Clustering techniques with special emphasis to Document clustering: a state-of-the-art report

The biggest problem of today’s Information society is overabundance of information on any one topic; this presents a challenge for the information professional as well as the user of information. Moreover, for many information users of different levels, the problem is, a lack of appropriate information, namely, one which they can easily comprehend, assimilate and make use of with a certain amount of confidence and reliability within the framework of their own environment. Hence, the crux of the problem lies in the improper packaging of information not the overabundance; the information needs to be packaged in a form that should be useful to different groups of users. This only can ensure fruitful use of existing information. State-of-the-art report is one such kind of information product.

Author: Aparajita Suman

Source: Documentation and Research Training Centre, Indian Statistical Institute

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Contents

CHAPTER ONE
GENERAL INTRODUCTION 1-5

1 Introduction 1
2 Project Work
2.1 Objectives 2
2.2 Purpose 2
2.3 Methodology adopted 2
2.4 Selection of clustering as a topic for SOTAR 3
2.5 State of the art report
2.5.1 Definition 5
2.5.2 Purpose 5
2.5.3 Use 5

CHAPTER TWO
CLUSTERING 6-35

1 Introduction to clustering 6
2 Definition and scope
2.1 Definition 6
2.2 Scope 8
3 Divisions and subdivisions of clustering 9
3.1 Partition based clustering 10
3.2 Hierarchy based clustering 12
3.3 Density based clustering 15
3.4 Grid based clustering 17
3.5 Model based clustering 20
4 Requirements and steps of clustering
4.1 Basic requirements for clustering 21
4.2 Clustering steps 23
5 Sources of information for clustering techniques
5.1 Textbooks on clustering 25
5.2 Primary journals in the area of clustering 34
5.3 Useful websites for clustering information 35

CHAPTER 3
EARLY EVOLUTION OF CLUSTERING (1920-1989) 36-65
1 Work done prior to 1970s 36
1.1 Evolution of clustering 36
1.2 Application of clustering techniques 37
2 Work done in 1970s 41
2.1 Development of clustering 41
2.2 Application of clustering 43
3 Work done in 1980s 54
3.1 Research in the area of clustering as a subject 54
3.2 Application of clustering 57

CHAPTER 4
A SYNOPTIC VIEW OF RECENT
DEVELOPMENTS IN CLUSTERING (1990-2004) 66-126

1 Work done in 1990s 66
1.1 Development of clustering as a subject in 1990s 66
1.2 Application of clustering 75
2 Work done from 2000 till date 98
2.1 Development of clustering in recent times 98
2.3 Application of clustering 104

CHAPTER 5
DOCUMENT CLUSTERING 127-137
Work done exclusively in the field of document clustering and
information retrieval
CHAPTER 6
CONCLUSION 138-140

REFERENCES & 141-173
BIBLIOGRAPHY

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