Deep Learning Intervention for Health Care Challenges: Some Biomedical Domain Considerations

Automatic Vertebrae Localization and Identification by Combining Deep SSAE Contextual Features and Structured Regression Forest

(2019) Xuchu Wang et al.   JOURNAL OF DIGITAL IMAGING

Single-cell RNA-seq denoising using a deep count autoencoder

(2019) Gökcen Eraslan et al.   Nature Communications

Discovering Hierarchical Common Brain Networks via Multimodal Deep Belief Network

(2019) Shu Zhang et al.   MEDICAL IMAGE ANALYSIS

Predicting the hearing outcome in sudden sensorineural hearing loss via machine learning models

(2018) D. Bing et al.   CLINICAL OTOLARYNGOLOGY

EEG classification of driver mental states by deep learning

(2018) Hong Zeng et al.   Cognitive Neurodynamics

Efficient deep learning model for mitosis detection using breast histopathology images

(2018) Monjoy Saha et al.   COMPUTERIZED MEDICAL IMAGING AND GRAPHICS

A novel application of deep learning for single-lead ECG classification

(2018) Sherin M. Mathews et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A robust human activity recognition system using smartphone sensors and deep learning

(2018) Mohammed Mehedi Hassan et al.   Future Generation Computer Systems-The International Journal of eScience

Deep recurrent neural network reveals a hierarchy of process memory during dynamic natural vision

(2018) Junxing Shi et al.   HUMAN BRAIN MAPPING

Edge Computing in the Industrial Internet of Things Environment: Software-Defined-Networks-Based Edge-Cloud Interplay

(2018) Kuljeet Kaur et al.   IEEE COMMUNICATIONS MAGAZINE

Learning IoT in Edge: Deep Learning for the Internet of Things with Edge Computing

(2018) He Li et al.   IEEE NETWORK

Fall Detection Using Deep Learning in Range-Doppler Radars

(2018) Branka Jokanovic et al.   IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS

A Reconfigurable Streaming Deep Convolutional Neural Network Accelerator for Internet of Things

(2018) Li Du et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

Her2Net: A Deep Framework for Semantic Segmentation and Classification of Cell Membranes and Nuclei in Breast Cancer Evaluation

(2018) Monjoy Saha et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

AENet: Learning Deep Audio Features for Video Analysis

(2018) Naoya Takahashi et al.   IEEE TRANSACTIONS ON MULTIMEDIA

A Deep Learning Method to Automatically Identify Reports of Scientifically Rigorous Clinical Research from the Biomedical Literature: Comparative Analytic Study

(2018) Guilherme Del Fiol et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Exploring User Needs for a Mobile Behavioral-Sensing Technology for Depression Management: Qualitative Study

(2018) Jingbo Meng et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

A deep Boltzmann machine-driven level set method for heart motion tracking using cine MRI images

(2018) Jian Wu et al.   MEDICAL IMAGE ANALYSIS

m-Health 2.0: New perspectives on mobile health, Machine Learning and Big Data Analytics

(2018) Robert S.H. Istepanian et al.   METHODS

A New Deep Learning-Based Food Recognition System for Dietary Assessment on An Edge Computing Service Infrastructure

(2018) Chang Liu et al.   IEEE Transactions on Services Computing

Multi-label Deep Learning for Gene Function Annotation in Cancer Pathways

(2018) Renchu Guan et al.   Scientific Reports

Decoding hind limb kinematics from neuronal activity of the dorsal horn neurons using multiple level learning algorithm

(2018) Hamed Yeganegi et al.   Scientific Reports

Sparse Simultaneous Recurrent Deep Learning for Robust Facial Expression Recognition

(2018) Mahbubul Alam et al.   IEEE Transactions on Neural Networks and Learning Systems

Prediction of Occult Invasive Disease in Ductal Carcinoma in Situ Using Deep Learning Features

(2018) Bibo Shi et al.   Journal of the American College of Radiology

An Automatic Cardiac Arrhythmia Classification System With Wearable Electrocardiogram

