Advances in Data Mining

Applications and Theoretical Aspects

By: Petra Perner (Editor)

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Paperback | 10 July 2009

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416 Pages

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This volume comprises the proceedings of the Industrial Conference on Data Mining (ICDM 2009) held in Leipzig (www.data-mining-forum.de). For this edition the Program Committee received 130 submissions. After the pe- review process, we accepted 32 high-quality papers for oral presentation that are included in this book. The topics range from theoretical aspects of data mining to app- cations of data mining, such as on multimedia data, in marketing, finance and telec- munication, in medicine and agriculture, and in process control, industry and society. Ten papers were selected for poster presentations that are published in the ICDM Poster Proceedings Volume by ibai-publishing (www.ibai-publishing.org). In conjunction with ICDM two workshops were run focusing on special hot app- cation-oriented topics in data mining. The workshop Data Mining in Marketing DMM 2009 was run for the second time. The papers are published in a separate workshop book "Advances in Data Mining on Markting" by ibai-publishing (www.ibai-publishing.org). The Workshop on Case-Based Reasoning for Multimedia Data CBR-MD ran for the second year. The papers are published in a special issue of the International Journal of Transactios on Case-Based Reasoning (www.ibai-publishing.org/journal/cbr).

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You Can Find This Book In

Non-Fiction Computing & I.T.Databases Data Mining Graphical & Digital Media Applications Computer Hardware Maintenance & Repairs Information Technology General Issue Computer Science Image Processing Information Retrieval Artificial Intelligence

Expert Systems & Knowledge-Based Systems Computer Vision

Invited Talk
Distances in Classification	p. 1
Data mining in Medicine and Agriculture
Electronic Nose Ovarian Carcinoma Diagnosis Based on Machine Learning Algorithms	p. 13
Data Mining of Agricultural Yield Data: A Comparison of Regression Models	p. 24
Study of Principal Components on Classification of Problematic Wine Fermentations
A Data Mining Method for Finding Hidden Relationship in Blood and Urine Examination Items for Health Check	p. 44
Application of Classification Association Rule Mining for Mammalian Mesenchymal Stem Cell Differentiation	p. 51
Computer-Aided Diagnosis in Brain Computed Tomography Screening	p. 62
Knowledge Representation in Difficult Medical Diagnosis	p. 73
Data Mining in Marketing, Finance and Telecommunication
Forecasting Product Life Cycle Phase Transition Points with Modular Neural Networks Based System	p. 88
Visualizing the Competitive Structure of Online Auctions	p. 103
Credit Risk Handling in Telecommunication Sector	p. 117
Sales Intelligence Using Web Mining	p. 131
A Sales Forecast Model for the German Automobile Market Based on Time Series Analysis and Data Mining Methods	p. 146
Data Mining in Process Control, Industry and Society
Screening Paper Runnability in a Web-Offset Pressroom by Data Mining	p. 161
Evaluation of Distraction in a Driver- Vehicle-Environment Framework: An Application of Different Data-Mining Techniques	p. 176
SO_MAD: SensOr Mining for Anomaly Detection in Railway Data	p. 191
Online Mass Flow Prediction in CFB Boilers	p. 206
Integrating Data Mining and Agent Based Modeling and Simulation	p. 220
Combining Multidimensional Scaling and Computational Intelligence for Industrial Monitoring	p. 232
A Case of Using Formal Concept Analysis in Combination with Emergent Self Organizing Maps for Detecting Domestic Violence	p. 247
Data Mining on Multimedia Data
Ordinal Evaluation: A New Perspective on Country Images	p. 261
Evaluation of Fusion for Similarity Searching in Online Handwritten Documents	p. 276
Self-training Strategies for Handwriting Word Recognition	p. 291
On a New Similarity Analysis in Frequency Domain for Mining Faces within a Complex Background	p. 301
Theoretical Aspects of Data Mining
Clustering with Domain Value Dissimilarity for Categorical Data	p. 310
The Normalized Compression Distance as a Distance Measure in Entity Identification	p. 325
Attribute Constrained Rules for Partially Labeled Sequence Completion	p. 338
Mining Determining Sets for Partially Defined Functions	p. 353
On the integration of Neural Classifiers through Similarity Analysis of Higher Order Features	p. 361
On Cellular Network Channels Data Mining and Decision Making through Ant Colony Optimization and Multi Agent Systems Strategies	p. 372
Responsible Data Releases	p. 388
Author Index	p. 401
Table of Contents provided by Ingram. All Rights Reserved.

Advances in Data Mining

Applications and Theoretical Aspects

At a Glance

Paperback

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How to return your order

Defective items

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