Green Computing and Predictive Analytics for Healthcare

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Bibliographic Details
Main Author: Banerjee, Sourav
Other Authors: Chakraborty, Chinmay, Dasgupta, Kousik
Format: eBook
Language:English
Published: Milton : CRC Press LLC, 2020.
Subjects:
Online Access:Click for online access

MARC

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049 |a HCDD 
100 1 |a Banerjee, Sourav. 
245 1 0 |a Green Computing and Predictive Analytics for Healthcare  |h [electronic resource]. 
260 |a Milton :  |b CRC Press LLC,  |c 2020. 
300 |a 1 online resource (205 p.) 
500 |a Description based upon print version of record. 
505 0 |a Cover -- Half Title -- Title Page -- Copyright Page -- Table of Contents -- Preface -- About the Editors -- List of Contributors -- Chapter 1 Healthcare Data Monitoring under Internet of Things -- 1.1 Introduction -- 1.1.1 Healthcare Data -- Efficient Storage of Big Data -- 1.2 Digitization of Healthcare-Oriented Big Data -- 1.3 Healthcare -- IoT and Mobile Health -- 1.4 Management of Big Data -- 1.4.1 Electronic Medical Record (EMR) or Electronic Health Record (EHR) -- 1.4.2 Healthcare Analytics -- 1.5 Medical Data Analysis and Disease Predictions through ML 
505 8 |a 1.6 Applications of Big Data in the Medical Field -- 1.7 Analytics of Medical Data in the Mercantile Platform -- 1.8 Related Work -- 1.9 Challenges and Constraints Related to Healthcare-Based Big Data Concepts (Including Privacy and Security Issue) -- 1.10 Conclusion and Future Trends -- References -- Chapter 2 A Framework for Emergency Remote Care and Monitoring Using Internet of Things -- 2.1 Introduction -- 2.2 The IoT Architecture and Applications -- 2.2.1 Stage 1 (Sensors/Actuators) -- 2.2.2 Stage 2 (Data Acquisition Systems) -- 2.2.3 Stage 3 (Edge Analytics) 
505 8 |a 2.2.4 Stage 4 (Cloud Analytics) -- 2.3 Literature Survey -- 2.4 A Proposed Framework for Emergency Remote Care and Monitoring Using Internet of Things -- 2.4.1 Parameters for Prediction -- 2.5 Proposed Work -- 2.6 Results and Discussion -- 2.7 Conclusion and Future Work -- References -- Chapter 3 Big Data Analytics and K-Means Clustering -- 3.1 Introduction -- 3.2 Big Data -- 3.3 Predictive Analytics -- 3.4 Predictive Modeling -- 3.5 MapReduce Abstraction -- 3.6 Resilient Distributed Datasets (RDDs) -- 3.7 Computational Phenotyping -- 3.8 Clustering -- 3.9 Medicinal Oncology 
505 8 |a 3.10 Dimensionality Reduction -- 3.11 Patient Similarity -- 3.12 Distance Metric Learning -- 3.13 Graph-Based Similarity Learning -- 3.14 Clustering Challenges of Big Data -- 3.15 Algorithms for Large Datasets in Clustering -- 3.16 Privacy and Security -- 3.17 Various Approaches for Predictive Analytics -- 3.18 Why Predictive Analytics and Big Data for Electronic Health Records? -- 3.19 K-Means Clustering for Analysis of EHR -- 3.20 K-Means for Very Large-Scale Dataset -- 3.20.1 Tools and Applications in the Healthcare System -- 3.20.2 Application of Big Data in Healthcare 
505 8 |a 3.20.3 K-Means Clustering -- 3.21 Partitioning Around Medoids (PAM) -- 3.22 Hierarchical -- 3.23 Density-Based Spatial Bunching of Applications with Noise (DBSCAN) -- 3.24 Compatibility Issues -- 3.25 Different Solutions, Supplementary Tasks? -- 3.26 Priorities Engagement toward Analytics -- 3.27 Paid, Free or Open Source Vendors? -- 3.28 Data Clustering Strategy -- 3.29 The Brilliant Future of Big Data in Healthcare -- 3.30 Fueling the Big Data Healthcare Revolution -- 3.31 Conclusion -- References 
500 |a Chapter 4 Machine Learning-Based Rapid Prediction of Sudden Cardiac Death (SCD) Using Precise Statistical Features of Heart Rate Variability for Single Lead ECG Signal. 
650 0 |a Medical care  |x Data processing. 
650 0 |a Computer systems  |x Energy conservation. 
700 1 |a Chakraborty, Chinmay. 
700 1 |a Dasgupta, Kousik. 
758 |i has work:  |a Green computing and predictive analytics for healthcare (Text)  |1 https://id.oclc.org/worldcat/entity/E39PCH4QPV8kkq6JtgPbj9Kq73  |4 https://id.oclc.org/worldcat/ontology/hasWork 
776 0 8 |i Print version:  |a Banerjee, Sourav  |t Green Computing and Predictive Analytics for Healthcare  |d Milton : CRC Press LLC,c2020  |z 9780367322007 
856 4 0 |u https://ebookcentral.proquest.com/lib/holycrosscollege-ebooks/detail.action?docID=6378490  |y Click for online access 
903 |a EBC-AC 
994 |a 92  |b HCD