Web document analysis : challenges and opportunities / editors, Apostolos Antonacopoulos, Jianying Hu.

Format:

Book

Contributor:

Antonacopoulos, Apostolos.

Hu, Jianying, 1966-

Series:

Series in machine perception and artificial intelligence ; v. 55.

Series in machine perception and artificial intelligence ; v. 55

Language:

English

Subjects (All):

Data mining.

Internet searching.

Physical Description:

1 online resource (346 p.)

Edition:

1st ed.

Place of Publication:

Singapore ; River Edge, NJ : World Scientific, 2003.

Language Note:

English

Summary:

This book provides the first comprehensive look at the emerging field of web document analysis. It sets the scene in this new field by combining state-of-the-art reviews of challenges and opportunities with research papers by leading researchers. Readers will find in-depth discussions on the many diverse and interdisciplinary areas within the field, including web image processing, applications of machine learning and graph theories for content extraction and web mining, adaptive web content delivery, multimedia document modeling and human interactive proofs for web security.

Contents:

CONTENTS; PREFACE; Part I. Content Extraction and Web Mining; CHAPTER 1 CLUSTERING OF WEB DOCUMENTS USING A GRAPH MODEL; 1. Introduction; 2. Graphs: Formal Notation; 3. The Extended k-Means Clustering Algorithm; 4. Clustering of Web Documents using the Graph Model; 5. Experimental Results; Acknowledgments; References; CHAPTER 2 APPLICATIONS OF GRAPH PROBING TO WEB DOCUMENT ANALYSIS; 1. Introduction; 2. Related Work; 3. A Formalism for Graph Probing; 4. Experimental Evaluation; 4.1. Graph Model; 4.2. Generating ""Random"" Collections of Web Pages; 4.3. Experiment #1: Full Graph Matching

4.4. Experiment #2: Subgraph Matching 5. Conclusions; 6. Acknowledgments; References; CHAPTER 3 WEB STRUCTURE ANALYSIS FOR INFORMATION MINING; 1. Introduction; 2. Object Model Architecture; 2.1. HTML Parsing Library; 2.2. Single-Slot HTML Parsing Functions; 2.3. Multi-Slot/Pattern HTML Parsing Functions; 3. User Interface; 4. News Article Extraction; 5. Link Extraction; 6. Stock Quote Extraction; 7. Conclusion; Acknowledgment; References; CHAPTER 4 NATURAL LANGUAGE PROCESSING FOR WEB DOCUMENT ANALYSIS; 1. Introduction; 2. Design Principles; 2.1. Why XML?; 2.2. User Orientation

2.3. Portability 3. Document Suite XDOC; 3.1. Preprocessing Module; 3.1.1. HTML Cleaner; 3.1.2. Structure Tagger; 3.1.3. POS Tagger; 3.2. Syntactic Module; 3.2.1. Syntactic Parser; 3.2.2. Phrase Detector; 3.3. Corpus Based Module; 3.4. Semantic Module; 3.4.1. Semantic Tagger; 3.4.2. Case Frame Analysis; 3.4.3. Semantic Interpretation of Syntactic Structure; 4. Related Work; 5. Conclusion; References; Part II. Document Analysis for Adaptive Content Delivery; CHAPTER 5 REFLOWABLE DOCUMENT IMAGES; 1. Introduction; 2. Image and Layout Analysis; 2.1. Text/Image Segmentation; 2.2. Preprocessing

2.3. Layout Analysis 3. HTML-Based Representations; 4. Reader Applications; 5. New Document Formats; 6. Summary and Conclusions; Acknowledgments; References; CHAPTER 6 EXTRACTION AND MANAGEMENT OF CONTENT FROM HTML DOCUMENTS; 1. Introduction; 2. Research Direction; 3. Current State of the Art; 3.1 Handcrafting; 3.2 Transcoding; 3.3 Adaptive Re-authoring; 4. Proposed Approach; 4.1. Web Page Segmentation; 4.2. Contextual Analysis and Segment Labeling; 4.3. Web-Page Summarization; 4.4. Post-processing; 4.5. Overall Summary of the Content Extraction and Display Process; 5. Results; 6. Discussion

6.1 Web Page Segmentation 6.2 Contextual Analysis and Segment Labeling; 6.3 Web-Page Summarization; 6.4. Display Capabilities; 6.5. Language Independence; 6.6. Current State of Research; 6.7. Supported Devices; 7. Concluding Remarks; References; CHAPTER 7 HTML PAGE ANALYSIS BASED ON VISUAL CUES; 1. Introduction; 1.1. Document Analysis for Search Engines; 1.2. Document Analysis for Adaptive Content Delivery; 2. Visual Similarity of HTML Objects; 2.1. Visual Similarity of Simple Objects; 2.2. Visual Similarity of Container Objects; 3. Pattern Detection and Construction of Structured Documents

3.1. Quantization

Notes:

Description based upon print version of record.

Includes bibliographical references and index.

ISBN:

9786611928094

9781281928092

1281928097

9789812775375

9812775374

OCLC:

879023573