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Big Data in Health Research Oraluck Pattanaprateep, PhD. Section for Clinical Epidemiology and Biostatistics Faculty of Medicine Ramathibodi Hospital, Mahidol University

Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

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Page 1: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

Big Data in Health Research

Oraluck Pattanaprateep, PhD.

Section for Clinical Epidemiology and Biostatistics

Faculty of Medicine Ramathibodi Hospital, Mahidol University

Page 2: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE
Page 3: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

The problems we faced:• Data storage – cost and maintenance

• Type of data – text, image

• Not in electronic file – no electronic device

Page 4: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE
Page 5: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE
Page 6: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

The problems we faced:• Data storage – cost and maintenance

Page 7: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

The problems we faced:• Not in electronic file – no electronic device

Page 8: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

The problems we faced:• Type of data – text, image

typically Text, images, audio, video

Page 9: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

Big Data Tools

Page 10: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

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Page 11: Big Data in Health Research...SPEECH & NLP Illindflleld snips WEB / MOBILE / COMMERCE ANALYTICS mixpanel FINANCE - INVESTING Data mnr AGRICULTURE Farm Logs mavrx prospero REAL ESTATE

Big data analytic approaches

1. Real time analytics and Meta-analysis that integrates multiple data sources e.g. bedside healthcare streaming data

2. Multi-level model (hospital and national) data; longitudinal and mixed model for temporal dynamic data rather than static data

3. Data mining, pattern recognitions for trends, and pattern detection

4. Natural language processing for text data mining5. Artificial intelligence with deep learning (e.g., neural

network, support vector machine, dynamic state space model) for automated analysis and information retrieval