{"product_id":"machine-learning-for-business-analytics-9781119829836","title":"Machine Learning for Business Analytics","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eForeword xix\u003c\/p\u003e \u003cp\u003ePreface to the Fourth Edition xxi\u003c\/p\u003e \u003cp\u003eAcknowledgments xxv\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART I PRELIMINARIES\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 1 Introduction 3\u003c\/p\u003e \u003cp\u003eCHAPTER 2 Overview of the Machine Learning Process 15\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART II DATA EXPLORATION AND DIMENSION REDUCTION\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 3 Data Visualization 59\u003c\/p\u003e \u003cp\u003eCHAPTER 4 Dimension Reduction 91\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART III PERFORMANCE EVALUATION\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 5 Evaluating Predictive Performance 115\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART IV PREDICTION AND CLASSIFICATION METHODS\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 6 Multiple Linear Regression 151\u003c\/p\u003e \u003cp\u003eCHAPTER 7 k-Nearest-Neighbors (k-NN) 169\u003c\/p\u003e \u003cp\u003eCHAPTER 8 The Naive Bayes Classifier 181\u003c\/p\u003e \u003cp\u003eCHAPTER 9 Classification and Regression Trees 197\u003c\/p\u003e \u003cp\u003eCHAPTER 10 Logistic Regression 229\u003c\/p\u003e \u003cp\u003eCHAPTER 11 Neural Nets 257\u003c\/p\u003e \u003cp\u003eCHAPTER 12 Discriminant Analysis 283\u003c\/p\u003e \u003cp\u003eCHAPTER 13 Generating, Comparing, and Combining Multiple Models 303\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART V INTERVENTION AND USER FEEDBACK\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 14 Experiments, Uplift Modeling, and Reinforcement Learning 319\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART VI MINING RELATIONSHIPS AMONG RECORDS\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 15 Association Rules and Collaborative Filtering 341\u003c\/p\u003e \u003cp\u003eCHAPTER 16 Cluster Analysis 369\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART VII FORECASTING TIME SERIES\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 17 Handling Time Series 401\u003c\/p\u003e \u003cp\u003eCHAPTER 18 Regression-Based Forecasting 415\u003c\/p\u003e \u003cp\u003eCHAPTER 19 Smoothing Methods 445\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART VIII DATA ANALYTICS\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 20 Social Network Analytics 467\u003c\/p\u003e \u003cp\u003eCHAPTER 21 Text Mining 487\u003c\/p\u003e \u003cp\u003eCHAPTER 22 Responsible Data Science 507\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePART IX CASES\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eCHAPTER 23 Cases 537\u003c\/p\u003e \u003cp\u003eReferences 575\u003c\/p\u003e \u003cp\u003eData Files Used in the Book 577\u003c\/p\u003e \u003cp\u003eIndex 579\u003c\/p\u003e","brand":"John Wiley \u0026 Sons Inc","offers":[{"title":"Default Title","offer_id":49407165202775,"sku":"9781119829836","price":98.96,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9781119829836.jpg?v=1730498400","url":"https:\/\/bookcurl.com\/products\/machine-learning-for-business-analytics-9781119829836","provider":"Book Curl","version":"1.0","type":"link"}