SlideShare une entreprise Scribd logo
1  sur  23
Télécharger pour lire hors ligne
“Big Data” in Cancer
Control & Prevention
Bradford W. Hesse, PhD
Chief, Health Communication
& Informatics Research
Thursday, February 9, 2012
Thursday, February 9, 2012
Thursday, February 9, 2012
Unravelling the complex gene x
environment interactions in
cancer may be the “emperor” of
all science problems
Thursday, February 9, 2012
The Network I.T. solutions must
include patients, practitioners” PCAST
Thursday, February 9, 2012
Cost of data production is plummeting

Thursday, February 9, 2012
We need data discovery tools

Thursday, February 9, 2012
Clinical data from multiple sources

Thursday, February 9, 2012
Visualization at bedside

Thursday, February 9, 2012
NCI Investments in Data Presentation

Educate

Inform
Thursday, February 9, 2012

Persuade

Support
Decisions
Perceptual Basics

SOURCE: http://alleydog.com/topics/sensation_and_perception.php

Thursday, February 9, 2012
Cognitive / Perceptual
Research
•
•

Constructive process

•

Contiguous labels for
meaning

•

Left to right tendency
in western culture

•

Perceptual rules
guide meaning

Gaze goes to center
for pattern

source: Carpenter PA, Shah P. A model of the perceptual and conceptual processes in graph comprehension.
J Educ Psychol. 1999, 91(4): 690-702.
Thursday, February 9, 2012
Visualizing Long Term
Change
•
•

Constructive process

•

Contiguous labels for
meaning

•

Left to right tendency
in western culture

•

Perceptual rules
guide meaning

Gaze goes to center
for pattern

source: Carpenter PA, Shah P. A model of the perceptual and conceptual processes in graph comprehension.
J Educ Psychol. 1999, 91(4): 690-702.
Thursday, February 9, 2012
Overcome Cognitive
Biases

Thursday, February 9, 2012
Overcome Cognitive
Biases
Fallacy of small numbers;
Tversky & Kahneman, 1971

Exceptional Case

Thursday, February 9, 2012
Clinical / Personal
Decision-making

Centers of Excellence in
Cancer Communication
Research: p-50

See: Fagerlin, A., Ubel, P. A., Smith, D. M., & Zikmund-Fisher, B. J. (2007). Making numbers matter: present and future research in risk
communication. Am J Health Behav, 31 Suppl 1, S47-56.
Thursday, February 9, 2012
Using Interface
Opportunities in EHR

Thursday, February 9, 2012
Dissolving Barriers between
Clinical & Public Health
Added User Controls
14 datasets spanning 6 years

NSF, NIH
Collaboration
Thursday, February 9, 2012
Dissolving Barriers between
Clinical & Public Health
Added User Controls
14 datasets spanning 6 years

NSF, NIH
Collaboration
Thursday, February 9, 2012
Data-based Interfaces
for Policy
BLS

Thursday, February 9, 2012

USDA

CDC
Data-based Interfaces
for Policy
BLS

Thursday, February 9, 2012

USDA

CDC
Old question:

How do we communicate in such a way
and in such frequency so as to change behavior?

Dose > Response
Thursday, February 9, 2012
New question:

How do we structure the communication
environment to support self-determined pathways of
health for individuals, loved ones, and communities?
Safety, Quality
Improvement

Institute of Medicine’s
Crossing the Quality
Chasm series

Patient
Engagement
“Meaningful Use”
Continuity of
Care

Population
Health

* Hesse, B. W., & Shneiderman, B. (2007). eHealth research from the user's
perspective. Am J Prev Med, 32(5 Suppl), S97-103.
Thursday, February 9, 2012

Privacy,
Security

TRUST

Contenu connexe

Tendances

A Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemA Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemWarren Kibbe
 
Genomics and Computation in Precision Medicine March 2017
Genomics and Computation in Precision Medicine March 2017Genomics and Computation in Precision Medicine March 2017
Genomics and Computation in Precision Medicine March 2017Warren Kibbe
 
Precision Medicine in Oncology Informatics
Precision Medicine in Oncology InformaticsPrecision Medicine in Oncology Informatics
Precision Medicine in Oncology InformaticsWarren Kibbe
 
Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...Rick Silva
 
HPC, Machine Learning, and Big Data
HPC, Machine Learning, and Big DataHPC, Machine Learning, and Big Data
HPC, Machine Learning, and Big DataWarren Kibbe
 
