SOLUTIONS MANUAL for Data Analytics: A Small Data Approach 1st Edition by Shuai Huang and Houtao Deng.|. All Chapters 1-10 (Complete Download). Table of Contents 1. INTRODUCTIO N Who will benefit from this book Overview of a Data Analytics Pipeline Topics in a Nutshell 2. ABSTRACTION Regression & tree models Overview Regression Models Tree Models 3. RECOGNITION Logistic regression & ranking Overview Logistic Regression Model A Ranking Problem by Pairwise Comparison Statistical Process Control using Decision Tree Exercise 4. RESONANCE Bootstrap & random forests Overview How Bootstrap Works Random Forests 5. LEARNING (I) Cross validation & OOB Overview Cross-Validation Out-of-bag error in Random Forest 6. DIAGNOSIS Residuals & heterogeneity Overview Diagnosis in Regression Diagnosis in Random Forests Clustering 7. LEARNING (II) SVM & ensemble Learning Overview Support Vector Machine Ensemble Learning data analytics 8. SCALABILITY LASSO & PCA Overview LASSO Principal Component Analysis 9. PRAG
