进展 10 Gonzalez J E,Low Y,Gu H,et al.PowerGraph:Distributed graph-parallel computation on natural graphs.In:Proceedings of the 10th USENIX Symposium on Operating Systems Design and Implementation(OSDI),Hollywood,2012,17-30 11 Gao W.Jin R.Zhu S.et al.One-pass AUC optimization.In:Proceedings of the 30th International Conference on Machine Learning (ICML).Atlanta.2013,906-914 12 Salakhutdinov R.Hinton G E.Semantic hashing.In:Proceedings of SIGIR Workshop on Information Retrieval and Applications of Graphical Models,Amsterdam,2007 13 Salakhutdinov R.Hinton GE.Semantic hashing.Int J Approx Reasoning,2009,50:969-978 14 Weiss Y,Torralba A,Fergus R.Spectral hashing.In:Proceedings of the 22nd Annual Conference on Neural Information Processing Sys- tems (NIPS),Vancouver,2008.1753-1760 15 Kulis B,Jain P,Grauman K.Fast similarity search for learned metrics.IEEE Trans Pattern Anal Mach Intell,2009,31:2143-2157 16 Weinberger K Q,Dasgupta A,Langford J.et al.Feature hashing for large scale multitask learning.In:Proceedings of the 26th Interna- tional Conference on Machine Learning (ICML),Montreal,2009,1113-1120 17 Wang J,Kumar S,Chang S F.Semi-supervised hashing for large-scale search.IEEE Trans Pattern Anal Mach Intell,2012,34:2393-2406 18 Gong Y,Lazebnik S,Gordo A,et al.Iterative quantization:A procrustean approach to learning binary codes for large-scale image re- trieval.IEEE Trans Pattern Anal Mach Intell,2013,35:2916-2929 19 Liu W.Wang J.Kumar S,et al.Hashing with graphs.In:Proceedings of the 28th International Conference on Machine Learning(ICML), Washington.2011.1-8 20 Kong W,Li W J.Isotropic hashing.In:Proceedings of the 26th Annual Conference on Neural Information Processing Systems (NIPS), Nevada,2012.1655-1663 21 Rastegari M.Choi J.Fakhraei S.et al.Predictable dual-view hashing.In:Proceedings of the 30th International Conference on Machine Learning (ICML),Atlanta,2013,1328-1336 22 Zhang D,Li W J.Large-scale supervised multimodal hashing with semantic correlation maximization.In:Proceedings of the 28th AAAl Conference on Artificial Intelligence(AAAD).Quebec,2014,2177-2183 23 Gionis A,Indyk P,Motwani R.Similarity search in high dimensions via hashing.In:Proceedings of the 25th International Conference on Very Large Data Bases (VLDB),Edinburgh,1999,518-529 24 Datar M,Immorlica N,Indyk P,et al.Locality-sensitive hashing scheme based on p-stable distributions.In:Proceedings of the 20th ACM Symposium on Computational Geometry (SOCG).New York,2004,253-262 25 Andoni A.Indyk P.Near-optimal hashing algorithms for approximate nearest neighbor in high dimensions.Commun ACM,2008,51: 117-122 26 Norouzi M,Fleet DJ.Minimal loss hashing for compact binary codes.In:Proceedings of the 28th International Conference on Machine Learning (ICML).Washington,2011,353-360 27 Norouzi M,Fleet D J,Salakhutdinov R.Hamming distance metric learning.In:Proceedings of the 26th Annual Conference on Neural In- formation Processing Systems(NIPS),Nevada,2012,1070-1078 28 Zhen Y,Yeung D Y.Co-regularized hashing for multimodal data.In:Proceedings of the 26th Annual Conference on Neural Information Processing Systems(NIPS),Nevada.2012,1385-1393 29 Kong W,Li W J.Double-bit quantization for hashing.In:Proceedings of the 26th AAAI Conference on Artificial Intelligence (AAAI), Toronto,2012.634-640 30 Strecha C,Bronstein A M,Bronstein MM,et al.LDAhash:Improved matching with smaller descriptors.IEEE Trans Pattern Anal Mach I1 ntell..2012.34:66-78 31 Li X.Lin G.Shen C.et al.Learning hash functions using column generation.In:Proceedings of the 30th International Conference on Machine Learning (ICML),Atlanta,2013,142-150 32 Xu B,Bu J,Lin Y,et al.Harmonious hashing.In Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI), Beijing,2013.1820-1826 33 Huang L K,Yang Q,Zheng W S.Online hashing.In:Proceedings of the 23rd International Joint Conference on Artificial Intelligence (UCAI),Beijing,2013,1422-1428 34 Zhai D,Chang H,Zhen Y,et al.Parametric local multimodal hashing for cross-view similarity search.In:Proceedings of the 23rd Inter- national Joint Conference on Artificial Intelligence(IJCAI),Beijing,2013,2754-2760 35 Zhang Y M,Huang K,Geng G,et al.Fast kNN graph construction with locality sensitive hashing.In:Proceedings of the European Con- ference on Machine Leamning and Principles and Practice of Knowledge Discovery in Databases(ECML/PKDD),Prague,2013.660-674 36 Wu C.Zhu J,Cai D,et al.Semi-supervised nonlinear hashing using bootstrap sequential projection learning.IEEE Trans Knowl Data Eng. 2013,25:1380-1393 489489 进 展 10 Gonzalez J E, Low Y, Gu H, et al. PowerGraph: Distributed