메뉴 건너뛰기




Volumn 104, Issue 1, 2016, Pages 34-57

Learning to hash for indexing big data - A survey

Author keywords

Artificial neural networks; Big data; Binary codes; Indexing; Semantics; Tagging; Twitter

Indexed keywords

BIG DATA; BINARY CODES; CODES (SYMBOLS); DEEP LEARNING; HASH FUNCTIONS; INDEXING (OF INFORMATION); NEURAL NETWORKS; PATTERN MATCHING; SEMANTICS; SURVEYS;

EID: 84962259785     PISSN: 00189219     EISSN: 15582256     Source Type: Journal    
DOI: 10.1109/JPROC.2015.2487976     Document Type: Review
Times cited : (530)

References (200)
  • 1
    • 43249093335 scopus 로고    scopus 로고
    • Image retrieval: Ideas, influences, trends of the new age
    • R. Datta, D. Joshi, J. Li, and J. Z. Wang. Image retrieval: Ideas, influences, trends of the new age. ACM Comput. Surv., vol. 40, no. 2, pp. 1-60, 2008
    • (2008) ACM Comput. Surv , vol.40 , Issue.2 , pp. 1-60
    • Datta, R.1    Joshi, D.2    Li, J.3    Wang, J.Z.4
  • 3
    • 85012688561 scopus 로고
    • Princeton NJ USA: Princeton Univ. Press
    • R. Bellman, Dynamic Programming, Princeton, NJ, USA: Princeton Univ. Press, 1957
    • (1957) Dynamic Programming
    • Bellman, R.1
  • 4
    • 0016557674 scopus 로고
    • Multidimensional binary search trees used for associative searching
    • J. Bentley. Multidimensional binary search trees used for associative searching. Commun. ACM, vol. 18, no. 9, pp. 509-517, 1975
    • (1975) Commun ACM , vol.18 , Issue.9 , pp. 509-517
    • Bentley, J.1
  • 5
    • 0043023536 scopus 로고
    • Efficient algorithms with neural network behavior
    • S. Omohundro. Efficient algorithms with neural network behavior. Complex Syst., vol. 1, no. 2, pp. 273-347, 1987
    • (1987) Complex Syst , vol.1 , Issue.2 , pp. 273-347
    • Omohundro, S.1
  • 6
    • 0026256261 scopus 로고
    • Satisfying general proximity/similarity queries with metric trees
    • J. Uhlmann. Satisfying general proximity/similarity queries with metric trees. Inf. Process. Lett., vol. 40, no. 4, pp. 175-179, 1991
    • (1991) Inf. Process. Lett , vol.40 , Issue.4 , pp. 175-179
    • Uhlmann, J.1
  • 7
    • 0027188633 scopus 로고
    • Data structures and algorithms for nearest neighbor search in general metric spaces
    • P. Yianilos. Data structures and algorithms for nearest neighbor search in general metric spaces. in Proc. 4th Annu. ACM-SIAM Symp. Discrete Algorithms, 1993, pp. 311-321
    • (1993) Proc. 4th Annu. ACM-SIAM Symp. Discrete Algorithms , pp. 311-321
    • Yianilos, P.1
  • 8
    • 24644489770 scopus 로고    scopus 로고
    • Nearest-neighbor searching in high dimensions
    • J. E. Goodman and J. O'Rourke, Eds. Boca Raton, FL, USA: CRC Press
    • P. Indyk. Nearest-neighbor searching in high dimensions. in Handbook of Discrete and Computational Geometry, J. E. Goodman and J. O'Rourke, Eds. Boca Raton, FL, USA: CRC Press, 2004
    • (2004) Handbook of Discrete and Computational Geometry
    • Indyk, P.1
  • 9
    • 78649317568 scopus 로고    scopus 로고
    • Product quantization for nearest neighbor search
    • Jan
    • H. Jegou, M. Douze, and C. Schmid. Product quantization for nearest neighbor search. IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 1, pp. 117-128, Jan. 2011
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell , vol.33 , Issue.1 , pp. 117-128
    • Jegou, H.1    Douze, M.2    Schmid, C.3
  • 11
    • 54749092170 scopus 로고    scopus 로고
    • 80 million tiny images: A large data set for nonparametric object and scene recognition
    • Nov
    • A. Torralba, R. Fergus, and W. Freeman. 80 million tiny images: A large data set for nonparametric object and scene recognition. IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 11, pp. 1958-1970, Nov. 2008
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell , vol.30 , Issue.11 , pp. 1958-1970
    • Torralba, A.1    Fergus, R.2    Freeman, W.3
  • 12
    • 0003657590 scopus 로고    scopus 로고
    • Sorting and Searching. Reading, MA, USA: Addison-Wesley
    • D. Knuth, Art of Computer Programming, Volume 3: Sorting and Searching. Reading, MA, USA: Addison-Wesley, 1997
    • (1997) Art of Computer Programming , vol.3
    • Knuth, D.1
  • 14
    • 84865410773 scopus 로고    scopus 로고
    • Semi-supervised hashing for large scale search
    • Dec
    • J. Wang, S. Kumar, and S.-F. Chang. Semi-supervised hashing for large scale search. IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 12, pp. 2393-2406, Dec. 2012
    • (2012) IEEE Trans. Pattern Anal. Mach. Intell , vol.34 , Issue.12 , pp. 2393-2406
    • Wang, J.1    Kumar, S.2    Chang, S.-F.3
  • 16
    • 85162033024 scopus 로고    scopus 로고
    • A learning framework for nearest neighbor search
    • J. Platt D. Koller, Y. Singer, and S. Roweis, Eds. Cambridge, MA, USA: MIT Press
