Computational Health Informatics in the Big Data Age

Exascale computing and big data

(2015) Daniel A. Reed et al.   COMMUNICATIONS OF THE ACM

Tissue-specific sparse deconvolution for brain CT perfusion

(2015) Ruogu Fang et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

Computer-Aided Diagnosis of Mammographic Masses Using Scalable Image Retrieval

(2015) Menglin Jiang et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Robust Low-Dose CT Perfusion Deconvolution via Tensor Total-Variation Regularization

(2015) Ruogu Fang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Towards Large-Scale Histopathological Image Analysis: Hashing-Based Image Retrieval

(2015) Xiaofan Zhang et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Driver Missense Mutation Identification Using Feature Selection and Model Fusion

(2015) Ahmed T. Soliman et al.   JOURNAL OF COMPUTATIONAL BIOLOGY

High-throughput histopathological image analysis via robust cell segmentation and hashing

(2015) Xiaofan Zhang et al.   MEDICAL IMAGE ANALYSIS

Secure sensitive data sharing on a big data platform

(2015) Xinhua Dong et al.   TSINGHUA SCIENCE AND TECHNOLOGY

Knowledge Discovery and interactive Data Mining in Bioinformatics - State-of-the-Art, future challenges and research directions

(2014) Andreas Holzinger et al.   BMC BIOINFORMATICS

Big Data In Health Care: Using Analytics To Identify And Manage High-Risk And High-Cost Patients

(2014) David W. Bates et al.   HEALTH AFFAIRS

Prevalence of Heart Failure Signs and Symptoms in a Large Primary Care Population Identified Through the Use of Text and Data Mining of the Electronic Health Record

(2014) Rajakrishnan Vijayakrishnan et al.   JOURNAL OF CARDIAC FAILURE

Trends in big data analytics

(2014) Karthik Kambatla et al.   JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING

Functional evaluation of out-of-the-box text-mining tools for data-mining tasks

(2014) K. Jung et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Big Data: A Survey

(2014) Min Chen et al.   MOBILE NETWORKS & APPLICATIONS

Similarity network fusion for aggregating data types on a genomic scale

(2014) Bo Wang et al.   NATURE METHODS

Managing, Analysing, and Integrating Big Data in Medical Bioinformatics: Open Problems and Future Perspectives

(2014) Ivan Merelli et al.   Biomed Research International

Big data: the next frontier for innovation in therapeutics and healthcare

(2014) Naiem T Issa et al.   Expert Review of Clinical Pharmacology

Deep learning for neuroimaging: a validation study

(2014) Sergey M. Plis et al.   Frontiers in Neuroscience

Big Data Deep Learning: Challenges and Perspectives

(2014) Xue-Wen Chen et al.   IEEE Access

Radial Basis Function-Sparse Partial Least Squares for Application to Brain Imaging Data

(2013) Hisako Yoshida et al.   Computational and Mathematical Methods in Medicine

Big data in biomedicine

(2013) Fabricio F. Costa   DRUG DISCOVERY TODAY

Wavelet Analysis in Current Cancer Genome Research: A Survey

(2013) Tao Meng et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Using methods from the data-mining and machine-learning literature for disease classification and prediction: a case study examining classification of heart failure subtypes

(2013) Peter C. Austin et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Automatic detection of anomalies in blood glucose using a machine learning approach

(2013) Ying Zhu   JOURNAL OF COMMUNICATIONS AND NETWORKS

Bringing Big Data to Personalized Healthcare: A Patient-Centered Framework

(2013) Nitesh V. Chawla et al.   JOURNAL OF GENERAL INTERNAL MEDICINE

Development of a 5 year life expectancy index in older adults using predictive mining of electronic health record data

(2013) Jason Scott Mathias et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Predicting changes in hypertension control using electronic health records from a chronic disease management program

(2013) Jimeng Sun et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Regression forests for efficient anatomy detection and localization in computed tomography scans

