发帖
雷达卡
本书简介了各种Analytical Techniques，并详实描述了数种Business Analytical Techniques，目录（节选）如下：
Chapter 1 A Value-Centric PerspectiveTowards Analytics 1
Chapter 2 Analytical Techniques 28
Data Preprocessing 29
Denormalizing Data for Analysis 29
Sampling 30
Exploratory Analysis 31
Missing Values 31
Outlier Detection and Handling 32
Principal Component Analysis 33
Types of Analytics 37
Predictive Analytics 37
Linear Regression 38
Logistic Regression 39
Decision Trees 45
Neural Networks 52
Ensemble Methods 56
Bagging 57
Boosting 57
Random Forests 58
Evaluating Ensemble Methods 59
Evaluating Predictive Models 59
……
Chapter 3 Business Applications 114
Chapter 4 Uplift Modeling 154
Chapter 5 Profit-Driven AnalyticalTechniques 220
Profit-Driven Predictive Analytics 221
Cost-Sensitive Classification 234
Cost-Sensitive Regression 259
Profit-Driven Descriptive Analytics 267
Chapter 6 Profit-Driven Model Evaluation andImplementation 296
Chapter 7 Economic Impact 355
……
Profit Driven Business Analytics A Practitioner's Guide to Transforming Big.pdf
(9.22 MB, 需要: 8 个论坛币)
京公网安备 11010802022788号
