SlideShare a Scribd company logo
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

More Related Content

PPTX
General_Registry Presentation
PPTX
Health Informatics Seminar Summary
PPTX
The Use of Predictive Analytics in Health Care
PPTX
Pitfalls and realities of working with Big Data
PPTX
Powering Medical Research With Data: The Research Analytics Adoption Model
PPTX
What Happens After Your Device is Approved? Collecting Data in the Real World
PDF
The practice of predictive analytics in healthcare
PDF
4A-2015 April CLMA LabHIT SAFER PPT
General_Registry Presentation
Health Informatics Seminar Summary
The Use of Predictive Analytics in Health Care
Pitfalls and realities of working with Big Data
Powering Medical Research With Data: The Research Analytics Adoption Model
What Happens After Your Device is Approved? Collecting Data in the Real World
The practice of predictive analytics in healthcare
4A-2015 April CLMA LabHIT SAFER PPT

What's hot (20)

PPTX
Medisafe_What's Next in RWE_mHealth Israel
PDF
Evolution in the Role of Patient Participation in Clinical Research
PPTX
Shaping Informatics for Allied Health - Refining our voice
PPTX
Introduction to Reliability
PDF
An overview of the MyHeart Counts app
PPTX
Research Data Management for Clinical Trials and Quality Improvement
PDF
From Edge Case to Main Case, Michelle Longmire of Medable_mHealth Israel
PPTX
Pistoia Alliance US Conference 2015 - 1.1.3 Innovation in Pharma - Robert Boland
PDF
1.4 Holger Woehrle
PPTX
Using the EMR in early recognition and management of sepsis
PPTX
Pistoia Alliance US Conference 2015 - 1.3.2 New member introductions - DNAnexus
PPTX
Pistoia Alliance US Conference 2015 - 1.5.3 New data - Niall O'Connor
PPTX
Development of the Gestational Diabetes Registry at CMDHB (New Zealand) using...
PPTX
Making surgical practice improvement easy
PDF
Alere Analytics ACO Panel Hospital of Tomorrow_Dr. Khan
PPTX
Surveillance of social media: Big data analytics
PPTX
Pistoia Alliance US Conference 2015 - 1.5.1 New data - Matthew Rich
PDF
SeHF 2014 | Papier adé - mobile elektronische Krankengeschichten kommen!
PPTX
Efficient Data Reviews and Quality in Clinical Trials - Kelci Miclaus
PPTX
Clinical analytics–innovating to support clinical research
Medisafe_What's Next in RWE_mHealth Israel
Evolution in the Role of Patient Participation in Clinical Research
Shaping Informatics for Allied Health - Refining our voice
Introduction to Reliability
An overview of the MyHeart Counts app
Research Data Management for Clinical Trials and Quality Improvement
From Edge Case to Main Case, Michelle Longmire of Medable_mHealth Israel
Pistoia Alliance US Conference 2015 - 1.1.3 Innovation in Pharma - Robert Boland
1.4 Holger Woehrle
Using the EMR in early recognition and management of sepsis
Pistoia Alliance US Conference 2015 - 1.3.2 New member introductions - DNAnexus
Pistoia Alliance US Conference 2015 - 1.5.3 New data - Niall O'Connor
Development of the Gestational Diabetes Registry at CMDHB (New Zealand) using...
Making surgical practice improvement easy
Alere Analytics ACO Panel Hospital of Tomorrow_Dr. Khan
Surveillance of social media: Big data analytics
Pistoia Alliance US Conference 2015 - 1.5.1 New data - Matthew Rich
SeHF 2014 | Papier adé - mobile elektronische Krankengeschichten kommen!
Efficient Data Reviews and Quality in Clinical Trials - Kelci Miclaus
Clinical analytics–innovating to support clinical research
Ad

Similar to Harbinger Tech Session in cloud Expo 2015- Harnessing the power of linked open data cloud for better decision making (20)

