Towards Automatic Design of Deep Neural Networks

TAN, Kay Chen (Principal Investigator / Project Coordinator)
QIN, Kai (Co-Investigator)

Department of Computer Science

Project: Research

29 RGC 21 - Publication in refereed journal
1 RGC 32 - Refereed conference paper (with host publication)

30 results

2023
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms
Liu, S., Lin, Q., Wong, K.-C., Li, Q. & Tan, K. C., Jun 2023, In: IEEE Transactions on Evolutionary Computation. 27, 3, p. 401-415 15 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
68 Link opens in a new tab Citations (Scopus)
2022
A Comprehensive Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization
Liu, S., Lin, Q., Li, Q. & Tan, K. C., Sept 2022, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 52, 9, p. 5829-5842
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
83 Link opens in a new tab Citations (Scopus)
A Multi-Variation Multifactorial Evolutionary Algorithm for Large-Scale Multi-Objective Optimization
Feng, Y., Feng, L., Kwong, S. & Tan, K. C., Apr 2022, In: IEEE Transactions on Evolutionary Computation. 26, 2, p. 248-262 15 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
80 Link opens in a new tab Citations (Scopus)
A Variable Importance-Based Differential Evolution for Large-Scale Multiobjective Optimization
Liu, S., Lin, Q., Tian, Y. & Tan, K. C., Dec 2022, In: IEEE Transactions on Cybernetics. 52, 12, p. 13048-13062 15 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
82 Link opens in a new tab Citations (Scopus)
Balancing Objective Optimization and Constraint Satisfaction in Constrained Evolutionary Multiobjective Optimization
Tian, Y., Zhang, Y., Su, Y., Zhang, X., Tan, K. C. & Jin, Y., Sept 2022, In: IEEE Transactions on Cybernetics. 52, 9, p. 9559-9572
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
402 Link opens in a new tab Citations (Scopus)
Constructing Accurate and Efficient Deep Spiking Neural Networks With Double-Threshold and Augmented Schemes
Yu, Q., Ma, C., Song, S., Zhang, G., Dang, J. & Tan, K. C., Apr 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 4, p. 1714-1726
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
60 Link opens in a new tab Citations (Scopus)
Evolutionary Large-Scale Multiobjective Optimization via Self-guided Problem Transformation
Liu, S., Jiang, M., Lin, Q. & Tan, K. C., 2022, 2022 IEEE Congress on Evolutionary Computation (CEC): Conference Proceedings. IEEE, 8 p. (IEEE Congress on Evolutionary Computation, CEC - Conference Proceedings).
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
14 Link opens in a new tab Citations (Scopus)
Learning From Weakly Labeled Data Based on Manifold Regularized Sparse Model
Zhang, J., Li, S., Jiang, M. & Tan, K. C., May 2022, In: IEEE Transactions on Cybernetics. 52, 5, p. 3841-3854
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
41 Link opens in a new tab Citations (Scopus)
Solving Dynamic Multiobjective Problem via Autoencoding Evolutionary Search
Feng, L., Zhou, W., Liu, W., Ong, Y.-S. & Tan, K. C., May 2022, In: IEEE Transactions on Cybernetics. 52, 5, p. 2649-2662
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
145 Link opens in a new tab Citations (Scopus)
Synaptic Learning With Augmented Spikes
Yu, Q., Song, S., Ma, C., Pan, L. & Tan, K. C., Mar 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 3, p. 1134-1146
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
15 Link opens in a new tab Citations (Scopus)
Temporal Encoding and Multispike Learning Framework for Efficient Recognition of Visual Patterns
Yu, Q., Song, S., Ma, C., Wei, J., Chen, S. & Tan, K. C., Aug 2022, In: IEEE Transactions on Neural Networks and Learning Systems. 33, 8, p. 3387-3399
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
21 Link opens in a new tab Citations (Scopus)
Toward Efficient Processing and Learning with Spikes: New Approaches for Multispike Learning
Yu, Q., Li, S., Tang, H., Wang, L., Dang, J. & Tan, K. C., Mar 2022, In: IEEE Transactions on Cybernetics. 52, 3, p. 1364-1376
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
21 Link opens in a new tab Citations (Scopus)
Towards Faster Vehicle Routing by Transferring Knowledge from Customer Representation
Feng, L., Huang, Y., Tsang, I. W., Gupta, A., Tang, K., Tan, K. C. & Ong, Y.-S., Feb 2022, In: IEEE Transactions on Intelligent Transportation Systems. 23, 2, p. 952-965
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
47 Link opens in a new tab Citations (Scopus)
2021
A Fast Dynamic Evolutionary Multiobjective Algorithm via Manifold Transfer Learning
Jiang, M., Wang, Z., Qiu, L., Guo, S., Gao, X. & Tan, K. C., Jul 2021, In: IEEE Transactions on Cybernetics. 51, 7, p. 3417-3428
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
193 Link opens in a new tab Citations (Scopus)
A Multi-Population Evolutionary Algorithm for Solving Large-Scale Multi-Modal Multi-Objective Optimization Problems
Tian, Y., Liu, R., Zhang, X., Ma, H., Tan, K. C. & Jin, Y., Jun 2021, In: IEEE Transactions on Evolutionary Computation. 25, 3, p. 405-418
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
156 Link opens in a new tab Citations (Scopus)
An Effective Knowledge Transfer Approach for Multiobjective Multitasking Optimization
Lin, J., Liu, H.-L., Tan, K. C. & Gu, F., Jun 2021, In: IEEE Transactions on Cybernetics. 51, 6, p. 3238-3248 9032363.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
152 Link opens in a new tab Citations (Scopus)
A Survey on Evolutionary Construction of Deep Neural Networks
Zhou, X., Qin, A. K., Gong, M. & Tan, K. C., Oct 2021, In: IEEE Transactions on Evolutionary Computation. 25, 5, p. 894-912
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

