activity
20122018
most citedModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks

201 citations · 340 across the 6 of their papers we have counts for

collaborators

7 papers

cs.CL2018★ 3 cited

The Impact of Automatic Pre-annotation in Clinical Note Data Element Extraction - the CLEAN Tool

Tsung-Ting Kuo, Jina Huh, Jihoon Kim +8

Objective. Annotation is expensive but essential for clinical note review and clinical natural language processing (cNLP). However, the extent to which computer-generated pre-annot…

cs.CR2018

Efficient Determination of Equivalence for Encrypted Data

Jason N. Doctor, Jaideep Vaidya, Xiaoqian Jiang +6

Secure computation of equivalence has fundamental application in many different areas, including healthcare. We study this problem in the context of matching an individual identity…

cs.CY2018★ 201 cited

ModelChain: Decentralized Privacy-Preserving Healthcare Predictive Modeling Framework on Private Blockchain Networks

Tsung-Ting Kuo, Lucila Ohno-Machado

Cross-institutional healthcare predictive modeling can accelerate research and facilitate quality improvement initiatives, and thus is important for national healthcare delivery pr…

cs.CY2016★ 3 cited

Prerequisites for International Exchanges of Health Information: Comparison of Australian, Austrian, Finnish, Swiss, and US Privacy Policies

Hanna Suominen, Henning Müller, Lucila Ohno-Machado +3

Capabilities to exchange health information are critical to accelerate discovery and its diffusion to healthcare practice. However, the same ethical and legal policies that protect…

cs.CL2014★ 66 cited

Natural Language Processing in Biomedicine: A Unified System Architecture Overview

Son Doan, Mike Conway, Tu Minh Phuong +1

In modern electronic medical records (EMR) much of the clinically important data - signs and symptoms, symptom severity, disease status, etc. - are not provided in structured data…

cs.SI2012★ 33 cited

Enhancing Twitter Data Analysis with Simple Semantic Filtering: Example in Tracking Influenza-Like Illnesses

Son Doan, Lucila Ohno-Machado, Nigel Collier

Systems that exploit publicly available user generated content such as Twitter messages have been successful in tracking seasonal influenza. We developed a novel filtering method f…

cs.LG2012★ 34 cited

Predicting accurate probabilities with a ranking loss

Aditya Menon, Xiaoqian Jiang, Shankar Vembu +2

In many real-world applications of machine learning classifiers, it is essential to predict the probability of an example belonging to a particular class. This paper proposes a sim…