Knowledge Discovery and Data Mining
Presents many fundamental technologies and recent advances in data mining and knowledge discovery.
TABLE OF CONTENTS Knowledge Discovery and Data Mining
List of Figures
Chapter 1: Estimating Concept Difficulty with Cross Entropy
- Figure 1.1: Concept Dispersion Visualised as a Probability Surface
Chapter 2: Analysing Outliers by Searching for Plausible Hypotheses
- Figure 2.1: Onchocerciasis ROC Results
- Figure 2.2: Glaucoma ROC Results
Chapter 3: Attribute-value Distribution as a Technique for Increasing the Efficiency of Data Mining
- Figure 3.1: Targeting a Restricted Class of Rules Involves a Trade off between Discovery Effort and Discovery Yield
Chapter 4: Using Background Knowledge with Attribute-Oriented Data Mining
- Figure 4.1: Concept Hierarchy for Attribute Job_Title
Chapter 5: A Development Framework for Temporal Data Mining
- Figure 5.1: Prototype System Architecture
- Figure 5.2: Relation Schemes in Sales Database
- Figure 5.3: Algorithm FLTIS
- Figure 5.4: Algorithm GTAR
Chapter 6: An Integrated Architecture for OLAP and Data Mining
- Figure 6.1: A Star Schema
- Figure 6.2: The Feedback Sandwich Model
- Figure 6.3: An Integrated Architecture for OLAP and Data Mining
Chapter 7: Empirical Studies of the Knowledge Discovery Approach to Health-Information Analysis
- Figure 7.1: The Knowledge-discovery Process
- Figure 7.2: Nonvariant Temperature Field
- Figure 7.3: Skewed Distribution of Field Values
- Figure 7.4: Outlying Data Point
- Figure 7.5: Normal Distribution Achieved
- Figure 7.6: Data Mapped onto a Kohonen Self-organising Map
Chapter 8: Direct Knowledge Discovery and Interpretation from a Multilayer Perceptron Network which Performs Low-back-pain Classification
- Figure 8.1: A Multilayer Perceptron Network
- Figure 8.2: Significant Inputs for an Input Case
- Figure 8.3: Negated Significant Inputs for an Input Case
Chapter 9: Discovering Knowledge from Low-quality Meteorological Databases
- Figure 9.1: Frequency of Missing Values in Initial Database
- Figure 9.2:...
Copyright The Institution of Electrical Engineers 1999 under license agreement with Books24x7