PDF
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
PDF
Data warehousing and analytics for healthcare in practice
PDF
Big data health lo-fi prototype
PPTX
Open Technology Solutions For Healthcare Startups
PPTX
How open is open? An evaluation rubric for public knowledgebases
PDF
Big Data and Healthcare: A match made in heaven!
PPTX
Ontology-enabled Healthcare Applications exploiting Physical-Cyber-Social Big...
PDF
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...
PPTX
Big Data in Medicine
PDF
Data Sharing -- NOT Hoarding -- is the New Normal, November 2020
PDF
3 Round Stones at the New England Health Datapalooza Oct 3, 2012
PDF
Rock Report: Big Data by @Rock_Health
PDF
Big Data - Outcomes Performance Measured
PDF
Making Data Work
PPTX
BYO App: Announcing Linq from Open mHealth
PDF
Linked data in industry
PDF
Wayfinder Incubator Team Medclerx Pitch Deck
PDF
Big Data Analytics in the Health Domain
PPTX
Big Data in Healthcare Made Simple: Where It Stands Today and Where It’s Going
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
Data warehousing and analytics for healthcare in practice
Big data health lo-fi prototype
Open Technology Solutions For Healthcare Startups
How open is open? An evaluation rubric for public knowledgebases
Big Data and Healthcare: A match made in heaven!
Ontology-enabled Healthcare Applications exploiting Physical-Cyber-Social Big...
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...
Big Data in Medicine
Data Sharing -- NOT Hoarding -- is the New Normal, November 2020
3 Round Stones at the New England Health Datapalooza Oct 3, 2012
Rock Report: Big Data by @Rock_Health
Big Data - Outcomes Performance Measured
Making Data Work
BYO App: Announcing Linq from Open mHealth
Linked data in industry
Wayfinder Incubator Team Medclerx Pitch Deck
Big Data Analytics in the Health Domain
Big Data in Healthcare Made Simple: Where It Stands Today and Where It’s Going
Ad

More from Harbinger Systems - HRTech Builder of Choice (20)

PPTX
Using People Analytics for a Sustainable Remote Workforce
PDF
5 Trends That Will Drive the Transformation of EdTech in 2021
PPTX
Rapidly Transforming Organizational Content into Learning Experiences
PPTX
Scalable HR Integrations for Better Data Analytics: Challenges & Solutions
PPTX
5 Key Items HR Should Consider Before Buying HR Technologies
PPTX
Best Practices to Build Marketplace-Ready Integrations
PPTX
HRTech Integration Masterclass Session 4 How to Expand Your Recruitment Datab...
PPTX
Recalibrating Product Strategy - Addressing Demand Shifts in Existing Markets
PPTX
How to Gain Key Insights from Data Distributed Across Multiple HR Systems
PPTX
HRTech Integration Master Class Session 1 -Delivering Seamless Learning Exper...
PPTX
Recalibrating Product Strategy - Addressing Demand Shifts in Existing Markets
PPTX
Integrating System of Records and Collaboration Tools
PPTX
How to Power Your HR Apps With AI And Make It Explainable
PPTX
Chatbot for Continuous Performance Management
PPTX
Leveraging mobile capabilities in your HR application
PDF
Automate HR applications using AI and ML
PPTX
Engage for Success: Improve Workforce Engagement with Open Communication and ...
PPTX
Building next gen hr solutions with people analytics-final
PPTX
A Cloud-based Collaborative Learning and Coaching Platform
PDF
Extending LRSs and the xAPI for Event-driven Blended and Adaptive Learning
Using People Analytics for a Sustainable Remote Workforce
5 Trends That Will Drive the Transformation of EdTech in 2021
Rapidly Transforming Organizational Content into Learning Experiences
Scalable HR Integrations for Better Data Analytics: Challenges & Solutions
5 Key Items HR Should Consider Before Buying HR Technologies
Best Practices to Build Marketplace-Ready Integrations
HRTech Integration Masterclass Session 4 How to Expand Your Recruitment Datab...
Recalibrating Product Strategy - Addressing Demand Shifts in Existing Markets
How to Gain Key Insights from Data Distributed Across Multiple HR Systems
HRTech Integration Master Class Session 1 -Delivering Seamless Learning Exper...
Recalibrating Product Strategy - Addressing Demand Shifts in Existing Markets
Integrating System of Records and Collaboration Tools
How to Power Your HR Apps With AI And Make It Explainable
Chatbot for Continuous Performance Management
Leveraging mobile capabilities in your HR application
Automate HR applications using AI and ML
Engage for Success: Improve Workforce Engagement with Open Communication and ...
Building next gen hr solutions with people analytics-final
A Cloud-based Collaborative Learning and Coaching Platform
Extending LRSs and the xAPI for Event-driven Blended and Adaptive Learning