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...Warren Kibbe
 
2018 NF Conference Cutaneous Neurofibroma
2018 NF Conference Cutaneous Neurofibroma2018 NF Conference Cutaneous Neurofibroma
2018 NF Conference Cutaneous NeurofibromaRobert Allaway
 
Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605Warren Kibbe
 
Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704Warren Kibbe
 
Role of data in precision oncology
Role of data in precision oncologyRole of data in precision oncology
Role of data in precision oncologyWarren Kibbe
 
Lessons learned in scaling up
Lessons learned in scaling upLessons learned in scaling up
Lessons learned in scaling upWarren Kibbe
 
SILS 2015 - Connecting Precision Medicine to Precision Wellness
SILS 2015 - Connecting Precision Medicine to Precision Wellness SILS 2015 - Connecting Precision Medicine to Precision Wellness
SILS 2015 - Connecting Precision Medicine to Precision Wellness Sherbrooke Innopole
 
NCI Cancer Imaging Program - Cancer Research Data Ecosystem
NCI Cancer Imaging Program - Cancer Research Data EcosystemNCI Cancer Imaging Program - Cancer Research Data Ecosystem
NCI Cancer Imaging Program - Cancer Research Data EcosystemWarren Kibbe
 
CI4CC Cancer Informatics Perspectives
CI4CC Cancer Informatics PerspectivesCI4CC Cancer Informatics Perspectives
CI4CC Cancer Informatics PerspectivesWarren Kibbe
 
KCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, Sydney
KCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, SydneyKCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, Sydney
KCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, SydneyMichael Evtushenko
 
Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014 Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014 Warren Kibbe
 

Tendances (20)

A Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge SystemA Vision for a Cancer Research Knowledge System
A Vision for a Cancer Research Knowledge System
 
Genomics and Computation in Precision Medicine March 2017
Genomics and Computation in Precision Medicine March 2017Genomics and Computation in Precision Medicine March 2017
Genomics and Computation in Precision Medicine March 2017
 
Precision Medicine in Oncology Informatics
Precision Medicine in Oncology InformaticsPrecision Medicine in Oncology Informatics
Precision Medicine in Oncology Informatics
 
Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...Emerging collaboration models for academic medical centers _ our place in the...
Emerging collaboration models for academic medical centers _ our place in the...
 
HPC, Machine Learning, and Big Data
HPC, Machine Learning, and Big DataHPC, Machine Learning, and Big Data
HPC, Machine Learning, and Big Data
 
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
SAMSI Precision Medicine Keynote, August 2018: Data: where Precision Oncology...
 
2018 NF Conference Cutaneous Neurofibroma
2018 NF Conference Cutaneous Neurofibroma2018 NF Conference Cutaneous Neurofibroma
2018 NF Conference Cutaneous Neurofibroma
 
Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605Kibbe One Voice Against Cancer 20170605
Kibbe One Voice Against Cancer 20170605
 
VIVO Keynote
VIVO KeynoteVIVO Keynote
VIVO Keynote
 
Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704Oncoset symposium kibbe 201704
Oncoset symposium kibbe 201704
 
Plegable pdf
Plegable pdfPlegable pdf
Plegable pdf
 
Role of data in precision oncology
Role of data in precision oncologyRole of data in precision oncology
Role of data in precision oncology
 
Lessons learned in scaling up
Lessons learned in scaling upLessons learned in scaling up
Lessons learned in scaling up
 
SILS 2015 - Connecting Precision Medicine to Precision Wellness
SILS 2015 - Connecting Precision Medicine to Precision Wellness SILS 2015 - Connecting Precision Medicine to Precision Wellness
SILS 2015 - Connecting Precision Medicine to Precision Wellness
 
NCI Cancer Imaging Program - Cancer Research Data Ecosystem
NCI Cancer Imaging Program - Cancer Research Data EcosystemNCI Cancer Imaging Program - Cancer Research Data Ecosystem
NCI Cancer Imaging Program - Cancer Research Data Ecosystem
 
CI4CC Cancer Informatics Perspectives
CI4CC Cancer Informatics PerspectivesCI4CC Cancer Informatics Perspectives
CI4CC Cancer Informatics Perspectives
 
Big data sharing
Big data sharingBig data sharing
Big data sharing
 
KCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, Sydney
KCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, SydneyKCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, Sydney
KCA Big Data and Immunotherapeutics Symposium, August 31st, 2018, Sydney
 
