César Pérez López

(Author)

DATA MINING and MACHINE LEARNING. CLASSIFICATION PREDICTIVE TECHNIQUES: SUPPORT VECTOR MACHINE, LOGISTIC REGRESSION, DISCRIMINANT ANALYSIS and DECISIOPaperback, 12 November 2021

DATA MINING and MACHINE LEARNING. CLASSIFICATION PREDICTIVE TECHNIQUES: SUPPORT VECTOR MACHINE, LOGISTIC REGRESSION, DISCRIMINANT ANALYSIS and DECISIO
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Print Length
244 pages
Language
English
Publisher
Lulu.com
Date Published
12 Nov 2021
ISBN-10
1794826386
ISBN-13
9781794826380

Description

Data Mining and Machine Learning uses two types of techniques: predictive techniques (supervised techniques), which trains a model on known input and output data so that it can predict future outputs, and descriptive techniques (unsupervised techniques), which finds hidden patterns or intrinsic structures in input data. The aim of predictive techniques is to build a model that makes predictions based on evidence in the presence of uncertainty. A predictive algorithm takes a known set of input data and known responses to the data (output) and trains a model to generate reasonable predictions for the response to new data. Classification models predict categorical responses, for example, whether an email is genuine or spam, or whether a tumor is cancerous or benign. Typical applications include medical research, fraud detection, and credit scoring. This book develops the most important classification predictive techniques: Logistic regression, discriminant analysis, decision trees and classification support vector machine. Exercises are solved with MATLAB software.

Product Details

Author:
César Pérez López
Book Format:
Paperback
Country of Origin:
US
Date Published:
12 November 2021
Dimensions:
29.69 x 21.01 x 1.3 cm
ISBN-10:
1794826386
ISBN-13:
9781794826380
Language:
English
Pages:
244
Publisher:
Weight:
594.21 gm

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