(2013) A. Criminisi et al.   MEDICAL IMAGE ANALYSIS

Towards robust deconvolution of low-dose perfusion CT: Sparse perfusion deconvolution using online dictionary learning

(2013) Ruogu Fang et al.   MEDICAL IMAGE ANALYSIS

Improving low-dose blood–brain barrier permeability quantification using sparse high-dose induced prior for Patlak model

(2013) Ruogu Fang et al.   MEDICAL IMAGE ANALYSIS

Data Mining for Wearable Sensors in Health Monitoring Systems: A Review of Recent Trends and Challenges

(2013) Hadi Banaee et al.   SENSORS

Data mining using clinical physiology at discharge to predict ICU readmissions

(2012) A.S. Fialho et al.   EXPERT SYSTEMS WITH APPLICATIONS

Group-Sparse Representation With Dictionary Learning for Medical Image Denoising and Fusion

(2012) Shutao Li et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Toward Ubiquitous Healthcare Services With a Novel Efficient Cloud Platform

(2012) Chenguang He et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Content-Based Microscopic Image Retrieval System for Multi-Image Queries

(2012) H. C. Akakin et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Low-Dose X-ray CT Reconstruction via Dictionary Learning

(2012) Qiong Xu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Real-Time Clinical Decision Support System with Data Stream Mining

(2012) Yang Zhang et al.   JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY

Automated diagnosis of Coronary Artery Disease affected patients using LDA, PCA, ICA and Discrete Wavelet Transform

(2012) Donna Giri et al.   KNOWLEDGE-BASED SYSTEMS

Ensemble sparse classification of Alzheimer's disease

(2012) Manhua Liu et al.   NEUROIMAGE

Composite distance metric integration by leveraging multiple experts' inputs and its application in patient similarity assessment

(2012) Fei Wang et al.   Statistical Analysis and Data Mining

Secure Stochastic ECG Signals Based on Gaussian Mixture Model for $e$-Healthcare Systems

(2011) Wei Wang et al.   IEEE Systems Journal

A Framework for the Recognition of High-Level Surgical Tasks From Video Images for Cataract Surgeries

(2011) F. Lalys et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Data Mining in Healthcare and Biomedicine: A Survey of the Literature

(2011) Illhoi Yoo et al.   JOURNAL OF MEDICAL SYSTEMS

Using data mining techniques to predict hospitalization of hemodialysis patients

(2010) Jinn-Yi Yeh et al.   DECISION SUPPORT SYSTEMS

EEG signal classification using PCA, ICA, LDA and support vector machines

(2010) Abdulhamit Subasi et al.   EXPERT SYSTEMS WITH APPLICATIONS

On the Classification of Emotional Biosignals Evoked While Viewing Affective Pictures: An Integrated Data-Mining-Based Approach for Healthcare Applications

(2010) C.A. Frantzidis et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Robust Super-Resolution Volume Reconstruction From Slice Acquisitions: Application to Fetal Brain MRI

(2010) A Gholipour et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Sparse Representation-Based Heartbeat Classification Using Independent Component Analysis

(2010) Hui Fang Huang et al.   JOURNAL OF MEDICAL SYSTEMS

Online discovery of Heart Rate Variability patterns in mobile healthcare services

(2010) Thi Hong Nhan Vu et al.   JOURNAL OF SYSTEMS AND SOFTWARE

Real-Time Analysis of Physiological Data to Support Medical Applications

(2009) D. Apiletti et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Clustering high-dimensional data

(2009) Hans-Peter Kriegel et al.   ACM Transactions on Knowledge Discovery from Data

Validation of Knowledge Acquisition for Surgical Process Models

(2008) T. Neumuth et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

A narrow band graph partitioning method for skin lesion segmentation

(2008) Xiaojing Yuan et al.   PATTERN RECOGNITION

Robust medical ad hoc sensor networks (MASN) with wavelet-based ECG data mining

(2007) Fei Hu et al.   Ad Hoc Networks