I received the Ph.D. from the College of Computer Science
, Sichuan University
in June, 2017 (supervisor: Dr. Zhang Yi
). From Aug. 2015 to Feb. 2017, I studied at the School of Electrical and Computer Engineering
, Oklahoma State University,
U.S.A. as a jointly Ph.D. student (supervisor: Dr. Gary G. Yen
). Currently, I am a Postdoc Research Fellow at the Evolutionary Computation Research Group
, School of Engineering and Computer Science
, Victoria University of Wellington
(supervisor: Drs. Mengjie Zhang
and Bing Xue
- Deep Neural Networks for Unsupervised Representation Learning,
- Many-objective Evolutionary Algorithms, and
- Evolving Deep learning.
- Yanan Sun, Gary G. Yen, Zhang Yi, Evolving Unsupervised Deep Neural Networks for Learning Meaningful Representations[J]. IEEE Transactions on Evolutionary Computation. Accepted, 2018.
- Yanan Sun, Gary G. Yen, Zhang Yi, IGD Indicator-based Evolutionary Algorithm for Many-objective Optimization Problems[J]. IEEE Transactions on Evolutionary Computation. DOI:10.1109/TEVC.2018.2791283.
- Yanan Sun, Gary G. Yen, Zhang Yi, Improved Regularity Model-based EDA for Many-objective Optimization[J]. IEEE Transactions on Evolutionary Computation. DOI:10.1109/TEVC.2018.2794319.
- Yanan Sun, Gary G. Yen, Zhang Yi, Reference line-based Estimation of Distribution Algorithm for many-objective optimization[J]. Knowledge-Based Systems, 2017, 132: 129-143. DOI:10.1016/j.knosys.2017.06.021.
- Yanan Sun, Hua Mao, Yongsheng Sang, Zhang Yi, Explicit guiding auto-encoders for learning meaningful representation[J]. Neural Computing and Applications, 2017, 28(3): 429-436. DOI:10.1007/s00521-015-2082-x.
- Yanan Sun, Hua Mao, Quan Guo, Zhang Yi, Learning a good representation with unsymmetrical auto-encoder[J]. Neural Computing and Applications, 2016, 27(5): 1361-1367. DOI:10.1007/s00521-015-1939-3.
- Yanan Sun, Gary G. Yen, Zhang Yi, Global View-based Selection Mechanism for Many-objective Evolutionary Algorithm, Evolutionary Computation (CEC), 2017 IEEE Congress on, Donostia-San Sebastián, Spain (Oral presentation). DOI:10.1109/CEC.2017.7969343.
- Yanan Sun, Gary G. Yen, Hua Mao, Zhang Yi, Manifold dimension reduction based clustering for multi-objective evolutionary algorithm, Evolutionary Computation (CEC), 2016 IEEE Congress on, Vancouver, Canada (Oral presentation). DOI:10.1109/CEC.2016.7744269.
- Yanan Sun, Bing Xue, Mengjie Zhang, Gary G. Yen, An Experimental Study on Hyper-parameter Optimization for Stacked Auto-Encoders, Evolutionary Computation (CEC), 2018 IEEE Congress on. In review.
- Bin Wang, Yanan Sun, Bing Xue, Mengjie Zhang, Evolving Deep Convolutional Neural Networks by Variable-length Particle Swarm Optimization for Image Classification, Evolutionary Computation (CEC), 2018 IEEE Congress on. In review.
- Yanan Sun, Bing Xue, Mengjie Zhang, A Particle Swarm Optimization-based Flexible Convolutional Auto-Encoder for Image Classification[J]. arXiv preprint arXiv:11712.05042, 2017.
- Yanan Sun, Bing Xue, Mengjie Zhang, Evolving Deep Convolutional Neural Networks for Image Classification[J]. arXiv preprint arXiv:1710.10741, 2017.
- Reviewer of IEEE Transactions on Evolutionary Computation,
- Reviewer of IEEE Transactions on Cybernetics,
- Reviewer of IEEE Transactions on Emergent Topics in Computational Intelligence
- Reviewer of Image and Vision Computing,
- Reviewer of Applied Soft Computing
- Reviewer of Natural Computing
- Reviewer of International Journal of Systems Science: Operations & Logistics,
- Reviewer of CEC2017 and CEC2018,
- Reviewer of Third IEEE International Conference on Information Science and Technology (ICIST 2013),
- Reviewer of Seventh IEEE International Conference on Cybernetics and Intelligent Systems (CIS) and the 7th IEEE International Conference on Robotics, Automation and Mechatronics (IEEE CIS & RAM 2015),
- Reviewer of 28th International IEEE Conference on Tools with Artificial Intellignece (IEEE ICTAI 2016),
- The Third International Conference of Young Computer Scientists, Engineers and Educators (ICYCSEE 2017) PC member,
- The 11th International Conference on Simulated Evolution and Learning (SEAL 2017) PC member,
- The 10th International Conference on Advanced Computational Intelligence (ICACI 2018) PC member, and
- Member of IEEE and IEEE Computational Intelligence Society.
- Multimedia Data Extraction and Evaluation System, Science and Technology Innovation Program of Sichuan Province, 2016-2017. (PI)
- Massive Video Retrieval System Based on Deep Learning, Science and Technology Innovation Program of Sichuan Province, 2014-2015. (PI)
- Non-deterministic Probability Model Learning Based on Model Detection, National Natural Science Foundation of China, 2014-2016.
- Study on The Technique of Preoperative Prediction of Cranio-maxillofacial Surgery, National Natural Science Foundation of China, 2014-2016.
Updated at 20 Feb. 2018
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