Genetics Powerpoint
Genetics PowerpointGenetics Powerpoint
Genetics Powerpoint
 
Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014 Federal Research & Development for the Florida system Sept 2014
Federal Research & Development for the Florida system Sept 2014
 

En vedette

Big Data Analytics with Hadoop
Big Data Analytics with HadoopBig Data Analytics with Hadoop
Big Data Analytics with HadoopPhilippe Julio
 
Big Data - 25 Amazing Facts Everyone Should Know
Big Data - 25 Amazing Facts Everyone Should KnowBig Data - 25 Amazing Facts Everyone Should Know
Big Data - 25 Amazing Facts Everyone Should KnowBernard Marr
 
Big Data Examples
Big Data ExamplesBig Data Examples
Big Data ExamplesOzan Saglam
 
Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1Tugdual Grall
 
Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...
Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...
Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...Health Sciences North | Horizon Santé Nord
 
MT47 Modernize infrastructure for a modern data center
MT47 Modernize infrastructure for a modern data centerMT47 Modernize infrastructure for a modern data center
MT47 Modernize infrastructure for a modern data centerDell EMC World
 
The Big Data TV: Data Analytics, Algorithm, and Netflix’s Original Programming
The Big Data TV: Data Analytics, Algorithm, and Netflix’s Original ProgrammingThe Big Data TV: Data Analytics, Algorithm, and Netflix’s Original Programming
The Big Data TV: Data Analytics, Algorithm, and Netflix’s Original Programminghye-jin-lee
 
MasterCard Worldwide Drives Performance Using Oracle HPCM
MasterCard Worldwide Drives Performance Using Oracle HPCMMasterCard Worldwide Drives Performance Using Oracle HPCM
MasterCard Worldwide Drives Performance Using Oracle HPCMAlithya
 
The Netflix Way to deal with Big Data Problems
The Netflix Way to deal with Big Data ProblemsThe Netflix Way to deal with Big Data Problems
The Netflix Way to deal with Big Data ProblemsMonal Daxini
 
Netflix: A Case Study
Netflix: A Case StudyNetflix: A Case Study
Netflix: A Case StudyMorgan Miller
 
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...Dell EMC World
 
Big & Personal: the data and the models behind Netflix recommendations by Xa...
 Big & Personal: the data and the models behind Netflix recommendations by Xa... Big & Personal: the data and the models behind Netflix recommendations by Xa...
Big & Personal: the data and the models behind Netflix recommendations by Xa...BigMine
 
Big Data for Managers: From hadoop to streaming and beyond
Big Data for Managers: From hadoop to streaming and beyondBig Data for Managers: From hadoop to streaming and beyond
Big Data for Managers: From hadoop to streaming and beyondDataWorks Summit/Hadoop Summit
 
Netflix-Using analytics to predict hits
Netflix-Using analytics to predict hitsNetflix-Using analytics to predict hits
Netflix-Using analytics to predict hitsGaurav Dutta
 
Extending BI with Big Data Analytics
Extending BI with Big Data AnalyticsExtending BI with Big Data Analytics
Extending BI with Big Data AnalyticsDatameer
 
Use of Analytics by Netflix - Case Study
Use of Analytics by Netflix - Case StudyUse of Analytics by Netflix - Case Study
Use of Analytics by Netflix - Case StudySaket Toshniwal
 
Netflix - Enabling a Culture of Analytics
Netflix - Enabling a Culture of AnalyticsNetflix - Enabling a Culture of Analytics
Netflix - Enabling a Culture of AnalyticsBlake Irvine
 

En vedette (20)

Big Data Analytics with Hadoop
Big Data Analytics with HadoopBig Data Analytics with Hadoop
Big Data Analytics with Hadoop
 
Big data ppt
Big  data pptBig  data ppt
Big data ppt
 
Big Data - 25 Amazing Facts Everyone Should Know
Big Data - 25 Amazing Facts Everyone Should KnowBig Data - 25 Amazing Facts Everyone Should Know
Big Data - 25 Amazing Facts Everyone Should Know
 
Arab World Context
Arab World ContextArab World Context
Arab World Context
 
Big Data analytics usage
Big Data analytics usageBig Data analytics usage
Big Data analytics usage
 
Big Data Examples
Big Data ExamplesBig Data Examples
Big Data Examples
 
Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1Fast Cars, Big Data - How Streaming Can Help Formula 1
Fast Cars, Big Data - How Streaming Can Help Formula 1
 
Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...
Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...
Genetics and Genomics in Cancer 2013: How Genomics is Changing Cancer Care, D...
 
