Multi-Task Optimization and Multi-Task Evolutionary Computation in the Past Five Years: A Brief Review

Multi-Task Optimization and Multi-Task Evolutionary Computation in the Past Five Years: A Brief Review

Traditional evolution algorithms tend to start the search from scratch. However, real-world problems seldom exist in isolation and humans effectively manage and execute multiple tasks at the same time. Inspired by this concept, the paradigm of multi-task evolutionary computation (MTEC) has recently...

Bibliografiset tiedot
Päätekijät:	Qingzheng Xu, Na Wang, Lei Wang, Wei Li, Qian Sun
Aineistotyyppi:	Artikkeli
Kieli:	English
Julkaistu:	MDPI AG 2021-04-01
Sarja:	Mathematics
Aiheet:	multi-task optimization multi-task evolutionary computation knowledge transfer evolutionary algorithm assortative mating unified search space
Linkit:	https://www.mdpi.com/2227-7390/9/8/864

Samankaltaisia teoksia

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A Dynamic Tasking-Based Evolutionary Algorithm for Bi-Objective Feature Selection
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A Multi-Task Decomposition-Based Evolutionary Algorithm for Tackling High-Dimensional Bi-Objective Feature Selection
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Survey of Multi-task Recommendation Algorithms
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A Trade-Off Task-Offloading Scheme in Multi-User Multi-Task Mobile Edge Computing
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Julkaistu: (2022-01-01)

Research on Multi-Objective Multi-Robot Task Allocation by Lin–Kernighan–Helsgaun Guided Evolutionary Algorithms
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Julkaistu: (2022-12-01)

Conflict monitoring or multi-tasking? Tracking within-task performance in single-item and multi-item Stroop tasks
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Julkaistu: (2022-06-01)

Research on Identification of COVID-19 News Elements based on Transfer Learning in Multi-task Environment
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Julkaistu: (2021-01-01)

Behavior policy learning: Learning multi-stage tasks via solution sketches and model-based controllers
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Julkaistu: (2022-10-01)

Joint Optimization for Task Offloading in Edge Computing: An Evolutionary Game Approach
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Julkaistu: (2019-02-01)

Empirical Study of Multi-Task Hourglass Model for Semantic Segmentation Task
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Search Acceleration of Evolutionary Multi-Objective Optimization Using an Estimated Convergence Point
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Julkaistu: (2019-01-01)

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Julkaistu: (2019-09-01)

Multi-objective task offloading algorithm for mobile cloud computing
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Julkaistu: (2019-09-01)

An Improved Genetic Transmission and Dynamic-Opposite Learning Strategy for Multitasking Optimization
Tekijä: Ning Li, et al.
Julkaistu: (2021-01-01)

Evolutionary Multi-objective Optimization for Multi-depot Vehicle Routing in Logistics
Tekijä: Xiaowen Bi, et al.
Julkaistu: (2017-01-01)

Network Collaborative Pruning Method for Hyperspectral Image Classification Based on Evolutionary Multi-Task Optimization
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Julkaistu: (2023-06-01)

A Multi-Task Framework for Action Prediction
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Julkaistu: (2020-03-01)

Adaptive multi-stage evolutionary search for constrained multi-objective optimization
Tekijä: Huiting Li, et al.
Julkaistu: (2024-07-01)

Task’s Choice: Pruning-Based Feature Sharing (PBFS) for Multi-Task Learning
Tekijä: Ying Chen, et al.
Julkaistu: (2022-03-01)

Multi-Task CNN Model for Attribute Prediction
Tekijä: Abdulnabi, Abrar H., et al.
Julkaistu: (2016)

Resource-Aware Task Scheduling and Placement in Multi-FPGA System
Tekijä: Zichang Sun, et al.
Julkaistu: (2019-01-01)

Multi-task Cooperative Optimization Algorithm Based on Adaptive Knowledge Transfer andResource Allocation
Tekijä: TANG Feng, FENG Xiang, YU Hui-qun
Julkaistu: (2022-07-01)

A knowledge-based task planning approach for robot multi-task manipulation
Tekijä: Deshuai Zheng, et al.
Julkaistu: (2023-07-01)

FSPMTL: Flexible Self-Paced Multi-Task Learning
Tekijä: Lijian Sun, et al.
Julkaistu: (2020-01-01)

2M BeautyNet: Facial Beauty Prediction Based on Multi-Task Transfer Learning
Tekijä: Junying Gan, et al.
Julkaistu: (2020-01-01)

Evolutionary Mismatch in Mating
Tekijä: Cari D. Goetz, et al.
Julkaistu: (2019-12-01)

Multi-Task Learning for Sentiment Analysis with Hard-Sharing and Task Recognition Mechanisms
Tekijä: Jian Zhang, et al.
Julkaistu: (2021-05-01)

Dynamic Task Planning Method for Multi-Source Remote Sensing Satellite Cooperative Observation in Complex Scenarios
Tekijä: Qianyu Wu, et al.
Julkaistu: (2024-02-01)

Multiple Objective Robot Coalition Formation
Tekijä: Agarwal Manoj, et al.
Julkaistu: (2011-12-01)

Control strategy of robotic manipulator based on multi-task reinforcement learning
Tekijä: Tao Wang, et al.
Julkaistu: (2025-02-01)

Performance Evaluation Metrics for Multi-Objective Evolutionary Algorithms in Search-Based Software Engineering: Systematic Literature Review
Tekijä: Jamal Abdullahi Nuh, et al.
Julkaistu: (2021-03-01)

Joint Task Offloading and Resource Allocation for Multi-Task Multi-Server NOMA-MEC Networks
Tekijä: Jianbin Xue, et al.
Julkaistu: (2021-01-01)

A Multi-criteria Optimization Approach to Health Care Tasks Scheduling Under Resources Constraints
Tekijä: Sarah Ben Othman, et al.
Julkaistu: (2017-01-01)

New search strategy for multi-objective evolutionary algorithm
Tekijä: Liu Yuejun
Julkaistu: (2024-12-01)