About
Bharat is the Co-Founder and CEO of Carenostics, a mission-driven healthcare AI startup…
Articles by Bharat
Activity
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Where has #generativeAI innovation most impacted healthcare over the past 18 months? And what are the most promising areas of opportunity for…
Where has #generativeAI innovation most impacted healthcare over the past 18 months? And what are the most promising areas of opportunity for…
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"Even though it will take more time and capital, clinically driven solutions that are closer to the patient and effectively leverage AI will likely…
"Even though it will take more time and capital, clinically driven solutions that are closer to the patient and effectively leverage AI will likely…
Liked by Bharat Rao
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Thank you Dean Sittig and John D'Amore! Definitely worth a quick viewing for those us who THINK we know what FHIR is!
Thank you Dean Sittig and John D'Amore! Definitely worth a quick viewing for those us who THINK we know what FHIR is!
Liked by Bharat Rao
Experience
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Education
Publications
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Special Section on Clinical Data Mining
SIGKDD Explorations
See publicationA popular edited special issue focusing on novel algorithms for clinical data mining.
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Cost Sensitive Machine Learning
CRC Press
In machine learning applications, practitioners must take into account the cost associated with the algorithm. These costs include:
+ Cost of acquiring training data
+ Cost of data annotation/labeling and cleaning
+ Computational cost for model fitting, validation, and testing
+ Cost of collecting features/attributes for test data
+ Cost of user feedback collection
+ Cost of incorrect prediction/classification
Cost-Sensitive Machine Learning is one of the first books to…In machine learning applications, practitioners must take into account the cost associated with the algorithm. These costs include:
+ Cost of acquiring training data
+ Cost of data annotation/labeling and cleaning
+ Computational cost for model fitting, validation, and testing
+ Cost of collecting features/attributes for test data
+ Cost of user feedback collection
+ Cost of incorrect prediction/classification
Cost-Sensitive Machine Learning is one of the first books to provide an overview of the current research efforts and problems in this area. It discusses real-world applications that incorporate the cost of learning into the modeling process.
The first part of the book presents the theoretical underpinnings of cost-sensitive machine learning. It describes well-established machine learning approaches for reducing data acquisition costs during training as well as approaches for reducing costs when systems must make predictions for new samples. The second part covers real-world applications that effectively trade off different types of costs. These applications not only use traditional machine learning approaches, but they also incorporate cutting-edge research that advances beyond the constraining assumptions by analyzing the application needs from first principles.
Spurring further research on several open problems, this volume highlights the often implicit assumptions in machine learning techniques that were not fully understood in the past. The book also illustrates the commercial importance of cost-sensitive machine learning through its coverage of the rapid application developments made by leading companies and academic research labs.
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100+ publications in refereed computer science & medical conferences
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100+ publications in refereed computer science & medical conferences & journals
Patents
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Quality metric extraction and editing for medical data
Issued US 8,670,997
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Guiding differential diagnosis through information maximization
Issued US 8,652,039
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Personalized prognosis modeling in medical treatment planning
Issued US 8,579,784
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Patient data mining for cardiology screening
Issued US 8,280,750
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System and method for preserving predictive models for lung cancer survival analysis
Issued US 8,250,013
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Learning classifiers for multiple-label data analysis
Issued US 8,055,593
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Modeling lung cancer survival probability after or side-effects from therapy
Issued US 8,032,308
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System and method for multiple instance learning for computer aided detection
Issued EU US 7986827 B2
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System and methods for automated diagnosis and decision support for heart related diseases and conditions
Issued US 7,912,528
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Personalized prognosis modeling in medical treatment planning
Issued US 7,844,560
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Prognosis modeling from literature and other sources
Issued US 7,805,385
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Prognosis modeling from literature and other sources
Issued US 7,805,385
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System and method for computer aided detection via asymmetric cascade of sparse linear classifiers
Issued US 7756313
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Patient data mining for cardiology screening
Issued US 7,744,540
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Systems and methods for providing automated regional myocardial assessment for cardiac imaging
Issued US 7,693,315
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Method, apparatus and computer program for displaying marks in an image data set
Issued US 7,672,495
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Hierarch modeling in medical abnormality detection
Issued US 7,653,227
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Two classifier based system for classifying anomalous medical patient records
Issued US 7,650,321
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Systems and methods for automated diagnosis and decision support for breast imaging
Issued US 7,640,051
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Systems and methods for automated diagnosis and decision support for breast imaging
Issued US 7,640,051
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System and Method for Large Scale Code Classification for Medical Patient Records
Issued US 20080288292
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System and method for a sparse kernel expansion for a Bayes classifier
Issued US 7,386,165
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Gene signature of early hypoxia to predict patient survival
Issued US 7,960,114
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Computer instructions for guiding differential diagnosis through information maximization
Issued US 7,877,272
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Patient data mining for clinical trials
Filed US PCT/US2002/035302
The present invention provides a system and method for selecting prospective patients for a clinical trial.
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50+ Pending Patents in US & Rest of World
US Various
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60+ patents granted: 50+ US, 7 in Rest of World
US Various
In Areas of Healthcare Analytics, medical imaging, Personalized Medicine, HIS,
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Automated Patient/Document Identification and Categorization For Medical Data
US US 12/891,983
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Automatic Processing of Handwritten Physician Orders
US US 20120065997 A1
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Automatic Processing of Handwritten Physician Orders
US US 20120065997 A1
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Computer-Based Patient Management for Healthcare
US US 13/228,497
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Computer-Based Patient Management for Healthcare
US US 13/228,497
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Computerized Surveillance of Medical Treatment
US US 13/228,661
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Healthcare Information Technology System for Predicting and Preventing Adverse Events
US US 13/153,526
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Healthcare Information Technology System for Predicting or Preventing Readmissions
US US 13/153,551
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System and Method for Ranking Quality Improvement Factors in Patient Care
US 12/634,878
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System and Method for Ranking Quality Improvement Factors in Patient Care
US 12/634,878
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System and method for privacy preserving predictive models for lung cancer survival analysis
US PCT/US2009/000313
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Honors & Awards
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Leadership Excellence Award, National Diversity Council
National Diversity Council
KPMG is honored for Dr. Rao to receive this prestigious award for his work fostering diversity, equity and inclusion in his roles as KPMG LGBTQ Champion and Executive Sponsor for Greater Philadelphia and KPMG Diversity Council member. The National Diversity Council is a forerunner of community based, national organizations that champion diversity and inclusion across the country.