graph-parallel computation on natural graphs. In: Proceedings of the 10th USENIX Symposium on Operating Systems Design and Implementation (OSDI), Hollywood, 2012, 17–30 11 Gao W, Jin R, Zhu S, et al. One-pass AUC optimization. In: Proceedings of the 30th International Conference on Machine Learning (ICML), Atlanta, 2013, 906–914 12 Salakhutdinov R, Hinton G E. Semantic hashing. In: Proceedings of SIGIR Workshop on Information Retrieval and Applications of Graphical Models, Amsterdam, 2007 13 Salakhutdinov R, Hinton G E. Semantic hashing. Int J Approx Reasoning, 2009, 50: 969–978 14 Weiss Y, Torralba A, Fergus R. Spectral hashing. In: Proceedings of the 22nd Annual Conference on Neural Information Processing Sys￾tems (NIPS), Vancouver, 2008, 1753–1760 15 Kulis B, Jain P, Grauman K. Fast similarity search for learned metrics. IEEE Trans Pattern Anal Mach Intell, 2009, 31: 2143–2157 16 Weinberger K Q, Dasgupta A, Langford J, et al. Feature hashing for large scale multitask learning. In: Proceedings of the 26th Interna￾tional Conference on Machine Learning (ICML), Montreal, 2009, 1113–1120 17 Wang J, Kumar S, Chang S F. Semi-supervised hashing for large-scale search. IEEE Trans Pattern Anal Mach Intell, 2012, 34: 2393–2406 18 Gong Y, Lazebnik S, Gordo A, et al. Iterative quantization: A procrustean approach to learning binary codes for large-scale image re￾trieval. IEEE Trans Pattern Anal Mach Intell, 2013, 35: 2916–2929 19 Liu W, Wang J, Kumar S, et al. Hashing with graphs. In: Proceedings of the 28th International Conference on Machine Learning (ICML), Washington, 2011, 1–8 20 Kong W, Li W J. Isotropic hashing. In: Proceedings of the 26th Annual Conference on Neural Information Processing Systems (NIPS), Nevada, 2012, 1655–1663 21 Rastegari M, Choi J, Fakhraei S, et al. Predictable dual-view hashing. In: Proceedings of the 30th International Conference on Machine Learning (ICML), Atlanta, 2013, 1328–1336 22 Zhang D, Li W J. Large-scale supervised multimodal hashing with semantic correlation maximization. In: Proceedings of the 28th AAAI Conference on Artificial Intelligence (AAAI), Quebec, 2014, 2177–2183 23 Gionis A, Indyk P, Motwani R. Similarity search in high dimensions via hashing. In: Proceedings of the 25th International Conference on Very Large Data Bases (VLDB), Edinburgh, 1999, 518–529 24 Datar M, Immorlica N, Indyk P, et al. Locality-sensitive hashing scheme based on p-stable distributions. In: Proceedings of the 20th ACM Symposium on Computational Geometry (SOCG), New York, 2004, 253–262 25 Andoni A, Indyk P. Near-optimal hashing algorithms for approximate nearest neighbor in high dimensions. Commun ACM, 2008, 51: 117–122 26 Norouzi M, Fleet D J. Minimal loss hashing for compact binary codes. In: Proceedings of the 28th International Conference on Machine Learning (ICML), Washington, 2011, 353–360 27 Norouzi M, Fleet D J, Salakhutdinov R. Hamming distance metric learning. In: Proceedings of the 26th Annual Conference on Neural In￾formation Processing Systems (NIPS), Nevada, 2012, 1070–1078 28 Zhen Y, Yeung D Y. Co-regularized hashing for multimodal data. In: Proceedings of the 26th Annual Conference on Neural Information Processing Systems (NIPS), Nevada, 2012, 1385–1393 29 Kong W, Li W J. Double-bit quantization for hashing. In: Proceedings of the 26th AAAI Conference on Artificial Intelligence (AAAI), Toronto, 2012, 634–640 30 Strecha C, Bronstein A M, Bronstein M M, et al. LDAhash: Improved matching with smaller descriptors. IEEE Trans Pattern Anal Mach Intell, 2012, 34: 66–78 31 Li X, Lin G, Shen C, et al. Learning hash functions using column generation. In: Proceedings of the 30th International Conference on Machine Learning (ICML), Atlanta, 2013, 142–150 32 Xu B, Bu J, Lin Y, et al. Harmonious hashing. In Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI), Beijing, 2013, 1820–1826 33 Huang L K, Yang Q, Zheng W S. Online hashing. In: Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI), Beijing, 2013, 1422–1428 34 Zhai D, Chang H, Zhen Y, et al. Parametric local multimodal hashing for cross-view similarity search. In: Proceedings of the 23rd Inter￾national Joint Conference on Artificial Intelligence (IJCAI), Beijing, 2013, 2754–2760 35 Zhang Y M, Huang K, Geng G, et al. Fast kNN graph construction with locality sensitive hashing. In: Proceedings of the European Con￾ference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), Prague, 2013, 660–674 36 Wu C, Zhu J, Cai D, et al. Semi-supervised nonlinear hashing using bootstrap sequential projection learning. IEEE Trans Knowl Data Eng, 2013, 25: 1380–1393