Fundamentals of Predictive Analytics with JMP 3rd Edition by Klimberg 9781685800017 1685800017

Fundamentals of Predictive Analytics with JMP 3rd Edition Klimberg – Ebook Instant Download/Delivery ISBN(s): 9781685800277, 1685800270, 9781685800017, 1685800017

Product details:

• ISBN 10:  1685800017
• ISBN 13: 9781685800017
• Author: Ron Klimberg

Written for students in undergraduate and graduate statistics courses, as well as for the practitioner who wants to make better decisions from data and models, this updated and expanded third edition of Fundamentals of Predictive Analytics with JMP bridges the gap between courses on basic statistics, which focus on univariate and bivariate analysis, and courses on data mining and predictive analytics. Going beyond the theoretical foundation, this book gives you the technical knowledge and problem-solving skills that you need to perform real-world multivariate data analysis.

Table contents:

Chapter 1: Introduction

Chapter 2: Statistics Review

Chapter 3: Dirty Data

Chapter 4: Data Discovery with Multivariate Data

Chapter 5: Regression and ANOVA

Chapter 6: Logistic Regression

Chapter 7: Principal Components Analysis

Chapter 8: Least Absolute Shrinkage and Selection Operator and Elastic Net

Chapter 9: Cluster Analysis

Chapter 10: Decision Trees

Chapter 11: k-Nearest Neighbors

Chapter 12: Neural Networks

Chapter 13: Bootstrap Forests and Boosted Trees

Chapter 14: Model Comparison

Chapter 15: Text Mining

Chapter 16: Market Basket Analysis

Chapter 17: Time Series Forecasting

Chapter 18: Statistical Storytelling

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