Recently uploaded (20)

PDF
Agricultural_Statistics_at_a_Glance_2022_0.pdf
PDF
Optimiser vos workloads AI/ML sur Amazon EC2 et AWS Graviton
PDF
Blue Purple Modern Animated Computer Science Presentation.pdf.pdf
PDF
TokAI - TikTok AI Agent : The First AI Application That Analyzes 10,000+ Vira...
PPTX
Digital-Transformation-Roadmap-for-Companies.pptx
PDF
cuic standard and advanced reporting.pdf
PDF
Building Integrated photovoltaic BIPV_UPV.pdf
PDF
Spectral efficient network and resource selection model in 5G networks
PDF
gpt5_lecture_notes_comprehensive_20250812015547.pdf
PDF
Diabetes mellitus diagnosis method based random forest with bat algorithm
PPT
“AI and Expert System Decision Support & Business Intelligence Systems”
PPTX
sap open course for s4hana steps from ECC to s4
PDF
Electronic commerce courselecture one. Pdf
PDF
Encapsulation_ Review paper, used for researhc scholars
PDF
NewMind AI Weekly Chronicles - August'25-Week II
PPTX
MYSQL Presentation for SQL database connectivity
PDF
7 ChatGPT Prompts to Help You Define Your Ideal Customer Profile.pdf
PDF
The Rise and Fall of 3GPP – Time for a Sabbatical?
PDF
Dropbox Q2 2025 Financial Results & Investor Presentation
PDF
Reach Out and Touch Someone: Haptics and Empathic Computing
Agricultural_Statistics_at_a_Glance_2022_0.pdf
Optimiser vos workloads AI/ML sur Amazon EC2 et AWS Graviton
Blue Purple Modern Animated Computer Science Presentation.pdf.pdf
TokAI - TikTok AI Agent : The First AI Application That Analyzes 10,000+ Vira...
Digital-Transformation-Roadmap-for-Companies.pptx
cuic standard and advanced reporting.pdf
Building Integrated photovoltaic BIPV_UPV.pdf
Spectral efficient network and resource selection model in 5G networks
gpt5_lecture_notes_comprehensive_20250812015547.pdf
Diabetes mellitus diagnosis method based random forest with bat algorithm
“AI and Expert System Decision Support & Business Intelligence Systems”
sap open course for s4hana steps from ECC to s4
Electronic commerce courselecture one. Pdf
Encapsulation_ Review paper, used for researhc scholars
NewMind AI Weekly Chronicles - August'25-Week II
MYSQL Presentation for SQL database connectivity
7 ChatGPT Prompts to Help You Define Your Ideal Customer Profile.pdf
The Rise and Fall of 3GPP – Time for a Sabbatical?
Dropbox Q2 2025 Financial Results & Investor Presentation
Reach Out and Touch Someone: Haptics and Empathic Computing

Harbinger Tech Session in cloud Expo 2015- Harnessing the 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

Editor's Notes

  • #8: Replace this with number of data sets available
  • #14: 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,