2010 – 2014 中山大学,信息科学与技术学院,计算机科学系 博士
2006 – 2010 中山大学,信息科学与技术学院,计算机科学系 学士
2019 – 今 华南理工大学,计算机科学与工程学院 教授
2017 – 2018 华南理工大学,计算机科学与工程学院 副教授 (“兴华学者人才计划”引进)
2015 – 2016 澳门大学,科技学院计算机系 博士后研究员
2014 香港科技大学,霍英东研究院 研究助理
计算智能方法:演化计算、群体智能、机器学习等
智慧城市应用:智能交通、运筹调度、图像处理等
2022 华南理工大学tcl青年学者
2022 广东省杰出青年科学基金获得者
2020 滴滴盖亚青年学者
2019 ieee senior member
2017 广东省青年珠江学者
2017 华南理工大学兴华学者
2015 acm广州优秀博士学位论文奖
2015 高性能计算协同创新中心优秀博士学位论文奖
2013 谷歌anita borg计算机女性科学家奖
2010 本科综合测评排名专业1/178
journal papers:
h.-g. huang (指导的学生) and y.-j. gong*, “contrastive learning: an alternative surrogate for offline data-driven evolutionary computation,” ieee transactions on evolutionary computation, 2022. []
y.-j. gong, et al., “automated team assembly in mobile games: a data-driven evolutionary approach using a deep learning surrogate,”ieee transactions on games, 2022.
x.-x. shao (指导的学生), y.-j. gong*, et al., “bipartite cooperative coevolution for energy-aware coverage path planning of uavs,” ieee transactions on artificial intelligence, vol. 3, no. 1, pp. 29-42, 2022.
t. huang (指导的学生), y.-j. gong*, et al., “a niching memetic algorithm for multi-solution traveling salesman problem,” ieee transactions on evolutionary computation, vol. 24, no. 3, pp. 508-522, 2020. [
y.-h. zhang (指导的学生), y.-j. gong*, et al., “parameter-free voronoi neighborhood for evolutionary multimodal optimization,”ieee transactions on evolutionary computation, vol. 24, no. 2, pp. 335-349, 2020. []
t. huang (指导的学生), y.-j. gong*, et al., “a probabilistic niching evolutionary computation framework based on binary space partitioning”, ieee transactions on cybernetics, 2020.
j.-x. chen (指导的学生), y.-j. gong*, et al., “elastic differential evolution for automatic data clustering”, ieee transactions on cybernetics, 2020. []
y.-j. gong, et al., “real-time taxi-passenger matching using a differential evolutionary fuzzy controller,”, ieee transactions on systems, man and cybernetics: systems, 2020.
x. xiao (指导的学生), y. chen, y.-j. gong*, et al., “low-rank preserving t-linear projection for robust image feature extraction,” ieee transactions on image processing, vol. 30, pp. 108-120, 2021.
x. xiao (指导的学生), y.-j. gong*, et al., “on reliable multi-view affinity learning for subspace clustering,” ieee transactions on multimedia, 2020.
t. huang (指导的学生), y.-j. gong*, et al., “automatic planning of multiple itineraries: a niching genetic evolution approach,”ieee transactions on intelligent transportation systems, vol. 21, no. 10, pp. 4225-4240, 2020.
t. wei, w.-l. liu, j. zhong, and y.-j. gong, “multiclass classification on high dimension and low sample size data using genetic programming,” ieee transactions on emerging topics in computing, 2021.
z.-g. chen, y. lin, y.-j. gong, et al., “maximizing lifetime of range-adjustable wireless sensor networks: a neighborhood based estimation of distribution algorithm,” ieee transactions on cybernetics, 2020.
x. xiao, y. chen, y.-j. gong, et al., “prior knowledge regularized multi-view self-representation and its applications,” ieee transactions on neural networks and learning systems, 2020.
a. song, w.-n. chen, y.-j. gong, et al., “a divide-and-conquer evolutionary algorithm for large-scale virtual network embedding,” ieee transactions on evolutionary computation, vol. 24, no. 3, pp.566-580, 2020.
x. xiao, y. chen, y.-j. gong, et al., “two-dimensional quaternion sparse discriminant analysis,” ieee transactions on image processing, vol. 29, no. 1, pp. 2271-2286, 2020.
x.-y. zhang (指导的学生), y.-j. gong*, et al., “dynamic cooperative coevolution for large scale optimization,” ieee transactions on evolutionary computation, vol. 23, no. 6, pp.935-948, 2019. []
y.-h. zhang (指导的学生), y.-j. gong*, et al, “decal: a decomposition-based coevolutionary algorithm for many-objective optimization”, ieee transactions on cybernetics, vol. 49, no. 1, pp. 27-41, 2019.
x.-l. xiao (指导的学生), y. zhou, and y.-j. gong*, “rgb-‘d’ saliency detection with pseudo depth,” ieee transactions on image processing, vol. 28, no. 5, pp. 2126-2139, 2019. []
y.-n. ma (指导的学生), y.-j. gong*, et al., “path planning for autonomous underwater vehicles: an ant colony algorithm incorporating alarm pheromone,” ieee transactions on vehicular technology, vol. 68, no. 1, pp. 141-154, 2019.
