Title page -- Contents -- Acknowledgements -- Introduction -- Data Mining -- Propositional Data Mining -- Structured Data Mining -- Multi-Relational Data Mining -- Outline of this text -- Structured Data Mining -- Structured Data -- Search -- Structured Data Mining Paradigms -- A Comparison -- What's in a Name? -- Multi-Relational Data -- Structured Data in Relational Form -- Multi-Relational Data Models -- Structure of the Data Model -- Tables and their Roles -- Directions -- Multi-Relational Patterns -- Local Structure -- Pattern language -- Refinements -- Pattern Complexity -- Characteristics of Multi-Relational Patterns -- Numeric Data -- Discretisation -- Multi-Relational Rule Discovery -- Rule Discovery -- Implementation -- Experiments -- Related Work -- Multi-Relational Decision Tree Induction -- Extended Selection Graphs -- Refinements -- Multi-Relational Decision Trees -- Look-Ahead -- Two Instances -- MRDTL -- Mr-SMOTI -- Aggregate Functions -- Aggregate Functions -- Aggregation -- Aggregate Functions & Association-width -- Aggregate Functions & Propositionalisation -- Propositionalisation -- The RollUp Algorithm -- Experiments -- Musk -- Mutagenesis -- Financial -- Discussion -- Aggregate functions -- Propositionalisation -- Related Work -- Aggregate Functions & Rule Discovery -- Generalised Selection Graphs -- Refinement Operator -- Experiments -- Mutagenesis -- Financial -- MRDM Primitives -- An MRDM Architecture -- Data Mining Primitives -- Selection Graphs -- Association Refinement -- Nominal Condition Refinement -- Numeric Condition Refinement -- Extended Selection Graphs -- Generalised Selection Graphs -- Association Refinement -- Nominal Condition Refinement -- Numeric Condition Refinement -- AggregateCrossTable -- MRDM in Action -- An MRDM Project Blueprint -- An MRDM Project -- Data Understanding -- Data Preparation.

An MRDM Pre-processing Consultant -- Transformation Rules -- Denormalise -- Normalise -- Reverse Pivot -- Aggregate -- Select Attributes -- Select tables -- Create Indexes -- Conclusion -- Contributions -- Validity of MRDM Approach -- Overview of Algorithms -- Conclusion -- Pattern Languages -- Improved Search -- Appendix A: MRML -- Bibliography -- Index.