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Harnessing the Power
of Linked Open Data Cloud
for better Decision Making
About Us
Umesh Kanade
General Manager,
Harbinger Systems
Asheesh Choksi
Solutions Architect,
Harbinger Systems
Services
Product Engineering Consulting UI/UX
Advance Testing
DevOps &
Professional Services
Innovation as
a Service
What is open data
“Open data is data that anyone can access, use and
share” - by Open Data Institute
• Machine Readable
• Easy to Access and Use
• Non-Proprietary
• No Restrictive License
• No Cost
Making Open Data Work
Source: Cloudtweaks.com
5 Stars of Open Data
Make your Data available on the Web
Make it available as Structured data
Use non-proprietary format
Use URLs to identify things
Link your data to other datasets to provide context
Open Data Cloud
https://en.wikipedia.org/wiki/Linked_open_data
Linked Open Data in Life sciences
https://en.wikipedia.org/wiki/Linked_open_data
LinkedCT and Drug Bank
• 5 Gigabytes of data
• 25 million triples
• 7,700 generic drug entries
Retrieve diseases and
genes associated with
drugs tested in
clinical trials where
Prostate Cancer was
studied
Retrieve drug-drug
interactions for
Aspirin dosage for
patient taking
Warfarin
Link
LinkedCT Drug Bank
Who is Using Open Data
www.opendata500.com
Open Data in Action #1
• Climate Corp
• Helping farmers
with field-level
insights
• Linking datasets of
terrain, weather, soil
• Increased yield and
profitability by 20-
30%
Source: Climate Fieldview, apple store, www.climate.com
Open Data in Action #2
• SeeClickFix
• Making cities better
• Open 311 service
• Data source in XML,
RSS & JSON
• Creative Commons
Noncommercial
• Won ‘Code for
America’ Award
recently
Source: SeeClickFix, app store, seeclickfix.com
Open Data in Healthcare
and Opportunities for Innovation
1. Provide Cost Comparison
Chinese
Hospital
California
Pacific Med
Ctr
Pacifc
campus
San
Francisco
Gen
Hospital
St. Mary
Med Ctr,
San
Francisco
Santa Clara
Velley Med
Ctr
O'Connor
Hospital
Regional
Medical of
San Jose
Lucile
Salter
Children
Hosp at
Stanford
63,517
77,377
124,502 127,812
80,201
101,056
197,664
276,728
Average cost (by BCBS): $31,124
Average Charges for
total Knee Replacement
San Francisco Santa Clara
http://gis.oshpd.ca.gov/atlas/topics/financial/common_surgery
2. GIS based healthcare maps
3. Medicine Prescription checks
Doctor can send
Medicine
prescriptions
http://ontime.care
Patient can reach
doctor
4. Engaging people
•Events and Announcements
•Patient Education
Communication
•Bi-directional Communication
•Real-time Interactivity
Collaborate
•Self-management
Empowerment
5. Real time analytics for Providers
• Body temperature not stable
• Low Blood pressure
• High Breathing and Pulse rate
• Muscle hardening
• No urination for long times
Detecting / Predicting
Post Operative Infection
A Patient not responding appropriately
can go unnoticed by humans.
Raising early alerts can save lives.
6. Analytics for Patients
Personalized Health Dashboard
Activity Weight
Cholesterol Sugar
• Choice of clinical procedures & tests
• Patient education
• Performing Adaptive analytics over the
Predictive analytics
7. Recommendation Engines
B. Access the Open data to detect early problems & recommend
• Diet, Exercises or need to visit relevant specialists
• Recommend a personalized wellness plan
A. Accessing Personal data on habits and behaviors
• Smoking and Alcohol habits
• Poor sleep patterns / Activity levels
• Unhealthy meals / junk food
• Problems, Medications and Allergies
Solutions to exploit
Open Data
Intents
High Level Reasoning
Why
What
When /How
Where
socrata data.gov dbpedia Sanfrancisco…
Business Goals,
Requirements &
Action Plan
Planning Innovation
Data
Harvesting
Crawling
&
Querying
Scraping
&
Cleaning Validation
&
Modeling
Action Plan
Open Data Cloud
Probabilistic
Reasoning
Machine
Learning
Data
Analytics
Implementation
 Demographics
 Interests
 Activities
 Networks
 Recommendation Engine
 Social Analytic Framework
 Dashboards
 APIs
User Data
Summary
Smart
Innovation
Big Data
and
Analytics
Web
Technologies
Mobile devices
Open Data
Internet of Things
Q & A
Thank You!
Visit Harbinger Systems at Booth #221
www.harbinger-systems.com
hsinfo@harbingergroup.com
Nov 3-5, 2015
Santa Clara, CA
Harnessing Power of Linked Open Data – Umesh Kanade, Asheesh Choksi, Harbinger Systems #40