y.-h. zhang (指导的学生), y.-j. gong*, et al, “a dual-colony ant algorithm for the receiving and shipping door assignments in cross-docks”, ieee transactions on intelligent transportation systems, vol. 20, no. 7, pp. 2523-2539, 2019.
y. lin, y.-s. jiang, y.-j. gong, et al., “a discrete multiobjective particle swarm optimizer for automated assembly of parallel cognitive diagnosis tests,” ieee transactions on cybernetics, vol. 49, no. 7, pp. 2792-2805, 2019.
y. wang, z. cai, z.-h. zhan, y.-j. gong, et al., “an optimization and auction-based incentive mechanism to maximize social welfare for mobile crowdsourcing,” ieee transactions on computational social systems, vol, 6, no. 3, pp. 414 – 429, 2019.
y.-j. gong, et al., “learning multimodal parameters: a bare-bones niching differential evolution approach,” ieee transactions on neural network and learning systems, vol. 29, no. 7, pp. 2944-2959, 2018.
x.-l. xiao (指导的学生), y. zhou, and y.-j. gong*, “content adaptive superpixel segmentation,” ieee transactions on image processing, vol. 27, no. 6, pp. 2883 – 2896, 2018.
y.-j. gong, et al., “differential evolutionary superpixel segmentation,” ieee transactions on image processing, vol. 27, no. 3, pp. 1390-1404, 2018.
y.-j. gong, et al, “antmapper: an ant colony-based map matching approach for trajectory-based applications,” ieee transactions on intelligent transportation systems, vol. 19, no. 2, pp. 390-401, 2018.
y.-f. ge, w.-j. yu, y. lin, y.-j. gong, et al., “distributed differential evolution based on adaptive mergence and split for large-scale optimization,” ieee transactions on cybernetics, vol. 48, no. 7, pp. 2166-2180, 2018.
y.-h. zhang (指导的学生), y.-j. gong*, et al, “towards fast niching evolutionary algorithms: a locality sensitive hashing-based approach,” ieee transactions on evolutionary computation, vol. 21, no. 3, pp. 347-362, 2017. []
y.-j. gong, et al., "genetic learning particle swarm optimization," ieee transactions on cybernetics, vol. 46, no. 10, pp. 2277-2290, 2016. []
x.-y. zhang (指导的学生), j. zhang, y.-j. gong, et al., “kuhn-munkres parallel genetic algorithm for the set cover problem and its application to large-scale wireless sensor networks,” ieee transactions on evolutionary computation, vol. 20, no. 5, pp. 695-710, 2016.
x. li, m. li, y.-j. gong, et al., ”t-desp: destination prediction based on big trajectory data,” ieee transactions on intelligent transportation systems, vol. 17, no. 8, pp. 2344 - 2354, 2016.
h. luo, k. wu, y.-j. gong, et al., “localization for drifting restricted floating ocean sensor networks,” ieee transactions on vehicular technology, vol. 65, no. 12, pp. 9968 - 9981, 2016.
y.-l. li, z.-h. zhan, y.-j. gong, et al., “fast micro-differential evolution for topological active net optimization,” ieee transactions on cybernetics, vol. 46, no. 6, pp. 1411 - 1423, 2015.
y.-l. li, z.-h. zhan, y.-j. gong, et al., “differential evolution with an evolution path: a deep evolutionary algorithm,” ieee transactions on cybernetics, vol. 45, no. 9, pp.1798-1810, 2015.
n. chen, w.-n. chen, y.-j. gong, et al., “an evolutionary algorithm with double-level archives for multi-objective optimization,” ieee transactions on cybernetics, vol. 45, no. 9, pp.1851-1863, 2015.
y.-j. gong, et al., “an efficient resource allocation scheme using particle swarm optimization,” ieee transactions on evolutionary computation, vol. 16, no. 6, pp. 801-816, 2012.
y.-j. gong, et al., “optimizing rfid network planning by using a particle swarm optimization algorithm with redundant reader elimination,” ieee transactions on industrial informatics, vol. 8, no. 4, pp. 900-912, 2012.
y.-j. gong, et al., “optimizing the vehicle routing problem with time windows: a discrete particle swarm optimization approach,” ieee transactions on systems, man, and cybernetics--part c: applications and reviews, vol. 42, no. 2, pp. 254-267, 2012.
conference papers:
tba
毕业学生:
肖晓琳(2022博后出站,华南师范大学副教授)
黄婷(2021博,合作指导,西安电子科技大学副教授)
刘伟莉(2020博,合作指导,广州技术师范大学副教授)
赵森华 (2022硕,腾讯)
林大略 (2022硕,腾讯)
左园林 (2022硕,华为)
邵仙鑫 (2022硕,shopee)
陈子航 (2022硕,华为)
王颖 (2021硕,百度)
张晓玲 (2021硕,腾讯)
张心怡 (2021硕,三一集团)
陈军贤 (2020硕,合作指导,继续攻博)
刘译文 (2019硕,合作指导,招商银行)
在读学生:
tba
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