Open Access
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120 Link opens in a new tab Citations (Scopus)

104 Downloads (CityUHK Scholars)
Evolutionary multi and many-objective optimization via clustering for environmental selection
Liu, S., Zheng, J., Lin, Q. & Tan, K. C., Nov 2021, In: Information Sciences. 578, p. 930-949
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
34 Link opens in a new tab Citations (Scopus)
Evolutionary Multiobjective Optimization Driven by Generative Adversarial Networks (GANs)
He, C., Huang, S., Cheng, R., Tan, K. C. & Jin, Y., Jun 2021, In: IEEE Transactions on Cybernetics. 51, 6, p. 3129-3142 9082904.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
190 Link opens in a new tab Citations (Scopus)
Evolving Deep Neural Networks via Cooperative Coevolution with Backpropagation
Gong, M., Liu, J., Qin, A. K., Zhao, K. & Tan, K. C., Jan 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 1, p. 420-434 9046848.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
38 Link opens in a new tab Citations (Scopus)
Explicit Evolutionary Multitasking for Combinatorial Optimization: A Case Study on Capacitated Vehicle Routing Problem
Feng, L., Huang, Y., Zhou, L., Zhong, J., Gupta, A., Tang, K. & Tan, K. C., Jun 2021, In: IEEE Transactions on Cybernetics. 51, 6, p. 3143-3156 9023952.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
223 Link opens in a new tab Citations (Scopus)
Identification of Autistic Risk Candidate Genes and Toxic Chemicals via Multilabel Learning
Huang, Z.-A., Zhang, J., Zhu, Z., Wu, E. Q. & Tan, K. C., Sept 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 9, p. 3971-3984 14 p., 9177287.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
25 Link opens in a new tab Citations (Scopus)
Identifying Autism Spectrum Disorder From Resting-State fMRI Using Deep Belief Network
Huang, Z.-A., Zhu, Z., Yau, C. H. & Tan, K. C., Jul 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 7, p. 2847-2861 9145868.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
179 Link opens in a new tab Citations (Scopus)
Individual-Based Transfer Learning for Dynamic Multiobjective Optimization
Jiang, M., Wang, Z., Guo, S., Gao, X. & Tan, K. C., Oct 2021, In: IEEE Transactions on Cybernetics. 51, 10, p. 4968-4981
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
167 Link opens in a new tab Citations (Scopus)
Numerical Spiking Neural P Systems
Wu, T., Pan, L., Yu, Q. & Tan, K. C., Jun 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 6, p. 2443-2457 9138473.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
79 Link opens in a new tab Citations (Scopus)
Robust Environmental Sound Recognition with Sparse Key-Point Encoding and Efficient Multispike Learning
Yu, Q., Yao, Y., Wang, L., Tang, H., Dang, J. & Tan, K. C., Feb 2021, In: IEEE Transactions on Neural Networks and Learning Systems. 32, 2, p. 625-638 9044638.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
17 Link opens in a new tab Citations (Scopus)
Solving Large-Scale Multiobjective Optimization Problems With Sparse Optimal Solutions via Unsupervised Neural Networks
Tian, Y., Lu, C., Zhang, X., Tan, K. C. & Jin, Y., Jun 2021, In: IEEE Transactions on Cybernetics. 51, 6, p. 3115-3128 9047876.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
313 Link opens in a new tab Citations (Scopus)
Toward Adaptive Knowledge Transfer in Multifactorial Evolutionary Computation
Zhou, L., Feng, L., Tan, K. C., Zhong, J., Zhu, Z., Liu, K. & Chen, C., May 2021, In: IEEE Transactions on Cybernetics. 51, 5, p. 2563-2576 9027113.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
244 Link opens in a new tab Citations (Scopus)
2020
An adaptive clustering-based evolutionary algorithm for many-objective optimization problems
Liu, S., Yu, Q., Lin, Q. & Tan, K. C., Oct 2020, In: Information Sciences. 537, p. 261-283
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
49 Link opens in a new tab Citations (Scopus)
A Recommender System for Metaheuristic Algorithms for Continuous Optimization Based on Deep Recurrent Neural Networks
Tian, Y., Peng, S., Zhang, X., Rodemann, T., Tan, K. C. & Jin, Y., 2020, In: IEEE Transactions on Artificial Intelligence. 1, 1, p. 5-18 14 p.
Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
97 Link opens in a new tab Citations (Scopus)

Towards Automatic Design of Deep Neural Networks

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2023

2022

2021

2020