Mining Multimedia and Complex Data: KDD Workshop MDM/KDD 2002, PAKDD Workshop KDMCD 2002, Revised Papers / Edition 1

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Overview

This book presents a collection of thoroughly refereed revised papers selected from two international workshops on mining complex data: Multimedia Data Mining, MDM/KDD at KDD 2002 and Knowledge Discovery from Multimedia and Complex Data, KDMCD at PAKDD 2002.

The 17 revised full papers presented together with a detailed introduction give a coherent survey of the state of the art in the area. Among the topics addressed are mining spatial multimedia data, mining audio data and multimedia support, mining image and video data, frameworks for multimedia mining, multimedia for information retrieval, and applications of multimedia mining.

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Table of Contents

Subjective Interpretation of Complex Data: Requirements for Supporting Kansei Mining Process.- Multimedia Data Mining Framework for Raw Video Sequences.- Object Detection for Hierarchical Image Classification.- Mining High-Level User Concepts with Multiple Instance Learning and Relevance Feedback for Content-Based Image Retrieval.- Associative Classifiers for Medical Images.- An Innovative Concept for Image Information Mining.- Multimedia Data Mining Using P-Trees.- Scale Space Exploration for Mining Image Information Content.- Videoviews: A Content Based Video Description Schema and Database Navigation Tool.- The Community of Multimedia Agents.- Multimedia Mining of Collaborative Virtual Workspaces: An Integrative Framework for Extracting and Integrating Collaborative Process Knowledge.- STIFF: A Forecasting Framework for SpatioTemporal Data.- Mining Propositional Knowledge Bases to Discover Multi-level Rules.- Meta-classification: Combining Multimodal Classifiers.- Partition Cardinality Estimation in Image Repositories.- A Framework for Customizable Sports Video Management and Retrieval.- Style Recognition Using Keyword Analysis.

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