MT47 Modernize infrastructure for a modern data center
MT47 Modernize infrastructure for a modern data centerMT47 Modernize infrastructure for a modern data center
MT47 Modernize infrastructure for a modern data center
 
The Big Data TV: Data Analytics, Algorithm, and Netflix’s Original Programming
The Big Data TV: Data Analytics, Algorithm, and Netflix’s Original ProgrammingThe Big Data TV: Data Analytics, Algorithm, and Netflix’s Original Programming
The Big Data TV: Data Analytics, Algorithm, and Netflix’s Original Programming
 
MasterCard Worldwide Drives Performance Using Oracle HPCM
MasterCard Worldwide Drives Performance Using Oracle HPCMMasterCard Worldwide Drives Performance Using Oracle HPCM
MasterCard Worldwide Drives Performance Using Oracle HPCM
 
The Netflix Way to deal with Big Data Problems
The Netflix Way to deal with Big Data ProblemsThe Netflix Way to deal with Big Data Problems
The Netflix Way to deal with Big Data Problems
 
Netflix: A Case Study
Netflix: A Case StudyNetflix: A Case Study
Netflix: A Case Study
 
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
MT147_Thinking Windows 10? Think simple, scalable, and secure deployments wit...
 
Big & Personal: the data and the models behind Netflix recommendations by Xa...
 Big & Personal: the data and the models behind Netflix recommendations by Xa... Big & Personal: the data and the models behind Netflix recommendations by Xa...
Big & Personal: the data and the models behind Netflix recommendations by Xa...
 
Big Data for Managers: From hadoop to streaming and beyond
Big Data for Managers: From hadoop to streaming and beyondBig Data for Managers: From hadoop to streaming and beyond
Big Data for Managers: From hadoop to streaming and beyond
 
Netflix-Using analytics to predict hits
Netflix-Using analytics to predict hitsNetflix-Using analytics to predict hits
Netflix-Using analytics to predict hits
 
Extending BI with Big Data Analytics
Extending BI with Big Data AnalyticsExtending BI with Big Data Analytics
Extending BI with Big Data Analytics
 
Use of Analytics by Netflix - Case Study
Use of Analytics by Netflix - Case StudyUse of Analytics by Netflix - Case Study
Use of Analytics by Netflix - Case Study
 
Netflix - Enabling a Culture of Analytics
Netflix - Enabling a Culture of AnalyticsNetflix - Enabling a Culture of Analytics
Netflix - Enabling a Culture of Analytics
 

Similaire à Big Data in Cancer Control

Khoury ashg2014
Khoury ashg2014Khoury ashg2014
Khoury ashg2014muink
 
Dc health communication
Dc health communicationDc health communication
Dc health communicationBradford Hesse
 
Obeid generic_2017-11
Obeid generic_2017-11Obeid generic_2017-11
Obeid generic_2017-11Jihad Obeid
 
Secure Data Sharing and Related Matters – An NIH View
Secure Data Sharing and Related Matters – An NIH ViewSecure Data Sharing and Related Matters – An NIH View
Secure Data Sharing and Related Matters – An NIH ViewPhilip Bourne
 
Byu smart & connected 2012
Byu smart & connected 2012Byu smart & connected 2012
Byu smart & connected 2012Bradford Hesse
 
Populomics, personalized medicine
Populomics, personalized medicinePopulomics, personalized medicine
Populomics, personalized medicineBradford Hesse
 
Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015Bradford Hesse
 
Principles organization and_operation_of_a_dna_bank
Principles organization and_operation_of_a_dna_bankPrinciples organization and_operation_of_a_dna_bank
Principles organization and_operation_of_a_dna_bankEspirituanna
 
To err is human, bullet proofing data displays
To err is human, bullet proofing data displaysTo err is human, bullet proofing data displays
To err is human, bullet proofing data displaysBradford Hesse
 
From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...Health Data Consortium
 
De Brun - ‘No decision about me without me’: collaborative opportunities to s...
De Brun - ‘No decision about me without me’: collaborative opportunities to s...De Brun - ‘No decision about me without me’: collaborative opportunities to s...
De Brun - ‘No decision about me without me’: collaborative opportunities to s...IL Group (CILIP Information Literacy Group)
 
LAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePreventionLAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePreventionAlicia Keen LaFrance
 
Sun==big data analytics for health care
Sun==big data analytics for health careSun==big data analytics for health care
Sun==big data analytics for health careAravindharamanan S
 
Healthcare Innovation and Transformation - Dr. Ken Yale
Healthcare Innovation and Transformation - Dr. Ken YaleHealthcare Innovation and Transformation - Dr. Ken Yale
Healthcare Innovation and Transformation - Dr. Ken YaleKen Yale
 

Similaire à Big Data in Cancer Control (20)

Khoury ashg2014
Khoury ashg2014Khoury ashg2014
Khoury ashg2014
 
Dc health communication
Dc health communicationDc health communication
Dc health communication
 
Obeid generic_2017-11
Obeid generic_2017-11Obeid generic_2017-11
Obeid generic_2017-11
 
Secure Data Sharing and Related Matters – An NIH View
Secure Data Sharing and Related Matters – An NIH ViewSecure Data Sharing and Related Matters – An NIH View
Secure Data Sharing and Related Matters – An NIH View
 
Byu smart & connected 2012
Byu smart & connected 2012Byu smart & connected 2012
Byu smart & connected 2012
 
CV
CVCV
CV
 
Hesse hopkins 2014
Hesse hopkins 2014Hesse hopkins 2014
Hesse hopkins 2014
 
Populomics, personalized medicine
Populomics, personalized medicinePopulomics, personalized medicine
Populomics, personalized medicine
 
Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015Big Data and Population Health: SBM 2015
Big Data and Population Health: SBM 2015
 
Principles organization and_operation_of_a_dna_bank
Principles organization and_operation_of_a_dna_bankPrinciples organization and_operation_of_a_dna_bank
Principles organization and_operation_of_a_dna_bank
 
HINTS keynote 2014
HINTS keynote 2014HINTS keynote 2014
HINTS keynote 2014
 
To err is human, bullet proofing data displays
To err is human, bullet proofing data displaysTo err is human, bullet proofing data displays
To err is human, bullet proofing data displays
 
From Research to Practice: New Models for Data-sharing and Collaboration to I...
From Research to Practice: New Models for Data-sharing and Collaboration to I...From Research to Practice: New Models for Data-sharing and Collaboration to I...
From Research to Practice: New Models for Data-sharing and Collaboration to I...
 
From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...From Research to Practice - New Models for Data-sharing and Collaboration to ...
From Research to Practice - New Models for Data-sharing and Collaboration to ...
 
De Brun - ‘No decision about me without me’: collaborative opportunities to s...
De Brun - ‘No decision about me without me’: collaborative opportunities to s...De Brun - ‘No decision about me without me’: collaborative opportunities to s...
De Brun - ‘No decision about me without me’: collaborative opportunities to s...
 
LAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePreventionLAFRANCE-2015-PosterChildAbusePrevention
LAFRANCE-2015-PosterChildAbusePrevention
 
THE LARGE DATA DEMO - ONE MODEL
THE LARGE DATA DEMO - ONE MODELTHE LARGE DATA DEMO - ONE MODEL
THE LARGE DATA DEMO - ONE MODEL
 
Sun==big data analytics for health care
Sun==big data analytics for health careSun==big data analytics for health care
Sun==big data analytics for health care
 
Healthcare Innovation and Transformation - Dr. Ken Yale
Healthcare Innovation and Transformation - Dr. Ken YaleHealthcare Innovation and Transformation - Dr. Ken Yale
Healthcare Innovation and Transformation - Dr. Ken Yale
 
Kraft-Todd_CV.pdf
Kraft-Todd_CV.pdfKraft-Todd_CV.pdf
Kraft-Todd_CV.pdf
 

Plus de Bradford Hesse

Sbm open science committee report to the board
Sbm open science committee report to the boardSbm open science committee report to the board
Sbm open science committee report to the boardBradford Hesse
 
Samsung Cancer Center: Connecting Health
Samsung Cancer Center: Connecting HealthSamsung Cancer Center: Connecting Health
Samsung Cancer Center: Connecting HealthBradford Hesse
 
Hesse health care of the future 9.20.2018
Hesse health care of the future 9.20.2018Hesse health care of the future 9.20.2018
Hesse health care of the future 9.20.2018Bradford Hesse
 