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Harnessing Power of Linked Open Data Cloud for better Decision Making

  • 1. Harnessing the Power of Linked Open Data Cloud for better Decision Making
  • 2. About Us Umesh Kanade General Manager, Harbinger Systems Asheesh Choksi Solutions Architect, Harbinger Systems Services Product Engineering Consulting UI/UX Advance Testing DevOps & Professional Services Innovation as a Service
  • 3. What is open data “Open data is data that anyone can access, use and share” - by Open Data Institute • Machine Readable • Easy to Access and Use • Non-Proprietary • No Restrictive License • No Cost
  • 4. Making Open Data Work Source: Cloudtweaks.com
  • 5. 5 Stars of Open Data Make your Data available on the Web Make it available as Structured data Use non-proprietary format Use URLs to identify things Link your data to other datasets to provide context
  • 7. Linked Open Data in Life sciences https://en.wikipedia.org/wiki/Linked_open_data
  • 8. LinkedCT and Drug Bank • 5 Gigabytes of data • 25 million triples • 7,700 generic drug entries Retrieve diseases and genes associated with drugs tested in clinical trials where Prostate Cancer was studied Retrieve drug-drug interactions for Aspirin dosage for patient taking Warfarin Link LinkedCT Drug Bank
  • 9. Who is Using Open Data www.opendata500.com
  • 10. Open Data in Action #1 • Climate Corp • Helping farmers with field-level insights • Linking datasets of terrain, weather, soil • Increased yield and profitability by 20- 30% Source: Climate Fieldview, apple store, www.climate.com
  • 11. Open Data in Action #2 • SeeClickFix • Making cities better • Open 311 service • Data source in XML, RSS & JSON • Creative Commons Noncommercial • Won ‘Code for America’ Award recently Source: SeeClickFix, app store, seeclickfix.com
  • 12. Open Data in Healthcare and Opportunities for Innovation
  • 13. 1. Provide Cost Comparison Chinese Hospital California Pacific Med Ctr Pacifc campus San Francisco Gen Hospital St. Mary Med Ctr, San Francisco Santa Clara Velley Med Ctr O'Connor Hospital Regional Medical of San Jose Lucile Salter Children Hosp at Stanford 63,517 77,377 124,502 127,812 80,201 101,056 197,664 276,728 Average cost (by BCBS): $31,124 Average Charges for total Knee Replacement San Francisco Santa Clara http://gis.oshpd.ca.gov/atlas/topics/financial/common_surgery
  • 14. 2. GIS based healthcare maps
  • 15. 3. Medicine Prescription checks Doctor can send Medicine prescriptions http://ontime.care Patient can reach doctor
  • 16. 4. Engaging people •Events and Announcements •Patient Education Communication •Bi-directional Communication •Real-time Interactivity Collaborate •Self-management Empowerment
  • 17. 5. Real time analytics for Providers • Body temperature not stable • Low Blood pressure • High Breathing and Pulse rate • Muscle hardening • No urination for long times Detecting / Predicting Post Operative Infection A Patient not responding appropriately can go unnoticed by humans. Raising early alerts can save lives.
  • 18. 6. Analytics for Patients Personalized Health Dashboard Activity Weight Cholesterol Sugar • Choice of clinical procedures & tests • Patient education • Performing Adaptive analytics over the Predictive analytics
  • 19. 7. Recommendation Engines B. Access the Open data to detect early problems & recommend • Diet, Exercises or need to visit relevant specialists • Recommend a personalized wellness plan A. Accessing Personal data on habits and behaviors • Smoking and Alcohol habits • Poor sleep patterns / Activity levels • Unhealthy meals / junk food • Problems, Medications and Allergies
  • 21. Intents High Level Reasoning Why What When /How Where socrata data.gov dbpedia Sanfrancisco… Business Goals, Requirements & Action Plan Planning Innovation
  • 22. Data Harvesting Crawling & Querying Scraping & Cleaning Validation & Modeling Action Plan Open Data Cloud Probabilistic Reasoning Machine Learning Data Analytics Implementation  Demographics  Interests  Activities  Networks  Recommendation Engine  Social Analytic Framework  Dashboards  APIs User Data
  • 24. Q & A
  • 25. Thank You! Visit Harbinger Systems at Booth #221 www.harbinger-systems.com hsinfo@harbingergroup.com Nov 3-5, 2015 Santa Clara, CA Harnessing Power of Linked Open Data – Umesh Kanade, Asheesh Choksi, Harbinger Systems #40

Notas do Editor

  1. Replace this with number of data sets available
  2. More expensive surgeries do not provide guarantee of better results Chances are unpaid med bills could make its way to your credit report and your credit ratings could suffer. Readmission, pre and post surgery expenses, stay in hospital, avoid surprises Given persons vitals, problems,