 7	Chapter 2: Modeling
Week 8	Chapter 3: Retrieval Evaluation Chapter 5: Query Operation
Week 9	Introduction to Information Extraction Information extraction for Free Text
Week 10	IE for Semi-structured Document: Supervised Approach
Week 11	IE for Semi-structured Document: Unsupervised Approach
Week 12	Page Level Extraction: Equivalence Class Program 2 Demonstration
Week 13	Topic 1: Web Information Extraction Topic 2: Web IR
Week 14	Topic 3: Document Clustering Topic 4: Information Visualization
Week 15	Exam Topic 5: Link Analysis
Week 16	Web IR: Link Analysis
Week 17	Topic 6: Topic 7:

Program 1: Indexing

Document: : Text Research Collection Volume 5 - FBIS
Stemming Program
Porter, Lovins, AIRE Stemming System

Program 2: Ranking

Query: TREC-5 routing topics
Relevance Relevance Judgements File List
TREC evaluation program

Paper Reading Assignment

Inportant Notes:

Please choose one or several of the papers for your presentation.

Please email the powerpoint file (see guides for preparation) to me by Dec. 1.

Web IR
1. Devanshu Dhyani, Wee Keong Ng, Sourav S. Bhowmick. A survey of Web metrics December 2002. ACM Computing Surveys (CSUR), Volume 34 Issue 4
2. Mei Kobayashi, Koichi Takeda. Information retrieval on the web June 2000 ACM Computing Surveys (CSUR), Volume 32 Issue 2
3. Weiyi Meng, Clement Yu, King-Lup Liu. Building efficient and effective metasearch engines March 2002 ACM Computing Surveys (CSUR), Volume 34 Issue 1
Link Analysis
1. Gui-Rong Xue, Hua-Jun Zeng, Zheng Chen, Wei-Ying Ma, Hong-Jiang Zhang, Chao-Jun Lu. Implicit link analysis for small web search July 2003 Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
2. Jidong Wang, Zheng Chen, Li Tao, Wei-Ying Ma, Liu Wenyin Ranking user's relevance to a topic through link analysis on web logs November 2002 Proceedings of the fourth international workshop on Web information and data management
3. Longzhuang Li, Yi Shang, Wei Zhang. Improvement of HITS-based algorithms on web documents May 2002 Proceedings of the eleventh international conference on World Wide Web
4. Zheng Chen, Shengping Liu, Liu Wenyin, Geguang Pu, Wei-Ying Ma. Building a web thesaurus from web link structure July 2003 Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Document Clustering
1. F. Beil, M. Ester, and X. Xu. Frequent term-based text clustering. In Proc. 8th Int. Conf. on Knowledge Discovery and Data Mining (KDD)'2002.
2. Wei Xu, Xin Liu, Yihong Gong. Clustering: Document clustering based on non-negative matrix factorization SIGIR 2003
3. Bhushan Mandhani, Sachindra Joshi, Krishna Kummamuru. A matrix density based algorithm to hierarchically co-cluster documents and words May 2003 Proceedings of the twelfth international conference on World Wide Web
4. Ying Zhao, George Karypis. Web clustering: Evaluation of hierarchical clustering algorithms for document datasets November 2002 Proceedings of the eleventh international conference on Information and knowledge management
5. Anton Leuski. Evaluating document clustering for interactive information retrieval October 2001 Proceedings of the tenth international conference on Information and knowledge management
Text Categorization
1. Fabrizio Sebastiani. Machine learning in automated text categorization March 2002. ACM Computing Surveys (CSUR), Volume 34 Issue 1
2. Sheng Gao, Wen Wu, Chin-Hui Lee, Tat-Seng Chua. Text categorization: A maximal figure-of-merit learning approach to text categorization July 2003 Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
3. Inderjit S. Dhillon, Subramanyam Mallela, Rahul Kumar. Text classification: Enhanced word clustering for hierarchical text classification July 2002 Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Document Summarization
1. Mark Maybury & Interjeet Mani, Automatic Summarization, ACL/EACL 2001.
2. Dragomir Radev, Text Summarization, ACM SIGIR 2001.
3. Chuang W.T., Yang J. Extracting sentence segments for text summarization: a machine learning approach. SIGIR 2000
IE Systems
1. Arvind Arasu and Hector Garcia-Molina. Extracting Structured Data from Web Pages, ACM SIGMOD - 2003
2. Alberto H. F. Laender, Berthier A. Ribeiro-Neto, Altigran S. da Silva, Juliana S. Teixeira. A brief survey of web data extraction tools June 2002 ACM SIGMOD Record, Volume 31 Issue 2
3. Valter Crescenzi, Giansalvatore Mecca, Paolo Merialdo. RoadRunner: Towards Automatic Data Extraction from Large Web Sites [VLDB 2001: 109-118
4. Alberto H. F. Laender, Berthier A. Ribeiro-Neto. DEByE - Data Extraction By Example DKE 40(2): 121-154 (2002)
5. Robert Baumgartner, Sergio Flesca, Georg Gottlob. Information Extraction, Web Crawling, and Recursive Wrapping with Lixto LPNMR 2001: 21-41
6. C.-H. Chang. and S.-C. Lui. IEPAD: Information Extraction based on Pattern Discovery, In the Proceedings of the tenth International Conference on World Wide Web, pp. 681-688, May 2-6, 2001, Hong Kong.
7. W. W. Cohen and W. Fan. Learning Page-Independent Heuristics for Extracting Data from Web Pages. WWW8 / Computer Networks 31(11-16): 1641-1652 (1999)
Information Visualization
1. Darius Pfitzner, Vaughan Hobbs, David Powers. A unified taxonomic framework for information visualization January 2003 Proceedings of the Australian symposium on Information visualisation - Volume 24
2. Chaomei Chen, Ray J. Paul, Bob O'Keefe. Fitting the jigsaw of citation: information visualization in domain analysis February 2001 Journal of the American Society for Information Science and Technology, Volume 52 Issue 4
3. Chaomei Chen. Visualizing scientific paradigms: an introduction March 2003 Journal of the American Society for Information Science and Technology, Volume 54 Issue 5