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Data Deluge Challenges and Opportunities Vipin Kumar University of Minnesota http://www.cs.umn.edu/~kumar Infosys Aurora – August 2011
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Large-scale Data is Everywhere! Enormous growth in data due to advances in technologies New mantra Gather whatever data you can whenever and wherever possible. Expectations Gathered data will have value either for the purpose collected or for a purpose not envisioned. Sensor Networks Geo-spatial data Homeland SecurityBanking/e-commerce
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Great Opportunities to Solve Society’s Major Problems Improving health care and reducing costs Finding alternative/ green energy sources Predicting the impact of climate change Reducing hunger and poverty by increasing agriculture production
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Soaring health care costs http://www.ritholtz.com/blog/2010/12/u-s-health-care-costs-since-1980/ http://www.ritholtz.com/blog/2010/12/u-s-health-care-costs-since-1980/ http://www.huffingtonpost.com/2011/05/16/us-healthcare-costs-double-report_n_862677.html http://www.bnet.com/blog/healthcare-business/health-spending- hits-173-percent-of-gdp-in-largest-annual-jump/1117http://www.huffingtonpost.com/2011/05/16/us-healthcare-costs-double-report_n_862677.html
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Business Opportunities in Healthcare Personalized medicine -‘One drug does not fit all’ Pharmacogenomics -Adverse drug reaction -106,000 deaths by the ADR each year in USA Application of ICT -Use cloud computing to build infrastructure. -Facilitate secure exchange of messages across care provider, insurer, patients. Remote monitoring - Chronic and older patients. http://www-fgg.eur.nl/ch1/cellbiology/patrinos/ http://www.microsoft.com/health/ww/initiatives/Pages/cloud-services-for-healthcare.aspx http://www.medapps.com/AboutUs.html
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Challenges for integrating diverse data Proteomics/ Metabolomics Genetics/ epigenetics Tumor information Gene expression Lab test results Integrate by multi-variate models Individualized medicine Family history Modern imaging Medical record Demographic data Decision making algorithm Clinical variables
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Automated Land-change Evaluation, Reporting and Tracking System (ALERTS) Planetary Information System for assessment of ecosystem disturbances: Forest fires, droughts, floods, logging/deforestation, conversion to agriculture This system will help quantify the carbon impact of these changes Understand the relationship to global climate variability and human activity Provide ubiquitous web-based access to changes occurring across the globe, creating public awareness
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Automated Land-change Evaluation, Reporting and Tracking System (ALERTS) Jointly developed with Planetary Institute (PSI)
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