Next Generation of Data-Mining Applications

Cover Image Copyright Year: 2005
Author(s): Mehmed Kantardzic; Jozef Zurada
Book Type: Wiley-IEEE Press
Content Type : Books
Topics: Communication, Networking & Broadcasting ;  Computing & Processing
  • Print

Abstract

Discover the next generation of data-mining tools and technology

This book brings together an international team of eighty experts to present readers with the next generation of data-mining applications. Unlike other publications that take a strictly academic and theoretical approach, this book features authors who have successfully developed data-mining solutions for a variety of customer types. Presenting their state-of-the-art methodologies and techniques, the authors show readers how they can analyze enormous quantities of data and make new discoveries by connecting key pieces of data that may be spread across several different databases and file servers. The latest data-mining techniques that will revolutionize research across a wide variety of fields including business, science, healthcare, and industry are all presented. Organized by application, the twenty-five chapters cover applications in:

  • Industry and business
  • Science and engineering
  • Bioinform tics and biotechnology
  • Medicine and pharmaceuticals
  • Web and text-mining
  • Security
  • New trends in data-mining technology
  • And much more . . .

Readers from a variety of disciplines will learn how the next generation of data-mining applications can radically enhance their ability to analyze data and open the doors to new opportunities. Readers will discover:

  • New data-mining tools to automate the evaluation and qualification of sales opportunities
  • The latest tools needed for gene mapping and proteomic data analysis
  • Sophisticated techniques that can be engaged in crime fighting and prevention

With its coverage of the most advanced applications, Next Generation of Data-Mining Applications is essential reading for all researchers working in data mining or who are tasked with making sense of an ever-growing quantity of data. The publication also serves as an excellent textbook for upper-level undergr duate and graduate courses in computer science, information management, and statistics.

  •   Click to expandTable of Contents

    • Full text access may be available. Click article title to sign in or learn about subscription options.

      Frontmatter

      Copyright Year: 2005

      Wiley-IEEE Press eBook Chapters

      The prelims comprise:

    • Half Title

    • IEEE Press Editorial Board Page

    • Title

    • Copyright

    • Next Generation of Data-Mining Applications

    • Contents

    • Contributors

    • Preface

    • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Trends in DataMining Applications: From Research Labs to Fortune 500 Companies

    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    The prelims comprise:

  • Introduction

  • Characteristics of the Next Generation of Data-Mining Applications

  • The Content of the Book

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Industrial Applications

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Mining Wafer Fabrication: Framework and Challenges

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Background

  • Related Work

  • Proposed Framework

  • Experimental Study

  • Conclusion

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Damage Detection Employing DataMining Techniques

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Problem Description

  • Methodology

  • Experimental Results

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Data Projection Techniques and Their Application in Sensor Array Data Processing

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Electronic Nose and Sensor Array

  • Linear Data Projection

  • Nonlinear Data Projection

  • Geonlm and Tetrahedral Mapping

  • Experiments and Empirical Comparison

  • Nonlinear Projections of Electronic Nose Data

  • Conclusions

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Business Applications

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    An Application of Evolutionary and Neural DataMining Techniques to Customer Relationship Management

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Application Details

  • State-of-the-Art: Application

  • Results

  • Summary and Outlook

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Sales Opportunity Miner: Data Mining for Automatic Evaluation of Sales Opportunity

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Problem Formulation

  • Related Work

  • Sales Opportunity Miner

  • Experimental Results and Model Evaluations

  • Conclusions

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    A Fully Distributed Framework for CostSensitive Data Mining

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Background on Cost-Sensitive Decision Making

  • Distributed Learning Systems

  • Experiment

  • Discussion

  • Related Work

  • Conclusions

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Application of Variable Precision Rough Set Approach to Car Driver Assessment

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Driver History Data

  • Variable Precision Rough Set Framework

  • Some Results and Interpretations

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgment

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Science and Engineering Applications

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Discovery of Patterns in Earth Science Data Using Data Mining

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Data Description and Data Sources

  • Data Preprocessing

  • Clustering

  • Association Analysis

  • Query Processing

  • Other Techniques

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    An Active Learning Approach to Egeria Densa Detection in Digital Imagery

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Egeria Detection

  • Conventional Approaches

  • An Active Learning Approach

  • Dual Ensembles for Active Learing

  • Empirical Study

  • Summary and Conclusion

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Experiences in Mining Data from Computer Simulations