Hesse hopkins 6.20.2018
Hesse hopkins 6.20.2018Hesse hopkins 6.20.2018
Hesse hopkins 6.20.2018Bradford Hesse
 
Public health and digital health hesse 6.6.2018
Public health and digital health hesse 6.6.2018Public health and digital health hesse 6.6.2018
Public health and digital health hesse 6.6.2018Bradford Hesse
 
Uk connected health 1 25 2017
Uk connected health 1 25 2017Uk connected health 1 25 2017
Uk connected health 1 25 2017Bradford Hesse
 
Cancer Prevention & Control in the Changing Communication Landscape
Cancer Prevention & Control in the Changing Communication LandscapeCancer Prevention & Control in the Changing Communication Landscape
Cancer Prevention & Control in the Changing Communication LandscapeBradford Hesse
 
Uk hesse precision medicine nih nci
Uk hesse precision medicine nih nciUk hesse precision medicine nih nci
Uk hesse precision medicine nih nciBradford Hesse
 
Mayo presentation 2016
Mayo presentation 2016Mayo presentation 2016
Mayo presentation 2016Bradford Hesse
 
Advancing Methods in Infodemiology: A Funder's Perspective
Advancing Methods in Infodemiology: A Funder's PerspectiveAdvancing Methods in Infodemiology: A Funder's Perspective
Advancing Methods in Infodemiology: A Funder's PerspectiveBradford Hesse
 
Consumer Engagement, Technology, and Healthcare
Consumer Engagement, Technology, and HealthcareConsumer Engagement, Technology, and Healthcare
Consumer Engagement, Technology, and HealthcareBradford Hesse
 
Medicine and the Internet of Things
Medicine and the Internet of ThingsMedicine and the Internet of Things
Medicine and the Internet of ThingsBradford Hesse
 
Data visualization in cancer control
Data visualization in cancer controlData visualization in cancer control
Data visualization in cancer controlBradford Hesse
 
Making Data Usable: 2014 presentation at Datapalooza
Making Data Usable: 2014 presentation at DatapaloozaMaking Data Usable: 2014 presentation at Datapalooza
Making Data Usable: 2014 presentation at DatapaloozaBradford Hesse
 
The revolution has begun sbm 2014
The revolution has begun sbm 2014The revolution has begun sbm 2014
The revolution has begun sbm 2014Bradford Hesse
 
Serving cancer survivors hesse 2014
Serving cancer survivors hesse 2014Serving cancer survivors hesse 2014
Serving cancer survivors hesse 2014Bradford Hesse
 
Open Science in Psychology
Open Science in PsychologyOpen Science in Psychology
Open Science in PsychologyBradford Hesse
 

Plus de Bradford Hesse (20)

Sbm open science committee report to the board
Sbm open science committee report to the boardSbm open science committee report to the board
Sbm open science committee report to the board
 
Samsung Cancer Center: Connecting Health
Samsung Cancer Center: Connecting HealthSamsung Cancer Center: Connecting Health
Samsung Cancer Center: Connecting Health
 
Hesse health care of the future 9.20.2018
Hesse health care of the future 9.20.2018Hesse health care of the future 9.20.2018
Hesse health care of the future 9.20.2018
 
Hesse hopkins 6.20.2018
Hesse hopkins 6.20.2018Hesse hopkins 6.20.2018
Hesse hopkins 6.20.2018
 
Public health and digital health hesse 6.6.2018
Public health and digital health hesse 6.6.2018Public health and digital health hesse 6.6.2018
Public health and digital health hesse 6.6.2018
 
Uk connected health 1 25 2017
Uk connected health 1 25 2017Uk connected health 1 25 2017
Uk connected health 1 25 2017
 
Cancer Prevention & Control in the Changing Communication Landscape
Cancer Prevention & Control in the Changing Communication LandscapeCancer Prevention & Control in the Changing Communication Landscape
Cancer Prevention & Control in the Changing Communication Landscape
 
Uk hesse precision medicine nih nci
Uk hesse precision medicine nih nciUk hesse precision medicine nih nci
Uk hesse precision medicine nih nci
 
Mayo presentation 2016
Mayo presentation 2016Mayo presentation 2016
Mayo presentation 2016
 
Advancing Methods in Infodemiology: A Funder's Perspective
Advancing Methods in Infodemiology: A Funder's PerspectiveAdvancing Methods in Infodemiology: A Funder's Perspective
Advancing Methods in Infodemiology: A Funder's Perspective
 
