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Big Data Analytics for Healthcare

WEB5. Definition of Big Data. A collection of large and complex data sets which are difficult to process using common database management tools or traditional data processing …

Actived: 4 days ago

URL: https://dmkd.cs.vt.edu/TUTORIAL/Healthcare/SDM2013.pdf

Electronic Health Records: A Survey

WEBAn Electronic Health Record (EHR) is a digital version of a patient’s medical history. It is a longitudinal record of patient health information generated by one or several encounters …

Category:  Medical Go Health

Big Data Analytics for Healthcare

WEBJimeng Sun, Large-scale Healthcare Analytics 2. Healthcare Analytics using Electronic Health Records (EHR) Old way:Data are expensive and small. – Input data are from …

Category:  Health Go Health

NSF Project Page

WEBDavid Lanfear, Henry Ford Health System Lihua Qu, William Beaumont Hospital Shankar Madhavan, Blue Cross Blue Shield of Michigan . Project Summary: Hospitalizations …

Category:  Health Go Health

GENETIC DATA ANALYSIS

WEBIn this tutorial, we will focus on Genome-Wide Association Studies (GWAS). It is more relevant to healthcare practice. Some clinical trials have already started using GWAS. …

Category:  Health Go Health

Machine Learning for Survival Analysis

WEBIn this tutorial, we will provide a comprehensive and structured overview of both statistical and machine learning based survival analysis methods along with different applications. …

Category:  Health Go Health

Introduction to the Special Section on Intelligent Systems for …

WEBHealth Informatics The field of health informatics has revolutionized the face of healthcare in the past decade. Informatics-based solutions have not only changed the way in which …

Category:  Health Go Health

A probabilistic model for predicting the probability of no …

WEBinner-city clinics, community health centers, and university medical centers indicate no-show rates of 10–30% while the estimated no-show rates for private practice are 2–15%. …

Category:  Medical Go Health

Social Media based Simulation Models for Understanding …

WEBuser can be in one of following three health states: healthy (S and R of SEIR), exposed (E), and infectious (I). As shown in Figure 2 and Algorithm 1, SMS model learns health …

Category:  Health Go Health

Clinical Decision Support Systems

WEBThis chapter is organized as follows: Sec-tion 19.2 provides a brief historical perspective including the current generation CDSS. Various types of CDSS will be described in …

Category:  Health Go Health

A hybrid prediction model for no-shows and cancellations of …

WEBIn Section 5, we compare the performance of the pro-posed hybrid model with the representative algorithms from each of population-based and individual-based ap …

Category:  Health Go Health

Text-to-SQL Generation for Question Answering on Electronic …

WEBTo tackle these challenges, we first generated a large-scale health-care Question-to-SQL dataset, namely MIMICSQL, that consists of 10,000 Question-SQL pairs, by using the …

Category:  Health Go Health

Differential Predictive Modeling for Racial Disparities in Breast …

WEBAccording to National Cancer Institute, health disparities are differences in the incidence, prevalence, mortality, and burden of cancer and related adverse health conditions that …

Category:  Cancer Go Health

Constrained elastic net based knowledge transfer for …

WEBData Min Knowl Disc (2015) 29:1094–1112 DOI 10.1007/s10618-014-0389-3 Constrained elastic net based knowledge transfer for healthcare information exchange

Category:  Health Go Health

LATTE: Latent Type Modeling for Biomedical Entity Linking

WEBLATTE: Latent Type Modeling for Biomedical Entity Linking Ming Zhu,1 Busra Celikkaya,2 Parminder Bhatia,2 Chandan K. Reddy1 1Department of Computer Science, Virginia …

Category:  Medical Go Health

H EALT H CARE D ATA A NALYTICS

WEBH EALT H CARE D ATA A NALYTICS Edited by Chandan K. Reddy Wayne State University Detroit, Michigan, USA Charu C. Aggarwal IBM T. J. Watson Research …

Category:  Health Go Health

Active Learning Based Survival Regression for Censored Data

WEBActive learning; Survival analysis; Cox regression; Health-care Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without …

Category:  Health Go Health

Cox Regression with Correlation based Regularization for …

WEBhealth condition. Cox regression is one of the most popular survival regression model used in such applications. However, these models have the tendency to overfit the data …

Category:  Health Go Health

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