Data analytics for pandemics

Data analytics for pandemics: a COVID-19 case study

by Shinde, Gitanjali Rahul

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Title Statements

  • Full title :Data analytics for pandemics : a COVID-19 case study / Gitanjali Rahul Shinde, Asmita Balasaheb Kalamkar, Parikshit Narendra Mahalle, Nilanjan Dey.

Edition Statements

  • Publication Date:2020.

Publication Statements

  • Publisher(s):CRC Press
  • Place of Publication:Boca Raton
  • Language:eng
  • Publication Date:2020.

The Physical Object

  • Description:1 online resource (1 volume) : : illustrations (black and white)

Edition Identifiers

  • ISBN:9781000204414, 1000204413, 9781000204452, 1000204456, 9781000204438, 100020443X, 9781003095415, 1003095410
  • DOI:10.1201/9781003095415
  • oclc:on1203140815
  • LC Classification:RA644.C67
  • Dewey Decimal:616.24140727

Table of Contents

1. COVID-19 Outbreak<BR> 1.1 Introduction<BR> 1.2 Epidemic, Pandemic Overview<BR>1.2.1 Stages of Disease<BR>1.2.2 Pandemic Phases<BR> 1.3 Novel Coronavirus<BR> 1.4 Medical Overview -- Nature and Spread<BR> 1.5 Vulnerability Index<BR> <BR>2. Data processing and knowledge Extraction <BR> 2.1 Data Sources and Related Challenges<BR> 2.2 Data Storage<BR>2.2.1 Storage Services/Platforms<BR>2.2.2 Big Data Analytics Services<BR>2.2.3 Data Warehousing Services<BR> 2.3 Data Processing<BR>2.3.1 Data Preparation<BR>2.3.2 Data Cleaning<BR> 2.4 knowledge Extraction<BR>2.4.1 knowledge Extraction based on Data Types<BR>2.4.2 knowledge Extraction Techniques<BR> <BR>3. Big Data Analytics for COVID-19 <BR> 3.1 All You Need to Know<BR> 3.2 Big Data Analytics and COVID-19<BR>3.2.1 Statistical Parameters<BR>3.2.2 Predictive Analytics<BR> 3.3 Data Modelling and Performance <BR>3.3.1 Data Modelling Phases<BR>3.3.2 Ensemble Data Model<BR>3.3.3 Model Performance<BR> 3.4 Big Data Technique <BR>3.4.1 Association Rule Learning<BR>3.4.2 Classification Tree Analysis<BR>3.4.3 Genetic Algorithm<BR>3.4.4 Machine Learning<BR>3.4.5 Regression Analysis<BR>3.4.6 Social Network Analysis<BR> 3.5 Big Data Tools and Techn…

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Subjects

Big data COVID-19 -- Informatique COVID-19 -- Méthodes statistiques COVID-19 -- Prévision COVID-19 (Disease) -- Data processing COVID-19 (Disease) -- Forecasting COVID-19 (Disease) -- Statistical metho… Données volumineuses

Writers

Shinde, Gitanjali Rahul

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