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Machine Learning for Healthcare Applications

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Mohanty, Sachi Nandan
Otros Autores: Nalinipriya, G., Jena, Om Prakash, Sarkar, Achyuth
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Newark : John Wiley & Sons, Incorporated, 2021.
Temas:
Acceso en línea:Texto completo

MARC

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050 4 |a R858  |b .M33 2021 
082 0 4 |a 610.285  |q OCoLC  |2 23/eng/20231120 
049 |a UAMI 
100 1 |a Mohanty, Sachi Nandan. 
245 1 0 |a Machine Learning for Healthcare Applications  |h [electronic resource]. 
260 |a Newark :  |b John Wiley & Sons, Incorporated,  |c 2021. 
300 |a 1 online resource (416 p.) 
500 |a Description based upon print version of record. 
505 0 |a Cover -- Half-Title Page -- Series Page -- Title Page -- Copyright Page -- Contents -- Preface -- Part 1: INTRODUCTION TO INTELLIGENTHEALTHCARE SYSTEMS -- 1 Innovation on Machine Learning in Healthcare Services-An Introduction -- 1.1 Introduction -- 1.2 Need for Change in Healthcare -- 1.3 Opportunities of Machine Learning in Healthcare -- 1.4 Healthcare Fraud -- 1.4.1 Sorts of Fraud in Healthcare -- 1.4.2 Clinical Service Providers -- 1.4.3 Clinical Resource Providers -- 1.4.4 Protection Policy Holders -- 1.4.5 Protection Policy Providers -- 1.5 Fraud Detection and Data Mining in Healthcare 
505 8 |a 1.5.1 Data Mining Supervised Methods -- 1.5.2 Data Mining Unsupervised Methods -- 1.6 Common Machine Learning Applications in Healthcare -- 1.6.1 Multimodal Machine Learning for Data Fusion in Medical Imaging -- 1.6.2 Machine Learning in Patient Risk Stratification -- 1.6.3 Machine Learning in Telemedicine -- 1.6.4 AI (ML) Application in Sedate Revelation -- 1.6.5 Neuroscience and Image Computing -- 1.6.6 Cloud Figuring Systems in Building AI-Based Healthcare -- 1.6.7 Applying Internet of Things and Machine Learning for Personalized Healthcare -- 1.6.8 Machine Learning in Outbreak Prediction 
505 8 |a 1.7 Conclusion -- References -- Part 2: MACHINE LEARNING/DEEP LEARNINGBASEDMODEL DEVELOPMENT -- 2 A Framework for Health Status Estimation Based on Daily Life Activities Data Using Machine Learning Techniques -- 2.1 Introduction -- 2.1.1 Health Status of an Individual -- 2.1.2 Activities and Measures of an Individual -- 2.1.3 Traditional Approach to Predict Health Status -- 2.2 Background -- 2.3 Problem Statement -- 2.4 Proposed Architecture -- 2.4.1 Pre-Processing -- 2.4.2 Phase-I -- 2.4.3 Phase-II -- 2.4.4 Dataset Generation -- 2.4.5 Pre-Processing -- 2.5 Experimental Results 
505 8 |a 2.5.1 Performance Metrics -- 2.6 Conclusion -- References -- 3 Study of Neuromarketing With EEG Signals and Machine Learning Techniques -- 3.1 Introduction -- 3.1.1 Why BCI -- 3.1.2 Human-Computer Interfaces -- 3.1.3 What is EEG -- 3.1.4 History of EEG -- 3.1.5 About Neuromarketing -- 3.1.6 About Machine Learning -- 3.2 Literature Survey -- 3.3 Methodology -- 3.3.1 Bagging Decision Tree Classifier -- 3.3.2 Gaussian Naïve Bayes Classifier -- 3.3.3 Kernel Support Vector Machine (Sigmoid) -- 3.3.4 Random Decision Forest Classifier -- 3.4 System Setup & Design 
505 8 |a 3.4.1 Pre-Processing & Feature Extraction -- 3.4.2 Dataset Description -- 3.5 Result -- 3.5.1 Individual Result Analysis -- 3.5.2 Comparative Results Analysis -- 3.6 Conclusion -- References -- 4 An Expert System-Based Clinical Decision Support System for Hepatitis-B Prediction & Diagnosis -- 4.1 Introduction -- 4.2 Outline of Clinical DSS -- 4.2.1 Preliminaries -- 4.2.2 Types of Clinical DSS -- 4.2.3 Non-Knowledge-Based Decision Support System (NK-DSS) -- 4.2.4 Knowledge-Based Decision Support System (K-DSS) -- 4.2.5 Hybrid Decision Support System (H-DSS) -- 4.2.6 DSS Architecture 
500 |a 4.3 Background. 
590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
650 0 |a Medical informatics. 
650 6 |a Médecine  |x Informatique. 
700 1 |a Nalinipriya, G. 
700 1 |a Jena, Om Prakash. 
700 1 |a Sarkar, Achyuth. 
758 |i has work:  |a Machine learning for healthcare applications (Text)  |1 https://id.oclc.org/worldcat/entity/E39PCGBmXxK9WTg8p7vgTrhrbd  |4 https://id.oclc.org/worldcat/ontology/hasWork 
776 0 8 |i Print version:  |a Mohanty, Sachi Nandan  |t Machine Learning for Healthcare Applications  |d Newark : John Wiley & Sons, Incorporated,c2021  |z 9781119791812 
856 4 0 |u https://ebookcentral.uam.elogim.com/lib/uam-ebooks/detail.action?docID=6528139  |z Texto completo 
938 |a ProQuest Ebook Central  |b EBLB  |n EBL6528139 
938 |a YBP Library Services  |b YANK  |n 302021363 
994 |a 92  |b IZTAP