(2018) Yufa Xia et al.   IEEE Access

Voice Pathology Detection Using Deep Learning on Mobile Healthcare Framework

(2018) Musaed Alhussein et al.   IEEE Access

Designing a Tablet-Based Software App for Mapping Bodily Symptoms: Usability Evaluation and Reproducibility Analysis

(2018) Till-Ansgar Neubert et al.   JMIR mHealth and uHealth

Cardiac Auscultation Using Smartphones: Pilot Study

(2018) Si-Hyuck Kang et al.   JMIR mHealth and uHealth

Predict effective drug combination by deep belief network and ontology fingerprints

(2018) Guocai Chen et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Interpretable and Expandable Deep Learning Diagnosis System for Multiple Ocular Diseases: Elaborately Simulating Doctors� working (Preprint)

(2018) Kai Zhang et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Automatic Classification of Online Doctor Reviews (Preprint)

(2018) Ryan Rivas et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Deep Convolutional Neural Networks for Chest Diseases Detection

(2018) Rahib H. Abiyev et al.   Journal of Healthcare Engineering

A Multi-view Deep Learning Framework for EEG Seizure Detection

(2018) Ye Yuan et al.   IEEE Journal of Biomedical and Health Informatics

A Decoding Scheme for Incomplete Motor Imagery EEG With Deep Belief Network

(2018) Yaqi Chu et al.   Frontiers in Neuroscience

Bidirectional long short-term memory with CRF for detecting biomedical event trigger in FastText semantic space

(2018) Yan Wang et al.   BMC BIOINFORMATICS

GSAE: an autoencoder with embedded gene-set nodes for genomics functional characterization

(2018) Hung-I Harry Chen et al.   BMC Systems Biology

Automated Identification of Hookahs (Waterpipes) on Instagram: An Application in Feature Extraction Using Convolutional Neural Network and Support Vector Machine Classification

(2018) Youshan Zhang et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Distillation of the clinical algorithm improves prognosis by multi-task deep learning in high-risk Neuroblastoma

(2018) Valerio Maggio et al.   PLoS One

Diagnosis of mesothelioma with deep learning

(2018) Xue Hu et al.   Oncology Letters

Unsupervised pathology detection in medical images using conditional variational autoencoders

(2018) Hristina Uzunova et al.   International Journal of Computer Assisted Radiology and Surgery

Is Intensity Inhomogeneity Correction Useful for Classification of Breast Cancer in Sonograms Using Deep Neural Network?

(2018) Chia-Yen Lee et al.   Journal of Healthcare Engineering

Extraction of drug–drug interaction using neural embedding

(2018) Wen Juan Hou et al.   Journal of Bioinformatics and Computational Biology

Recognition of Emotions Using Multichannel EEG Data and DBN-GC-Based Ensemble Deep Learning Framework

(2018) Hao Chao et al.   Computational Intelligence and Neuroscience

Prediction of Drug-Likeness Using Deep Autoencoder Neural Networks

(2018) Qiwan Hu et al.   Frontiers in Genetics

VASC: Dimension Reduction and Visualization of Single-cell RNA-seq Data by Deep Variational Autoencoder

(2018) Dongfang Wang et al.   GENOMICS PROTEOMICS & BIOINFORMATICS

Detecting Potential Adverse Drug Reactions Using a Deep Neural Network Model

(2018) Chi-Shiang Wang et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Unsupervised Identification of Disease Marker Candidates in Retinal OCT Imaging Data

(2018) Philipp Seebock et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A New Method for Automatic Sleep Stage Classification

(2017) Junming Zhang et al.   IEEE Transactions on Biomedical Circuits and Systems

A Fast Image Retrieval Method Designed for Network Big Data

(2017) Jiachen Yang et al.   IEEE Transactions on Industrial Informatics

Direct Multitype Cardiac Indices Estimation via Joint Representation and Regression Learning

(2017) Wufeng Xue et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Retrieval From and Understanding of Large-Scale Multi-modal Medical Datasets: A Review

(2017) Henning Muller et al.   IEEE TRANSACTIONS ON MULTIMEDIA

A Deep Learning Scheme for Motor Imagery Classification based on Restricted Boltzmann Machines

