Emerging Role of Social Media Analytics in Health Care and BioMedical Research
•
2 gefällt mir•1,163 views
Keynote talk by Dr. Sudha Ram at the BIG Data SUMMIT, July 31, 2012.
Empfohlen
Empfohlen
Weitere ähnliche Inhalte
Was ist angesagt?
Was ist angesagt? (8)
Andere mochten auch
Andere mochten auch (19)
Ähnlich wie Emerging Role of Social Media Analytics in Health Care and BioMedical Research
Ähnlich wie Emerging Role of Social Media Analytics in Health Care and BioMedical Research (20)
Kürzlich hochgeladen
Kürzlich hochgeladen (20)
Emerging Role of Social Media Analytics in Health Care and BioMedical Research
- 1. The Emerging Role of Social Media Analytics in Health Care and Medicine Dr. Sudha Ram Director, INSITE Center for Business Intelligence and Analytics McClelland Professor of MIS and Computer Science Member, BIO5 and IE Eller College of Management University of Arizona Tucson, AZ 85721 Email: ram@eller.arizona.edu INSITE: www.insiteua.org July 31, 2012
- 2. Web: Limitless Possibilities • Treasure Trove of Big Data, Dynamic Content, Hard Problems • Volume, Velocity, Variety of Data • Unstructured Data, Timestamped, location based • Predictive Analytics and Data Mining to the Rescue
- 3. Web – Interaction Networks Model as an Interaction Network
- 4. Network of Interactions • Explicit Networks: Followers and Following on Twitter, Friendships on Facebook, LinkedIn Professional Network But….. More interesting…. • Implicit Networks: Based on Interactions on forums, FB Pages, Wikipedia, Yelp, Foursquare…. • These hidden networks can reveal a lot of interesting patterns. 4
- 6. Implicit Interactions • Wikipedia: Edits and Collaborations on an article, across articles, on a topic… • Facebook: Posts and comments • Twitter: Tweets, replies, retweets • Blogs: Comments and responses • Forums: Threads, responses 6
- 8. Media News Diffusion Networks Timeline – 3 months September – November 2011
- 10. BBC Network
- 11. Nytimes
- 12. Leveraging Social Media • Health care • Biomedical Research • Personalized Medicine 12
- 13. Online Healthcare Communities • Patients Like Me • CureTogether • MedHelp • 23andMe 13
- 14. OHCs • Individuals sharing Information • Diseases, Treatments, Symptoms, disease progression, blood tests and results, demographics, • Large Populations of cases and controls • Rapidly producing clinical research results • PLM – 150,000+ individuals, MedHelp: 12 million+ users 14
- 15. OHC Examples • ALS (amyotrophic lateral sclerosis) and Lithium Treatment (PLM, 2011) • Parkinson’s Disease – 2 novel genes Genotyping services, phenotyping information gathered online (23andMe, 2011) • Multifocal lens implant failures (MedHelp) 15
- 16. Other examples • MyHeartMap: Crowdsourcing to located AEDs in Philadelphia • RxAnte: Medication Adherence and Intervention Design • Genomera: Socially designed health care studies 16
- 17. Benefits of Using Social Media • Accelerate the pace of research • Recruitment of subjects for clinical trials • Replicate GWAS quickly and reliably • Answer Community generated questions • Live experiments 17
- 18. INSITE Center • Collect data, structure and clean it to create datasets • Build tractable models and algorithms for detecting patterns and further our understanding • Observe structures not visible on a smaller scale • Live Analytics and Real Time Business Intelligence
- 19. Conclusion • Free the Data • Link Social Media generated Data with Transactional data • Discovery Driven Approach 19
- 20. Discussion Thank you! Questions/Comments?? ram@eller.arizona.edu 20