Basic Information
Gang Yang (Associate Professor)
Address: 205A, School of Information, Renmin University of China
Email:yanggang@ruc.edu.cn
Office Phone Number: 82500902
Details
MAIN RESEARCH

Deep Learning, Neural Networks, Soft Computing, Multimedia, Combinatorial Optimization, Pattern Recognition.

PROJECT

“Research and Application on Deep Recurrent Neural Networks for Associative Memory”, 200,000 RMB. Beijing Natural Science Foundation (No. 4192029), Owner.

PUBLICATION

--Gang Yang, Lei Zhang, Jieping Xu,A Generative Face Completion Method Based on Associative Memory, ICONIP 2019, pp 464-475

--Gang Yang, Jieping Xu, Zero-Shot Transfer Learning Based on Visual and Textual Resemblance, ICONIP 2019,pp 353-362

--Gang Yang, Daopeng Wang, Jieping Xu, A Hybrid Evolutionary Algorithm with Taboo and Competition Strategies for Minimum Vertex Cover Problem, ICONIP 2019, pp. 725-732

--Wang Y, Yu Y, Gao S, et al. A hierarchical gravitational search algorithm with an effective gravitational constant[J]. Swarm and Evolutionary Computation, 2019.

--Li X, Xu C, Wang X, et al. COCO-CN for Cross-Lingual Image Tagging, Captioning and Retrieval[J]. IEEE Transactions on Multimedia, 2019.

--Gang Yang, Jinlu Liu, Jieping Xu, Xirong Li. Dissimilarity Representation Learning for Generalized Zero-Shot Recognition. ACM MM, 2018.

--Gang Yang, Jinlu Liu, Xirong Li. Imagination Based Sample Construction for Zero-Shot Learning. ACM SIGIR, 2018.

--Jinlu Liu, Xirong Li, Gang Yang*. Cross-class Sample Synthesis for Zero-shot Learning. BMVC,2018.

--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.

WORKING EXPERIENCE

Renmin University of China, Teacher & Researcher, 2009-Now.
Huawei technologies co. ltd, Engineer, 2005-2006.

RESEARCH RESULTS AND THE AWARD