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Title Applied Machine Learning and Multi-Criteria Decision-making in Healthcare.

Publication Info. UAE : Bentham Science Publishers, 2021.

Item Status

Description 1 online resource (316 pages)
Physical Medium polychrome
Description text file
Note Description based upon print version of record.
Contents Cover -- Title -- Copyright -- End User License Agreement -- Contents -- Preface -- List of Contributors -- Introduction -- Basil Bartholomew Duwa1,*, Dilber Uzun Ozsahin1,2,3 and Ilker Ozsahin1,2,4 -- CONCLUSION -- CONSENT FOR PUBLICATION -- CONFLICT OF INTEREST -- ACKNOWLEDGEMENTS -- Machine Learning in Health Care -- Basil Bartholomew Duwa1,*, Dilber Uzun Ozsahin1,2,3 and Ilker Ozsahin1,2,4 -- MACHINE LEARNING IN HEALTH CARE -- APPLICATION OF MACHINE LEARNING IN HEALTHCARE -- Application of ML in Smart Health -- Machine Learning In Remote Patient Monitoring -- Telemedicine
Machine Learning Used in Curative Research -- Drug Development -- Ml Application In Repurposing Existing Drugs -- Machine Learning in Iot/iomt Used in Managing and Preventing Diseases -- Machine Learning in Disease Surveillance -- Using Smart Thermometers -- Using Drone Technology -- Ml Application in Medical Imaging -- Machine Learning Training for Clinical Applications -- Ml Application in Disease Outbreak Prediction -- MACHINE LEARNING ON THE DESIGN OF ROBOTS IN HEALTHCARE SERVICES -- CONCLUSION -- CONSENT FOR PUBLICATION -- CONFLICT OF INTEREST -- ACKNOWLEDGEMENTS -- REFERENCES
Prediction Problems in Healthcare Applications -- Boran Sekeroglu1,* -- INTRODUCTION -- CLASSIFICATION VS. REGRESSION VS. PREDICTION -- EVALUATION METRICS IN MACHINE LEARNING -- Model Evaluation Metrics in Prediction of Classes (Pr_C) -- Model Evaluation Metrics in Regression Analysis (Pr_R) -- MACHINE LEARNING ALGORITHMS -- PREDICTION APPLICATIONS IN HEALTHCARE -- Literature Search for Prediction Applications of Machine Learning in Healthcare -- Overview of Prediction Applications of Cancer Researches -- Overview of Prediction Applications of Neurology
Overview of Prediction Applications of Cardiology -- Overview of Prediction Applications on Sepsis -- Overview of Prediction Applications on Diabetes Researches -- Overview of Prediction Applications on Mental Diseases -- Prediction Applications on Other Disease Types -- CONCLUDING REMARKS -- CONSENT FOR PUBLICATION -- CONFLICT OF INTEREST -- ACKNOWLEDGEMENTS -- REFERENCES -- Classification Problems in Healthcare Applications -- Kamil Dimililer1,2,* -- INTRODUCTION -- MEDICAL IMAGING -- Ultrasound Images (US) -- X-Ray Images (X-Ray) -- Computed Tomography Scans (CT)
Magnetic Resonance Imaging (MRI) -- Positron Emission Tomography (PET) Scans -- Retinal Photography -- Histology Slides -- Dermoscopy Images -- MACHINE LEARNING METHODS -- Machine Learning Methods in Prediction -- Back Propagation Learning Method (BP) -- Decision Tree Regressor (DTR) -- Radial Basis Function Neural Network (RBFNN) -- Logistic Regression (LR) -- Support Vector Regression (SVR) -- Long Short-Term Memory (LSTM) -- Machine Learning Methods in Classification -- Back Propagation Learning Method (BP) -- Decision Tree Regressor (DTR) -- Radial Basis Function Neural Network (RBFNN)
Note Long Short-Term Memory (LSTM).
Local Note eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America
Subject Artificial intelligence -- Medical applications.
Artificial intelligence -- Medical applications.
Medical informatics.
Medical informatics.
Added Author Ozsahin, Ilker, editor.
Ozsahin, Dilber Uzun, editor.
Other Form: Print version: Ozsahin, Ilker Applied Machine Learning and Multi-Criteria Decision-making in Healthcare UAE : Bentham Science Publishers,c2021 9781681088723
ISBN 1681088711
9781681088716 (electronic book)