AIMC Topic: Computer Communication Networks

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EXpectation Propagation LOgistic REgRession on permissioned blockCHAIN (ExplorerChain): decentralized online healthcare/genomics predictive model learning.

Journal of the American Medical Informatics Association : JAMIA May 1, 2020
OBJECTIVE: Predicting patient outcomes using healthcare/genomics data is an increasingly popular/important area. However, some diseases are rare and require data from multiple institutions to construct generalizable models. To address institutional d...
Machine Learning Algorithms Delivery of Health Care Humans Computer Communication Networks Blockchain Genomics Logistic Models Area Under Curve Decision Support Systems, Management Datasets as Topic Computer Security Male Length of Stay Decision Support Systems, Clinical Prognosis Female
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Accounting for data variability in multi-institutional distributed deep learning for medical imaging.

Journal of the American Medical Informatics Association : JAMIA May 1, 2020
OBJECTIVES: Sharing patient data across institutions to train generalizable deep learning models is challenging due to regulatory and technical hurdles. Distributed learning, where model weights are shared instead of patient data, presents an attract...
Humans Diabetic Retinopathy Deep Learning Radiography, Thoracic Health Information Exchange Computer Communication Networks Diagnostic Imaging Datasets as Topic Pattern Recognition, Automated
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Performance evaluation of neural network assisted motion detection schemes implemented within indoor optical camera based communications.

Optics express Aug 19, 2019
This paper investigates the performance of the neural network (NN) assisted motion detection (MD) over an indoor optical camera communication (OCC) link. The proposed study is based on the performance evaluation of various NN training algorithms, whi...
Algorithms Motion Photography Neural Networks, Computer Computer Communication Networks Optical Phenomena
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Fair compute loads enabled by blockchain: sharing models by alternating client and server roles.

Journal of the American Medical Informatics Association : JAMIA May 1, 2019
OBJECTIVE: Decentralized privacy-preserving predictive modeling enables multiple institutions to learn a more generalizable model on healthcare or genomic data by sharing the partially trained models instead of patient-level data, while avoiding risk...
Health Information Systems Blockchain Genomics Models, Theoretical Confidentiality Information Dissemination Information Systems Computer Communication Networks Machine Learning Algorithms Decision Support Systems, Clinical Humans
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STATISTICAL APPROACH FOR HUMAN ELECTROMAGNETIC EXPOSURE ASSESSMENT IN FUTURE WIRELESS ATTO-CELL NETWORKS.

Radiation protection dosimetry May 1, 2019
In this article, we study human electromagnetic exposure to the radiation of an ultra dense network of nodes integrated in a floor denoted as ATTO-cell floor, or ATTO-floor. ATTO-cells are a prospective 5 G wireless networking technology, in which hu...
Electromagnetic Radiation Scattering, Radiation Floors and Floorcoverings Radiation Exposure Computer Communication Networks Wireless Technology Absorption, Radiation Humans Models, Statistical Robotics
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A chronological pharmacovigilance network analytics approach for predicting adverse drug events.

Journal of the American Medical Informatics Association : JAMIA Oct 1, 2018
OBJECTIVES: This study extends prior research by combining a chronological pharmacovigilance network approach with machine-learning (ML) techniques to predict adverse drug events (ADEs) based on the drugs' similarities in terms of the proteins they t...
Models, Theoretical Drug Interactions Drug-Related Side Effects and Adverse Reactions Pharmacovigilance Datasets as Topic Adverse Drug Reaction Reporting Systems Humans Machine Learning Algorithms Computer Communication Networks
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Convex skeletons of complex networks.

Journal of the Royal Society, Interface Aug 1, 2018
A convex network can be defined as a network such that every connected induced subgraph includes all the shortest paths between its nodes. A fully convex network would therefore be a collection of cliques stitched together in a tree. In this paper, w...
Neural Networks, Computer Models, Theoretical Computer Communication Networks
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Distributed deep learning networks among institutions for medical imaging.

Journal of the American Medical Informatics Association : JAMIA Aug 1, 2018
OBJECTIVE: Deep learning has become a promising approach for automated support for clinical diagnosis. When medical data samples are limited, collaboration among multiple institutions is necessary to achieve high algorithm performance. However, shari...
Medical Record Linkage Computer Communication Networks Neural Networks, Computer Deep Learning Diagnostic Imaging Humans
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Adaptive Sampling Technique Using Regression Modelling and Fuzzy Inference System for Network Traffic.

Studies in health technology and informatics Jan 1, 2017
Electronic-health relies on extensive computer networks to facilitate access and to communicate various types of information in the form of data packets. To examine the effectiveness of these networks, the traffic parameters need to be analysed. Due ...
Humans Electronic Health Records Algorithms Fuzzy Logic Computer Communication Networks
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A Novel Cluster Head Selection Algorithm Based on Fuzzy Clustering and Particle Swarm Optimization.

IEEE/ACM transactions on computational biology and bioinformatics Jan 1, 2017
An important objective of wireless sensor network is to prolong the network life cycle, and topology control is of great significance for extending the network life cycle. Based on previous work, for cluster head selection in hierarchical topology co...
Wireless Technology Biomimetics Crowding Algorithms Fuzzy Logic Computer Communication Networks Computer Simulation Cluster Analysis Models, Statistical
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