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03/10/2023
Zone-based Federated Learning for Mobile Sensing Data
Mobile apps, such as mHealth and wellness applications, can benefit from...
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02/25/2023
A Surrogate-Assisted Highly Cooperative Coevolutionary Algorithm for Hyperparameter Optimization in Deep Convolutional Neural Network
Convolutional neural networks (CNNs) have gained remarkable success in r...
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02/16/2023
Hardware-aware training for large-scale and diverse deep learning inference workloads using in-memory computing-based accelerators
Analog in-memory computing (AIMC) – a promising approach for energy-effi...
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11/17/2021
FLSys: Toward an Open Ecosystem for Federated Learning Mobile Apps
This paper presents the design, implementation, and evaluation of FLSys,...
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03/01/2021
Enhancing hierarchical surrogate-assisted evolutionary algorithm for high-dimensional expensive optimization via random projection
By remarkably reducing real fitness evaluations, surrogate-assisted evol...
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01/19/2021
A Surrogate-Assisted Variable Grouping Algorithm for General Large Scale Global Optimization Problems
Problem decomposition plays a vital role when applying cooperative coevo...
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04/05/2020
An Eigenspace Divide-and-Conquer Approach for Large-Scale Optimization
Divide-and-conquer-based (DC-based) evolutionary algorithms (EAs) have a...
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11/28/2018
A Scoring Method for Driving Safety Credit Using Trajectory Data
Urban traffic systems worldwide are suffering from severe traffic safety...
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03/01/2018
Niching an Archive-based Gaussian Estimation of Distribution Algorithm via Adaptive Clustering
As a model-based evolutionary algorithm, estimation of distribution algo...
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03/01/2018
A Global Information Based Adaptive Threshold for Grouping Large Scale Global Optimization Problems
By taking the idea of divide-and-conquer, cooperative coevolution (CC) p...
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03/01/2018
Enhancing Cooperative Coevolution for Large Scale Optimization by Adaptively Constructing Surrogate Models
It has been shown that cooperative coevolution (CC) can effectively deal...
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02/27/2018
Surrogate Model Assisted Cooperative Coevolution for Large Scale Optimization
It has been shown that cooperative coevolution (CC) can effectively deal...
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02/25/2018