(2017) Na Lu et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Artificial Intelligence Learning Semantics via External Resources for Classifying Diagnosis Codes in Discharge Notes

(2017) Chin Lin et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Improving Consensus Scoring of Crowdsourced Data Using the Rasch Model: Development and Refinement of a Diagnostic Instrument

(2017) Christopher John Brady et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Reduction in Fall Rate in Dementia Managed Care Through Video Incident Review: Pilot Study

(2017) Eleonore Bayen et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Evaluating the Consistency of Current Mainstream Wearable Devices in Health Monitoring: A Comparison Under Free-Living Conditions

(2017) Dong Wen et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Alcoholism Detection by Data Augmentation and Convolutional Neural Network with Stochastic Pooling

(2017) Shui-Hua Wang et al.   JOURNAL OF MEDICAL SYSTEMS

Unifying Adversarial Training Algorithms with Data Gradient Regularization

(2017) Alexander G. Ororbia II et al.   NEURAL COMPUTATION

Task-specific feature extraction and classification of fMRI volumes using a deep neural network initialized with a deep belief network: Evaluation using sensorimotor tasks

(2017) Hojin Jang et al.   NEUROIMAGE

Forecasting influenza-like illness dynamics for military populations using neural networks and social media

(2017) Svitlana Volkova et al.   PLoS One

Centralized Networks to Generate Human Body Motions

(2017) Sergei Vakulenko et al.   SENSORS

Deep Recurrent Neural Networks for Human Activity Recognition

(2017) Abdulmajid Murad et al.   SENSORS

Real-Time Indoor Scene Description for the Visually Impaired Using Autoencoder Fusion Strategies with Visible Cameras

(2017) Salim Malek et al.   SENSORS

Automatic Detection of Standard Sagittal Plane in the First Trimester of Pregnancy Using 3-D Ultrasound Data

(2017) Siqing Nie et al.   ULTRASOUND IN MEDICINE AND BIOLOGY

A deep convolutional neural network for classification of red blood cells in sickle cell anemia

(2017) Mengjia Xu et al.   PLoS Computational Biology

$\mathtt {Deepr}$: A Convolutional Net for Medical Records

(2017) Phuoc Nguyen et al.   IEEE Journal of Biomedical and Health Informatics

Deep Learning for Health Informatics

(2017) Daniele Ravi et al.   IEEE Journal of Biomedical and Health Informatics

Feature-Free Activity Classification of Inertial Sensor Data With Machine Vision Techniques: Method, Development, and Evaluation

(2017) Jose Juan Dominguez Veiga et al.   JMIR mHealth and uHealth

Formative Evaluation of Participant Experience With Mobile eConsent in the App-Mediated Parkinson mPower Study: A Mixed Methods Study

(2017) Megan Doerr et al.   JMIR mHealth and uHealth

A Multi-Classifier System for Automatic Mitosis Detection in Breast Histopathology Images Using Deep Belief Networks

(2017) K. Sabeena Beevi et al.   IEEE Journal of Translational Engineering in Health and Medicine-JTEHM

Deep Neural Network Based Demand Side Short Term Load Forecasting

(2016) Seunghyoung Ryu et al.   Energies

Mobile big data analytics using deep learning and apache spark

(2016) Mohammad Abu Alsheikh et al.   IEEE NETWORK

Guest Editorial Deep Learning in Medical Imaging: Overview and Future Promise of an Exciting New Technique

(2016) Hayit Greenspan et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automatic Segmentation of MR Brain Images With a Convolutional Neural Network

(2016) Pim Moeskops et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Hybrid Deep Learning for Face Verification

(2016) Yi Sun et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Internet-of-things-based smart environments: state of the art, taxonomy, and open research challenges

(2016) Ejaz Ahmed et al.   IEEE WIRELESS COMMUNICATIONS

The role of different sampling methods in improving biological activity prediction using deep belief network

(2016) Fahimeh Ghasemi et al.   JOURNAL OF COMPUTATIONAL CHEMISTRY

Using recurrent neural network models for early detection of heart failure onset

(2016) Edward Choi et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Deep Convolutional and LSTM Recurrent Neural Networks for Multimodal Wearable Activity Recognition

