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Evolutionary Computation Related Publication
([MainPage|Back to main page]) ===Technical Reports=== * __Yang Yu__, Chao Qian, and Zhi-Hua Zhou. ''Towards analyzing crossover operators in evolutionary search via general Markov chain switching theorem''. [^http://arxiv.org/abs/1111.0907|CORR abs/1111.0907], 2011. ===Journal Articles=== * Chao Qian, __Yang Yu__, and Zhi-Hua Zhou. ''Analyzing evolutionary optimization in noisy environments''. '''Evolutionary Computation''', 2016, in press. [^{UP}papers/ecj16-noise.pdf|(Preprint PDF)] * Chao Qian, __Yang Yu__, and Zhi-Hua Zhou. ''Variable solution structure can be helpful in evolutionary optimization''. '''Science China: Information Sciences''', 2016, in press. [^{UP}papers/scis16-gp.pdf|(Preprint PDF)] * __Yang Yu__, Chao Qian, and Zhi-Hua Zhou. ''Switch analysis for running time analysis of evolutionary algorithms''. '''IEEE Transactions on Evolutionary Computation''', 2015, in press. [^{UP}papers/tec15-switch.pdf|(Preprint PDF)] * Chaoli Sun, Yaochu Jin, Jianchao Zeng, and __Yang Yu__. ''[^http://link.springer.com/article/10.1007/s00500-014-1283-z|A two-layer surrogate-assisted particle swarm optimization algorithm]''. '''Soft Computing''',19(6):1461-1475, 2015. * Chao Qian, __Yang Yu__, and Zhi-Hua Zhou. ''An analysis on recombination in multi-objective evolutionary optimization''. '''Artificial Intelligence''', 2013, 204:99-119. (Extended from GECCO'11) [^{UP}papers/aij13-mocrossover.pdf|(Preprint PDF)] * __Yang Yu__, Xin Yao, and Zhi-Hua Zhou. ''On the approximation ability of evolutionary optimization with application to minimum set cover''. '''Artificial Intelligence''', 2012, 180-181:20-33. ([^http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/aij12EAprx.pdf|Preprint PDF]) ([^http://arxiv.org/abs/1011.4028|CORR abs/1011.4028]) * __Yang Yu__ and Zhi-Hua Zhou. ''A new approach to estimating the expected first hitting time of evolutionary algorithms''. '''Artificial Intelligence''', 2008, 172(15): 1809-1832. (Extended from AAAI'06) ([^http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/aij08.pdf|Preprint PDF]) ===Conference Papers=== * Chao Qian, __Yang Yu__ and Zhi-Hua Zhou. ''On constrained Boolean Pareto optimization''. In: '''Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI'15)''', Buenos Aires, Argentina, 2015. ([{UP}papers/ijcai15-constrained.pdf|PDF]) * __Yang Yu__, Chao Qian. ''Running time analysis: Convergence-based analysis reduces to switch analysis''. In: '''Proceedings of the 2015 IEEE Congress on Evolutionary Computation (CEC'15)''', Sendai, Japan, 2015. ([{UP}papers/cec15-sa-ca.pdf|PDF]) * Chao Qian, __Yang Yu__ and Zhi-Hua Zhou. ''Pareto ensemble pruning''. In: '''Proceedings of the 29th AAAI Conference on Artificial Intelligence (AAAI'15)''', Austin, TX, 2015, pp.2935-2941.([{UP}papers/aaai15-pep.pdf|PDF]) * Chao Qian, __Yang Yu__, Yaochu Jin and Zhi-Hua Zhou. ''On the effectiveness of sampling for evolutionary optimization in noisy environments''. In: '''Proceedings of the 13th International Conference on Parallel Problem Solving from Nature (PPSN’14)''', Ljubljana, Slovenia, 2014, pp.302-311. ([{UP}papers/ppsn14-sampling.pdf|PDF]) * __Yang Yu__, and Hong Qian. ''The sampling-and-learning framework: A statistical view of evolutionary algorithms''. In: '''Proceedings of the 2014 IEEE Congress on Evolutionary Computation (CEC'14)''', Beijing, China, 2014, pp.149-158. ([{UP}papers/cec14-sal.pdf|PDF]) * __Yang Yu__, Xin Yao, and Zhi-Hua Zhou. ''On the approximation ability of evolutionary optimization with application to minimum set cover: Extended abstract''. In: '''Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI'13)''' (Journal Paper Track), Beijing, China, 2013. * Chao Qian, __Yang Yu__, and Zhi-Hua Zhou. ''On algorithm-dependent boundary case identification for problem classes''. In: '''Proceedings of the 12th International Conference on Parallel Problem Solving from Nature (PPSN'12)''' Taormina, Italy, 2012, pp.62-71. ([^{UP}papers/ppsn12-boundary.pdf|PDF]) * Chao Qian, __Yang Yu__, and Zhi-Hua Zhou. ''An analysis on recombination in multi-objective evolutionary optimization''. In: '''Proceedings of the 13th ACM Conference on Genetic and Evolutionary Computation (GECCO'11)''', Dublin, Ireland, 2011, pp. 2051-2058. ([^http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/gecco11remo.pdf|PDF]) <font color="blue">(This paper won the Best Paper Award of the Theory Track at GECCO'11)</font> * Chao Qian, __Yang Yu__, and Zhi-Hua Zhou. ''Collisions are helpful for computing unique input-output sequences''. In: '''Proceedings of the 13th ACM Conference on Genetic and Evolutionary Computation (GECCO'11)''' (Companion Material/Poster), Dublin, Ireland, 2011, pp. 265-266. ([^http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/gecco11uio.pdf|PDF]) * __Yang Yu__, Chao Qian, and Zhi-Hua Zhou. ''Towards analyzing recombination operators in evolutionary search''. In: '''Proceedings of the 11th International Conference on Parallel Problem Solving from Nature (PPSN'10)''' Part I, Krakow, Poland, 2010, pp.144-153. ([^http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/ppsn10crossover.pdf|PDF]) * __Yang Yu__ and Zhi-Hua Zhou. ''On the usefulness of infeasible solutions in evolutionary search: A theoretical study''. In: '''Proceedings of the IEEE Congress on Evolutionary Computation (CEC'08)''', Hong Kong, China, 2008, pp.835-840. ([^http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/cec08.pdf|PDF]) * __Yang Yu__ and Zhi-Hua Zhou. ''A new approach to estimating the expected first hitting time of evolutionary algorithms''. In: '''Proceedings of the 21st National Conference on Artificial Intelligence (AAAI'06)''', Boston, MA, 2006, pp.555-560. ([^http://cs.nju.edu.cn/zhouzh/zhouzh.files/publication/aaai06b.pdf|PDF]) ===Thesis=== * __Yang Yu__. '''Evolutionary Computation: Theoretical Analysis and Learning Algorithms'''. Ph.D. Dissertation, 2011.
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