Mining Imperfect Data: Dealing with Contamination and Incomplete Records
Ronald K. Pearson · 2005
Preface 1. Introduction 2. Imperfect datasets 3. Univariate outlier detection 4. Data pretreatment 5. What is a 'good' data characterization? 6. Generalized sensitivity analysis 7. Sampling schemes for a fixed dataset 8. Concluding remarks and open questions Bibliography Index.