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • A Brief Introduction to Simulation Data

  • Role of Data Mining in Computer Simulations

  • Similarity-Based Object Retrieval

  • Challenges and Opportunities in Mining Simulation Data

  • Summary

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Statistical Modeling of LargeScale Scientific Simulation Data

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Scientific Simulation Data in Mesh Format

  • Statistical Model Generators for Scientific Data

  • Future Directions

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Bioinformatics and Biotechnology Applications

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Data Mining for Gene Mapping

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Genetic Concepts

  • Gene Mapping

  • Haplotype Similarity

  • Haplotype Clustering

  • Discussion

  • This chapter contains sections titled:

  • References

  • Appendix A: Simulation of Data

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    DataMining Techniques for Microarray Data Analysis

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Existing Tools

  • Improved Tools

  • Conclusions

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    The Use of Emerging Patterns in the Analysis of Gene Expression Profiles for the Diagnosis and Understanding of Diseases

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Prediction by Collective Likelihood Based on Emerging Patterns

  • Selection of Relevant Genes

  • Diagnosis of Disease State or Subtype

  • Derivation of Treatment Plan

  • Understanding of Molecular Circuit

  • Closing Remarks

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Proteomic Data Analysis: Pattern Recognition for Medical Diagnosis and Biomarker Discovery

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Proteomic Data Analysis

  • Biomarker Discovery

  • Conclusion

  • This chapter contains sections titled:

  • Acknowledgments

  • Appendix: Proteomics Methods and Technologies

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Medical and Pharmaceutical Applications

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Discovering Patterns and Reference Models in the Medical Domain of Isokinetics

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Related Work

  • Preprocessing and Cleaning Patient Isokinetic Records

  • Discovering Patterns

  • Algorithm to Create Reference Models for Population Groups

  • Evaluation

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Mining the Cystic Fibrosis Data

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Background and Related Work

  • The Cystic Fibrosis Project

  • Summary

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Web and Text-Mining Applications

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    On Learning Strategies for TopicSpecific Web Crawling

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • The Learning Crawler Framework

  • Use of Linkage-Based Techniques

  • On the Merits of Combining User and Linkage Information for Topical Resource Discovery

  • Conclusions and Summary

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    On Analyzing Web Log Data: A Parallel SequenceMining Algorithm

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Related Work

  • Click Stream Analysis: An Integrated Solution

  • Performance and a Sample Business Analysis

  • Future Work and Conclusion

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Interactive Methods for Taxonomy Editing and Validation

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Gene Rating a Taxonomy

  • Viewing the Taxonomy

  • Editing the Taxonomy

  • Validation

  • Text Analysis Versus Structured Information

  • Usage Scenario: Interactive Text Mining on Discussion Forum Data

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Security Applications

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    The Use of DataMining Techniques in Operational Crime Fighting

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Business Understanding

  • Data Understanding

  • Data Preparation

  • Model Building

  • Validation

  • Discussion

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Using Data Mining for Intrusion Detection

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Related Work

  • System Architecture and Data Analysis Flow

  • Data Format

  • Data Mining

  • Event-Rate Analysis and Temporal Association

  • Clustering

  • Application Scenario

  • Conclusions

  • This chapter contains sections titled:

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    New Trends in DataMining Technology

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Mining Closed and Maximal Frequent Itemsets

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Preliminaries

  • Existing Approaches for Closed and Maximal Itemset Mining

  • Efficient CFI and MFI Mining: Charm and Genmax

  • Experimental Results

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Using Fractals in Data Mining

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • Intrinsic Dimensionality

  • Applications

  • Related Work

  • Summary

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Genetic Search for Logic Structures in Data

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

    This chapter contains sections titled:

  • Introduction

  • The Basic Types of Logic Neurons

  • Relationships of Fuzzy Neurons with Fuzzy Relational Equations

  • A General Topology of the Network

  • The Evolutionary Development of the Network

  • Interfaces of Fuzzy Networks

  • Interpretation Aspects of the Networks

  • Experimental Studies

  • Conclusions

  • This chapter contains sections titled:

  • Acknowledgments

  • References

  • View full abstract»

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    Index

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters

  • Full text access may be available. Click article title to sign in or learn about subscription options.

    About the Editors

    Next Generation of Data-Mining Applications
    Copyright Year: 2005

    Wiley-IEEE Press eBook Chapters



  • On This Page

    Recently Published

    Learn More About