List of Tables

Chapter 1: Estimating Concept Difficulty with Cross Entropy

Table 1.1: Exclusive-OR Over Two Binary Attributes
Table 1.2: Exclusive-OR Over Two Binary Attributes with y ₃ Irrelevant
Table 1.3: Contiguous Examples for y ₁ ? Y ₂
Table 1.4: Addition of an Irrelevant Attribute (y ₃) Results in Nonneighbouring Examples Becoming Contiguous
Table 1.5: ? _j Values for Various Data Sets
Table 1.6: 1-rule and C4.5 Error Rate Differences
Table 1.7: A Typical Type-2 Problem, Requiring Reformulation of Primitive Attributes
Table 1.8: ? _j and Values for Various Data Sets

Table 3.1: Conditional Probabilities of Attribute Values in the Contact-lens Data [8]
Table 3.2: Attribute-value Partitions of the Contact-lens Data Based on the ? Heuristic
Table 3.3: Attribute-value Partitions of the Contact-lens Data Based on the ? Heuristic
Table 3.4: Comparison of Exhaustive Rule Discovery and Rule Discovery by AVD Based on the ? and ? Heuristics in the Contact-lens Data
Table 3.5: Comparison of Exhaustive Rule Discovery and Rule Discovery by AVD Based on the ? Heuristic in the Project-outcome Dataset

Table 4.1: A Partial-Value Relation: Employee (m - male, f - female; Salary in Pounds)
Table 4.2: Eview a Partial-Value Relation
Table 4.3: Raw Table before Reengineering
Table 4.4: Mask Table
Table 4.5: Reengineered Table
Table...

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