ROC Analysis for Classification and Prediction in Practice

ROC Analysis for Classification and Prediction in Practice
Author :
Publisher : CRC Press
Total Pages : 234
Release :
ISBN-10 : 9781482233711
ISBN-13 : 1482233711
Rating : 4/5 (11 Downloads)

Book Synopsis ROC Analysis for Classification and Prediction in Practice by : Christos Nakas

Download or read book ROC Analysis for Classification and Prediction in Practice written by Christos Nakas and published by CRC Press. This book was released on 2023-05-15 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a unified and up-to-date introduction to ROC methodologies, covering both diagnosis (classification) and prediction. The emphasis is on the conceptual underpinning of ROC analysis and the practical implementation in diverse scientific fields. A plethora of examples accompany the methodologic discussion using standard statistical software such as R and STATA. The book arrives after two decades of intensive growth in both the methods and the applications of ROC analysis and presents a new synthesis. The authors provide a contemporary, integrated exposition of ROC methodology for both classification and prediction and include material on multiple-class ROC. This book avoids lengthy technical exposition and provides code and datasets in each chapter. Receiver Operating Characteristic Analysis for Classification and Prediction is intended for researchers and graduate students, but will also be useful for those that use ROC analysis in diverse disciplines such as diagnostic medicine, bioinformatics, medical physics, and perception psychology.


ROC Analysis for Classification and Prediction in Practice Related Books

ROC Analysis for Classification and Prediction in Practice
Language: en
Pages: 234
Authors: Christos Nakas
Categories: Mathematics
Type: BOOK - Published: 2023-05-15 - Publisher: CRC Press

DOWNLOAD EBOOK

This book presents a unified and up-to-date introduction to ROC methodologies, covering both diagnosis (classification) and prediction. The emphasis is on the c
The Statistical Evaluation of Medical Tests for Classification and Prediction
Language: en
Pages: 319
Authors: Margaret Sullivan Pepe
Categories: Medical
Type: BOOK - Published: 2003-03-13 - Publisher: OUP Oxford

DOWNLOAD EBOOK

This book describes statistical techniques for the design and evaluation of research studies on medical diagnostic tests, screening tests, biomarkers and new te
The Handbook of Medical Image Perception and Techniques
Language: en
Pages: 1478
Authors: Ehsan Samei
Categories: Science
Type: BOOK - Published: 2018-12-13 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

A state-of-the-art review of key topics in medical image perception science and practice, including associated techniques, illustrations and examples. This seco
Introduction to Data Science
Language: en
Pages: 836
Authors: Rafael A. Irizarry
Categories: Mathematics
Type: BOOK - Published: 2019-11-20 - Publisher: CRC Press

DOWNLOAD EBOOK

Introduction to Data Science: Data Analysis and Prediction Algorithms with R introduces concepts and skills that can help you tackle real-world data analysis ch
Supervised Machine Learning for Text Analysis in R
Language: en
Pages: 402
Authors: Emil Hvitfeldt
Categories: Computers
Type: BOOK - Published: 2021-10-22 - Publisher: CRC Press

DOWNLOAD EBOOK

Text data is important for many domains, from healthcare to marketing to the digital humanities, but specialized approaches are necessary to create features for