(2016) Francisco Ordóñez et al.   SENSORS

Deep learning based classification of breast tumors with shear-wave elastography

(2016) Qi Zhang et al.   ULTRASONICS

Brain Dynamics in Predicting Driving Fatigue Using a Recurrent Self-Evolving Fuzzy Neural Network

(2016) Yu-Ting Liu et al.   IEEE Transactions on Neural Networks and Learning Systems

Bottom–Up Visual Saliency Estimation With Deep Autoencoder-Based Sparse Reconstruction

(2016) Chen Xia et al.   IEEE Transactions on Neural Networks and Learning Systems

Fusing Heterogeneous Features From Stacked Sparse Autoencoder for Histopathological Image Analysis

(2016) Xiaofan Zhang et al.   IEEE Journal of Biomedical and Health Informatics

Two-Stage Learning to Predict Human Eye Fixations via SDAEs

(2016) Junwei Han et al.   IEEE Transactions on Cybernetics

A Perspective on Deep Imaging

(2016) Ge Wang   IEEE Access

Modeling Reactivity to Biological Macromolecules with a Deep Multitask Network

(2016) Tyler B. Hughes et al.   ACS Central Science

Deep Patient: An Unsupervised Representation to Predict the Future of Patients from the Electronic Health Records

(2016) Riccardo Miotto et al.   Scientific Reports

Harnessing the Heart of Big Data

(2015) Sarah B. Scruggs et al.   CIRCULATION RESEARCH

RPCA-KFE: Key Frame Extraction for Video Using Robust Principal Component Analysis

(2015) Chinh Dang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

A Continuous Learning Framework for Activity Recognition Using Deep Hybrid Feature Models

(2015) Mahmudul Hasan et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Cross-Domain Feature Learning in Multimedia

(2015) Xiaoshan Yang et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Integrative Data Analysis of Multi-Platform Cancer Data with a Multimodal Deep Learning Approach

(2015) Muxuan Liang et al.   IEEE-ACM Transactions on Computational Biology and Bioinformatics

Learning vector representation of medical objects via EMR-driven nonnegative restricted Boltzmann machines (eNRBM)

(2015) Truyen Tran et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Bigger Data, Bigger Problems

(2015) Gerard P. Slobogean et al.   JOURNAL OF ORTHOPAEDIC TRAUMA

Deep learning

(2015) Yann LeCun et al.   NATURE

Real-time human action classification using a dynamic neural model

(2015) Zhibin Yu et al.   NEURAL NETWORKS

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Identifying informative risk factors and predicting bone disease progression via deep belief networks

(2014) Hui Li et al.   METHODS

Hierarchical feature representation and multimodal fusion with deep learning for AD/MCI diagnosis

(2014) Heung-Il Suk et al.   NEUROIMAGE

EEG-Based Emotion Recognition Using Deep Learning Network with Principal Component Based Covariate Shift Adaptation

(2014) Suwicha Jirayucharoensak et al.   TheScientificWorldJOURNAL

msiDBN: A Method of Identifying Critical Proteins in Dynamic PPI Networks

(2014) Yuan Zhang et al.   Biomed Research International

Big Data Deep Learning: Challenges and Perspectives

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

Computational intelligence techniques in bioinformatics

(2013) Aboul Ella Hassanien et al.   COMPUTATIONAL BIOLOGY AND CHEMISTRY

Data mining with big data

(2013) Xindong Wu et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Innovative continuous non-invasive cuffless blood pressure monitoring based on photoplethysmography technology

(2013) Juan C. Ruiz-Rodríguez et al.   INTENSIVE CARE MEDICINE

Computational Phenotype Discovery Using Unsupervised Feature Learning over Noisy, Sparse, and Irregular Clinical Data

(2013) Thomas A. Lasko et al.   PLoS One

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Classification Accuracies of Physical Activities Using Smartphone Motion Sensors

(2012) Wanmin Wu et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Joint EEG/fMRI state space model for the detection of directed interactions in human brains—a simulation study

(2011) Michael Lenz et al.   PHYSIOLOGICAL MEASUREMENT