Consumer Engagement, Technology, and Healthcare
Consumer Engagement, Technology, and HealthcareConsumer Engagement, Technology, and Healthcare
Consumer Engagement, Technology, and Healthcare
 
Hesse hopkins 2015
Hesse hopkins 2015Hesse hopkins 2015
Hesse hopkins 2015
 
Medicine and the Internet of Things
Medicine and the Internet of ThingsMedicine and the Internet of Things
Medicine and the Internet of Things
 
Data visualization in cancer control
Data visualization in cancer controlData visualization in cancer control
Data visualization in cancer control
 
Making Data Usable: 2014 presentation at Datapalooza
Making Data Usable: 2014 presentation at DatapaloozaMaking Data Usable: 2014 presentation at Datapalooza
Making Data Usable: 2014 presentation at Datapalooza
 
Hesse pcc may 2014
Hesse pcc may 2014Hesse pcc may 2014
Hesse pcc may 2014
 
The revolution has begun sbm 2014
The revolution has begun sbm 2014The revolution has begun sbm 2014
The revolution has begun sbm 2014
 
Serving cancer survivors hesse 2014
Serving cancer survivors hesse 2014Serving cancer survivors hesse 2014
Serving cancer survivors hesse 2014
 
Open Science in Psychology
Open Science in PsychologyOpen Science in Psychology
Open Science in Psychology
 
Making Data Talk
Making Data TalkMaking Data Talk
Making Data Talk
 

Dernier

Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...
Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...
Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...Dipal Arora
 
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls ServiceGENUINE ESCORT AGENCY
 
Call Girls Mysore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Mysore Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Mysore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Mysore Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...Namrata Singh
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...BhumiSaxena1
 
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...chennailover
 
Kollam call girls Mallu aunty service 7877702510
Kollam call girls Mallu aunty service 7877702510Kollam call girls Mallu aunty service 7877702510
Kollam call girls Mallu aunty service 7877702510Vipesco
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋TANUJA PANDEY
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426jennyeacort
 
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableCall Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableJanvi Singh
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...
💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...
💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...Sheetaleventcompany
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...adilkhan87451
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...chandars293
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Sheetaleventcompany
 
Call Girls Amritsar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Amritsar Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Amritsar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Amritsar Just Call 8250077686 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...khalifaescort01
 
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...khalifaescort01
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...mahaiklolahd
 

Dernier (20)

Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...
Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...
Top Rated Pune Call Girls (DIPAL) ⟟ 8250077686 ⟟ Call Me For Genuine Sex Serv...
 
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
9630942363 Genuine Call Girls In Ahmedabad Gujarat Call Girls Service
 
Call Girls Mysore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Mysore Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Mysore Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Mysore Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
Call Girls Kolkata Kalikapur 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Girl Se...
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
 
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
Coimbatore Call Girls in Coimbatore 7427069034 genuine Escort Service Girl 10...
 
Kollam call girls Mallu aunty service 7877702510
Kollam call girls Mallu aunty service 7877702510Kollam call girls Mallu aunty service 7877702510
Kollam call girls Mallu aunty service 7877702510
 
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
VIP Hyderabad Call Girls Bahadurpally 7877925207 ₹5000 To 25K With AC Room 💚😋
 
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
Call Girls in Delhi Triveni Complex Escort Service(🔝))/WhatsApp 97111⇛47426
 
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service AvailableCall Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
Call Girls Jaipur Just Call 9521753030 Top Class Call Girl Service Available
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...
💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...
💚Call Girls In Amritsar 💯Anvi 📲🔝8725944379🔝Amritsar Call Girl No💰Advance Cash...
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
 
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...Top Rated  Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
Top Rated Hyderabad Call Girls Erragadda ⟟ 9332606886 ⟟ Call Me For Genuine ...
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
 
Call Girls Amritsar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Amritsar Just Call 8250077686 Top Class Call Girl Service AvailableCall Girls Amritsar Just Call 8250077686 Top Class Call Girl Service Available
Call Girls Amritsar Just Call 8250077686 Top Class Call Girl Service Available
 
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
Call Girls Service Jaipur {9521753030 } ❤️VVIP BHAWNA Call Girl in Jaipur Raj...
 
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
💕SONAM KUMAR💕Premium Call Girls Jaipur ↘️9257276172 ↙️One Night Stand With Lo...
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
 
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...
 

Big Data in Cancer Control