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Data Mining and Knowledge Discovery Handbook

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Cover of 'Data Mining and Knowledge Discovery Handbook'

Table of Contents

  1. Altmetric Badge
    Book Overview
  2. Altmetric Badge
    Chapter 1 Introduction to Knowledge Discovery in Databases
  3. Altmetric Badge
    Chapter 2 Data Cleansing
  4. Altmetric Badge
    Chapter 3 Handling Missing Attribute Values
  5. Altmetric Badge
    Chapter 4 Geometric Methods for Feature Extraction and Dimensional Reduction
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    Chapter 5 Dimension Reduction and Feature Selection
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    Chapter 6 Discretization Methods
  8. Altmetric Badge
    Chapter 7 Outlier Detection
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    Chapter 8 Introduction to Supervised Methods
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    Chapter 9 Decision Trees
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    Chapter 10 Bayesian Networks
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    Chapter 11 Data Mining within a Regression Framework
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    Chapter 12 Support Vector Machines
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    Chapter 13 Rule Induction
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    Chapter 14 Visualization and Data Mining for High Dimensional Datasets
  16. Altmetric Badge
    Chapter 15 Clustering Methods
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    Chapter 16 Association Rules
  18. Altmetric Badge
    Chapter 17 Frequent Set Mining
  19. Altmetric Badge
    Chapter 18 Constraint-Based Data Mining
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    Chapter 19 Link Analysis
  21. Altmetric Badge
    Chapter 20 Evolutionary Algorithms for Data Mining
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    Chapter 21 Reinforcement-Learning: An Overview from a Data Mining Perspective
  23. Altmetric Badge
    Chapter 22 Neural Networks
  24. Altmetric Badge
    Chapter 23 On the Use of Fuzzy Logic in Data Mining
  25. Altmetric Badge
    Chapter 24 Granular Computing and Rough Sets
  26. Altmetric Badge
    Chapter 25 Statistical Methods for Data Mining
  27. Altmetric Badge
    Chapter 26 Logics for Data Mining
  28. Altmetric Badge
    Chapter 27 Wavelet Methods in Data Mining
  29. Altmetric Badge
    Chapter 28 Fractal Mining
  30. Altmetric Badge
    Chapter 29 Interesting Measures
  31. Altmetric Badge
    Chapter 30 Quality Assessment Approaches in Data Mining
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    Chapter 31 Data Mining Model Comparison
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    Chapter 32 Data Mining Query Languages
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    Chapter 33 Meta-Learning
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    Chapter 34 Bias vs Variance Decomposition for Regression and Classification
  36. Altmetric Badge
    Chapter 35 Mining with Rare Cases
  37. Altmetric Badge
    Chapter 36 Mining Data Streams
  38. Altmetric Badge
    Chapter 37 Mining High-Dimensional Data
  39. Altmetric Badge
    Chapter 38 Text Mining and Information Extraction
  40. Altmetric Badge
    Chapter 39 Spatial Data Mining
  41. Altmetric Badge
    Chapter 40 Data Mining for Imbalanced Datasets: An Overview
  42. Altmetric Badge
    Chapter 41 Relational Data Mining
  43. Altmetric Badge
    Chapter 42 Web Mining
  44. Altmetric Badge
    Chapter 43 A Review of Web Document Clustering Approaches
  45. Altmetric Badge
    Chapter 44 Causal Discovery
  46. Altmetric Badge
    Chapter 45 Ensemble Methods for Classifiers
  47. Altmetric Badge
    Chapter 46 Decomposition Methodology for Knowledge Discovery and Data Mining
  48. Altmetric Badge
    Chapter 47 Information Fusion
  49. Altmetric Badge
    Chapter 48 Parallel and Grid-Based Data Mining
  50. Altmetric Badge
    Chapter 49 Collaborative Data Mining
  51. Altmetric Badge
    Chapter 50 Organizational Data Mining
  52. Altmetric Badge
    Chapter 51 Mining Time Series Data
  53. Altmetric Badge
    Chapter 52 Data Mining in Medicine
  54. Altmetric Badge
    Chapter 53 Learning Information Patterns in Biological Databases
  55. Altmetric Badge
    Chapter 54 Data Mining for Selection of Manufacturing Processes
  56. Altmetric Badge
    Chapter 55 Data Mining of Design Products and Processes
  57. Altmetric Badge
    Chapter 56 Data Mining in Telecommunications
  58. Altmetric Badge
    Chapter 57 Data Mining for Financial Applications
  59. Altmetric Badge
    Chapter 58 Data Mining for Intrusion Detection
  60. Altmetric Badge
    Chapter 59 Data Mining for Software Testing
  61. Altmetric Badge
    Chapter 60 Data Mining for CRM
  62. Altmetric Badge
    Chapter 61 Data Mining for Target Marketing
  63. Altmetric Badge
    Chapter 62 Weka
  64. Altmetric Badge
    Chapter 63 Oracle Data Mining
  65. Altmetric Badge
    Chapter 64 Building Data Mining Solutions With OLE DB for DM and XML for Analysis
  66. Altmetric Badge
    Chapter 65 LERS—A Data Mining System
  67. Altmetric Badge
    Chapter 66 GainSmarts Data Mining System for Marketing
  68. Altmetric Badge
    Chapter 67 Wizsoft’s Wizwhy
  69. Altmetric Badge
    Chapter 68 DataEngine
Attention for Chapter 7: Outlier Detection
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295 Mendeley
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Chapter title
Outlier Detection
Chapter number 7
Book title
Data Mining and Knowledge Discovery Handbook
Published by
Springer US, January 2005
DOI 10.1007/0-387-25465-x_7
Book ISBNs
978-0-387-24435-8, 978-0-387-25465-4
Authors

Irad Ben-Gal, Ben-Gal, Irad

Editors

Oded Maimon, Lior Rokach

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 295 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United States 6 2%
Norway 2 <1%
Brazil 2 <1%
France 1 <1%
Germany 1 <1%
Colombia 1 <1%
Italy 1 <1%
Thailand 1 <1%
Israel 1 <1%
Other 0 0%
Unknown 279 95%

Demographic breakdown

Readers by professional status Count As %
Student > Master 68 23%
Student > Ph. D. Student 63 21%
Researcher 45 15%
Student > Bachelor 20 7%
Student > Postgraduate 14 5%
Other 52 18%
Unknown 33 11%
Readers by discipline Count As %
Computer Science 77 26%
Engineering 51 17%
Agricultural and Biological Sciences 18 6%
Mathematics 16 5%
Business, Management and Accounting 13 4%
Other 74 25%
Unknown 46 16%