杨刚

博士(日本富山大学,2009),硕士生导师。
研究点:人工智能算法在多媒体领域的应用、演化算法和群智能算法的优化、深度神经网络模型研究、人工神经网络联想记忆功能研究等。
研究问题关键字:深度学习,神经网络,群智能,演化计算,图像分类,零样本学习,机器学习,算法优化。
研究定位:注重算法创新和实际系统应用,做对社会有贡献的工作。

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电话 :82500902

电子邮箱:yanggang@ruc.edu.cn

详细资料

教育经历

博士 2006-2009 日本富山大学

工作经历

系统架构工程师 2005-2006 华为技术有限公司

研究方向

神经网络,深度学习,演化计算,群智能,零样本学习,人工智能算法在多媒体领域的应用。

讲授课程

人工智能算法与应用, 程序设计实践,移动平台应用开发,数据库设计与应用

对学生的培养要求

刻苦,认真,仔细

科研项目

--混沌人工神经网络的特性研究与混沌控制及其在联想记忆中的应用, 国家自然科学基金青年基金项目,主持人,2011-2013

--海量多媒体数据语义概念分析和结构(子项), 中国人民大学科学研究预研委托团队基金项目, 主持人,2014-2016

--隐私保护,国家863重点项目,参与人,2010-2012

--神经网络算法在Web隐私数据挖掘上的研究与应用, 年度项目新教师启动金项目, 主持人, 2010-2012

--人大-海天多媒体数据联合实验室合作项目,校企合作项目,主持人,2013-2014

--面向移动应用的UI设计,Google合作项目,主持人,2013-2014

--音乐定位及搜索项目,中国音乐著作权协会委托项目,主持人,2013-2014

--Google Android学术合作计划精品课程建设项目, Google合作项目,主持人,2011-2012

科研成果

--Gang Yang#, Shaohui Wu, Qin Jin, Jieping Xu, A hybrid approach based on stochastic competitive Hopfield neural network and efficient genetic algorithm for frequency assignment problem. Appl. Soft Comput, 2016, 39: 104-116.

--Gang Yang#, Junyan Yi, Delayed chaotic neural network with annealing controlling for maximum clique problem, Neurocomputing, 2014, 127: 114–123.

--Gang Yang#, Nan Yang, Junyan Yi, Zheng Tang, An Improved Competitive Hopfield Network with Inhibitive Competitive Activation Mechanism for Maximum Clique Problem, Neurocomputing, 2014,130: 28-35.

--Gang Yang#, Junyan Yi, Dynamic characteristic of a multiple chaotic neural network and its application - Soft Computing, 2012, 10: 1432-7643.

--Gang Yang#, Junyan Yi, Zhiqiang Zhang, Zheng Tang, A TCNN filter algorithm to maximum clique problem, Neurocomputing, 2009,72(4-6): 1312-1318.

--Gang Yang#, Nan Yang, Junyan Yi. An Improved Elastic Net with Heuristic Cloning Strategy for Traveling Salesman Problem, ICIC Express Letters, 2010, 4:3995-4000.

--Xirong Li, Shuai Liao, Weiyu Lan, Xiaoyong Du, Gang Yang#, Zero-shot Image Tagging by Hierarchical Semantic Embedding. SIGIR 2015: 879-882.

--Gang Yang#, Jieping Xu, Xirong Li:
Music Positioning and Annotation For Television Videos. ICMR 2015: 651-654.

--Gang Yang#, Jieping Xu, Junyan Yi, He Zheng, Zheng Yuan, Xiaowei Liu:
Artificial Bee Group Colony Algorithm for Numerical Function Optimization. SMC 2015: 2914-2919.

--Gang Yang#, Xirong Li, Jieping Xu, Qin Jin:
Structure Perturbation Optimization for Hopfield-Type Neural Networks. ICANN 2014: 307-314.

--Gang Yang#, Shaohui Wu, Xirong Li, Jieping Xu, A Novel Hybrid SCH-ABC Approach for the Frequency Assignment Problem, The 20th International Conference on Neural Information Processing, Daegu, Korea, 2013.11.3-11.7, 2013.

--Gang Yang#, Gao Shangce, Yi Junyan, Unsupervised up-to-bottom hierarchical clustering elastic net algorithm for TSP. The 2012 International Joint Conference on Neural Networks, Brisbane, Australia, 2012.6.10-6.15.

--Yang Gang#, Yi Junyan, Yang Nan, Elastic net with stochastic noise strategy and time-dependent parameters for TSP, 7th International Conference on Natural Computation, Shanghai, China, 2011.7.26-7.28.

--Gang Yang#, Yi Junyan, Meng Xiaofeng, A Rebuilt Clone Elastic Net Algorithm for Traveling Salesman Problem, The 2010 International Joint Conference on Neural Networks, Barcelona, Spain, 2010.7.18-7.23.

--Junyan Yi, He Zheng, Gang Yang#:
Testing an evolutionary portfolio algorithm on the CEC2016 real-parameter single objective optimization. CEC, 2016: 4996-5001.

--He Zheng, Gang Yang#, Junyan Yi, Zheng Yuan, Xiaowei Liu, Meng Shuai:
Simplify the Basic Artificial Bee Colony Algorithm. SMC 2015: 2141-2146.

--Shaohui Wu, Gang Yang#, Jieping Xu and Xirong Li, SCH-EGA: An Efficient Hybrid Algorithm For the Frequency Assignment Problem, 14th Engineering Applications of Neural Networks conference, Halkidiki, Greece, 2013.9.13-9.16.

--Bin Liang, Miaoqiang Su, Wei You, Wenchang Shi, Gang Yang, Cracking Classifiers for Evasion: A Case Study on the Google\'s Phishing Pages Filter, WWW, 2016: 345-356.

--Junwei Liang, Qin Jin, Xixi He, Gang Yang, Jieping Xu, Xirong Li: Detecting semantic concepts in consumer videos using audio. ICASSP, 2015: 2279-2283.

--Qin Jin, Xirong Li, Haibing Cao, Yujia Huo, Shuai Liao, Gang Yang, Jieping Xu:RUCMM at MediaEval 2015 Affective Impact of Movies Task: Fusion of Audio and Visual Cues, MediaEval 2015.

--Qin Jin, Junwei Liang, Xixi He, Gang Yang, Jieping Xu, Xirong Li, Semantic Concept Annotation For User Generated Videos Using Soundtracks, ICMR 2015, 599-602.

--杨刚,神经网络动态分析和优化,中国环境出版社,10万,2014

社会兼职

Applied soft computing, Neurocomputing等国际期刊审稿人

软件学报、自动化学报等国内期刊审稿人

中国软件杯大赛评审委员

荣誉获奖

专利:

--杨刚、孟晓峰,一种基于模式识别的交互式智能会议系统和方法, 2012.12.26,中国,专利号102184007

--杨刚,吴少辉,一种基于眼部识别的信息采集系统及其应用,2016.6.15,中国,专ZL201310381585.1

获奖:

--Google奖教金2012

--Google大学生程序设计大赛优秀指导教师