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ACM Data Mining Lifetime Service Award, 2011
ACM SigKDD (Largest Data Mining Professional Society)
The ACM SIGKDD Service Award is the highest service award in the field of data mining and knowledge discovery. It is conferred on one individual or one group for their outstanding professional services and contributions to the field of knowledge discovery and data mining, and for contributions to society at large through applications of KDD concepts to improve global medical care, education, environment, etc.
ACM SIGKDD is pleased to announce that Dr. Bharat Rao is the winner of its 2011…The ACM SIGKDD Service Award is the highest service award in the field of data mining and knowledge discovery. It is conferred on one individual or one group for their outstanding professional services and contributions to the field of knowledge discovery and data mining, and for contributions to society at large through applications of KDD concepts to improve global medical care, education, environment, etc.
ACM SIGKDD is pleased to announce that Dr. Bharat Rao is the winner of its 2011 Service Award for his contributions to society and the data mining community. Dr. Rao is being recognized for his pioneering applications of data mining to develop healthcare products that reduce costs and improve the quality of patient care.
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Data Mining Case Studies Practice Prize, 2009
Association of Computing Machinery
(Only two-time winner of this prize: for CAD in 2009)
The Data Mining Case Studies Practice Prize was established in 2005 showcase the very best in data mining case deployments. Data Mining Case Studies highlights data mining implementations that have been responsible for a significant and measurable improvement in business operations, or an equally important scientific discovery, or some other benefit to humanity. -
Inventor of the Year
Siemens
Siemens Inventor of the Year, 2005: awarded for “outstanding contributions related to improving the technical expertise and the economic success of the company” for the REMIND decision-support Platform. One inventor was chosen annually in Siemens Healthcare (40,000 employees).
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Data Mining Case Studies Practice Prize, 2005
IEEE Computer Society
(Only two-time winner of this prize: for REMIND in 2005)
The Data Mining Case Studies Practice Prize was established in 2005 showcase the very best in data mining case deployments. Data Mining Case Studies highlights data mining implementations that have been responsible for a significant and measurable improvement in business operations, or an equally important scientific discovery, or some other benefit to humanity.
Languages
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Hindi
Native or bilingual proficiency
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Kannada
Limited working proficiency
Organizations
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ACM
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Recommendations received
2 people have recommended Bharat
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Congratulations to our senior vice president of digital engagement, Pamela Landis, and our executive vice president and chief digital information…
Congratulations to our senior vice president of digital engagement, Pamela Landis, and our executive vice president and chief digital information…
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🎉 Exciting Partnership Alert! Carenostics is thrilled to share we've been selected to join the 2024 cohort of the largest pediatric health…
🎉 Exciting Partnership Alert! Carenostics is thrilled to share we've been selected to join the 2024 cohort of the largest pediatric health…
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Today marks the end of a 16-year journey at KPMG. As I become an alumni partner, I reflect on the phenomenal experience I've had. Over the years…
Today marks the end of a 16-year journey at KPMG. As I become an alumni partner, I reflect on the phenomenal experience I've had. Over the years…
Liked by Bharat Rao
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Congratulations!!! Amazing work Nihar Rao
Congratulations!!! Amazing work Nihar Rao
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To my LinkedIn network—thank you for 10,000! My time here has been one of community, of teamwork and, above all, of learning. To celebrate this…
To my LinkedIn network—thank you for 10,000! My time here has been one of community, of teamwork and, above all, of learning. To celebrate this…
Liked by Bharat Rao
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It was great to talk 'Innovative Reimbursement Strategies for Digital Health Companies' at McDermott Will & Emery's #DHF2024 conference in NYC today.…
It was great to talk 'Innovative Reimbursement Strategies for Digital Health Companies' at McDermott Will & Emery's #DHF2024 conference in NYC today.…
Liked by Bharat Rao
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Banner Health is honored to be recognized as one of 10 health systems on Newsweek’s list of Most Trustworthy Companies in America AND one of 21…
Banner Health is honored to be recognized as one of 10 health systems on Newsweek’s list of Most Trustworthy Companies in America AND one of 21…
Liked by Bharat Rao
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What an incredible week at the 2024 AMGA Annual Conference! It was an honor to present alongside esteemed colleagues Charu Dhavalikar, M.D. and…
What an incredible week at the 2024 AMGA Annual Conference! It was an honor to present alongside esteemed colleagues Charu Dhavalikar, M.D. and…
Liked by Bharat Rao
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What marketing and advertising strategies should you be investing in? This guide is your ticket to understanding digital marketing do's and don'ts…
What marketing and advertising strategies should you be investing in? This guide is your ticket to understanding digital marketing do's and don'ts…
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Thrilled to be at #AMGA24 presenting with Suelyn Boucree MD,MBA,FACP and Charu Dhavalikar, M.D. from Hackensack Meridian Health on the future of AI…
Thrilled to be at #AMGA24 presenting with Suelyn Boucree MD,MBA,FACP and Charu Dhavalikar, M.D. from Hackensack Meridian Health on the future of AI…
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