Predictive Analytics with KNIME: Analytics for Citizen Data Scientists
Author:   Frank Acito
Publisher:   Springer International Publishing AG
ISBN:  

9783031456329


Pages:   314
Publication Date:   30 November 2024
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Predictive Analytics with KNIME: Analytics for Citizen Data Scientists


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Author:   Frank Acito
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
ISBN:  

9783031456329


ISBN 10:   3031456327
Pages:   314
Publication Date:   30 November 2024
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Chapter 1 Introduction to analytics.- Chapter 2 Problem definition.- Chapter 3 Introduction to KNIME.- Chapter 4 Data preparation.- Chapter 5 Dimensionality reduction and feature extraction.- Chapter 6 Ordinary least squares regression.- Chapter 7 Logistic regression.- Chapter 8 Decision and regression trees.- Chapter 9 Naïve Bayes.- Chapter 10 k nearest neighbors.- Chapter 11 Neural networks.- Chapter 12 Ensemble models.- Chapter 13 Cluster analysis.- Chapter 14 Communication and deployment

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Frank Acito is Professor emeritus, Indiana University, Bloomington

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