    • L. Cayton and S. Dasgupta. A learning framework for nearest neighbor search. in Advances in Neural Information Processing Systems 20, J. Platt, D. Koller, Y. Singer, and S. Roweis, Eds. Cambridge, MA, USA: MIT Press, 2008, pp. 233-240
    • (2008) Advances in Neural Information Processing Systems , vol.20 , pp. 233-240
    • Cayton, L.1    Dasgupta, S.2
  • 18
    • 50649097835 scopus 로고    scopus 로고
    • Ph.D. dissertation, Dept. Electr. Eng. Comput. Sci., Massachusetts Inst. Technol., Cambridge, MA, USA
    • G. Shakhnarovich. Learning task-specific similarity. Ph.D. dissertation, Dept. Electr. Eng. Comput. Sci., Massachusetts Inst. Technol., Cambridge, MA, USA, 2005
    • (2005) Learning Task-specific Similarity
    • Shakhnarovich, G.1
  • 19
  • 21
    • 84860241633 scopus 로고    scopus 로고
    • Kernelized locality-sensitive hashing
    • Jun
    • B. Kulis and K. Grauman. Kernelized locality-sensitive hashing. IEEE Trans. Pattern Anal. Mach. Intell., vol. 34, no. 6, pp. 1092-1104, Jun. 2011
    • (2011) IEEE Trans. Pattern Anal. Mach. Intell , vol.34 , Issue.6 , pp. 1092-1104
    • Kulis, B.1    Grauman, K.2
  • 25
    • 77956496400 scopus 로고    scopus 로고
    • Sequential projection learning for hashing with compact codes
    • J. Wang, S. Kumar, and S.-F. Chang. Sequential projection learning for hashing with compact codes. in Proc. 27th Int. Conf. Mach. Learn., 2010, pp. 1127-1134
    • (2010) Proc. 27th Int. Conf. Mach. Learn , pp. 1127-1134
    • Wang, J.1    Kumar, S.2    Chang, S.-F.3
  • 27
    • 84858740468 scopus 로고    scopus 로고
    • Learning to hash with binary reconstructive embeddings
    • Y. Bengio D. Schuurmans, J. Lafferty, C. K. I. Williams, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press
    • B. Kulis and T. Darrell. Learning to hash with binary reconstructive embeddings. in Advances in Neural Information Processing Systems 20, Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press, 2009, pp. 1042-1050
    • (2009) Advances in Neural Information Processing Systems , vol.20 , pp. 1042-1050
    • Kulis, B.1    Darrell, T.2
  • 31
    • 84863036764 scopus 로고    scopus 로고
    • Complementary hashing for approximate nearest neighbor search
    • H. Xu., et al. Complementary hashing for approximate nearest neighbor search. in Proc. IEEE Int. Conf. Comput. Vis., 2011, pp. 1631-1638
    • (2011) Proc IEEE Int. Conf. Comput. Vis , pp. 1631-1638
    • Xu, H.1
  • 32
    • 84858779327 scopus 로고    scopus 로고
    • Spectral hashing
    • . Koller, D. Schuurmans, Y. Bengio, and L. Bottou, Eds. Cambridge, MA, USA: MIT Press
    • Y. Weiss, A. Torralba, and R. Fergus. Spectral hashing. in Advances in Neural Information Processing Systems 21, D. Koller, D. Schuurmans, Y. Bengio, and L. Bottou, Eds. Cambridge, MA, USA: MIT Press, 2008, pp. 1753-1760
    • (2008) Advances in Neural Information Processing Systems , vol.21 , pp. 1753-1760
    • Weiss, Y.1    Torralba, A.2    Fergus, R.3
  • 33
    • 79954525255 scopus 로고    scopus 로고
    • Locality-sensitive binary codes from shift-invariant kernels
    • 22 Y. Bengio D. Schuurmans, J. Lafferty, C. K. I. Williams, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press
    • M. Raginsky and S. Lazebnik. Locality-sensitive binary codes from shift-invariant kernels. in Advances in Neural Information Processing Systems 22, Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press, 2009, pp. 1509-1517
    • (2009) Advances in Neural Information Processing Systems , pp. 1509-1517
    • Raginsky, M.1    Lazebnik, S.2
  • 34
    • 0036040277 scopus 로고    scopus 로고
    • Similarity estimation techniques from rounding algorithms
    • M. S. Charikar. Similarity estimation techniques from rounding algorithms. in Proc. 34th Annu. ACM Symp. Theory Comput., 2002, pp. 380-388
    • (2002) Proc. 34th Annu ACM Symp. Theory Comput , pp. 380-388
    • Charikar, M.S.1
  • 40
    • 84863752005 scopus 로고    scopus 로고
    • Bayesian locality sensitive hashing for fast similarity search
    • V. Satuluri and S. Parthasarathy. Bayesian locality sensitive hashing for fast similarity search. Proc. VLDB Endowment, vol. 5, no. 5, pp. 430-441, 2012
    • (2012) Proc. VLDB Endowment , vol.5 , Issue.5 , pp. 430-441
    • Satuluri, V.1    Parthasarathy, S.2
  • 45
    • 0031346696 scopus 로고    scopus 로고
    • On the resemblance and containment of documents
    • A. Broder. On the resemblance and containment of documents. in Proc. Compression Complexity Sequences, 1997, pp. 21-29
    • (1997) Proc Compression Complexity Sequences , pp. 21-29
    • Broder, A.1
  • 48
    • 79951749405 scopus 로고    scopus 로고
    • Improved consistent sampling, weighted Minhash and L1 sketching
    • S. Ioffe. Improved consistent sampling, weighted Minhash and L1 sketching. in Proc. IEEE Int. Conf. Data Mining, 2010, pp. 246-255
    • (2010) Proc IEEE Int. Conf. Data Mining , pp. 246-255
    • Ioffe, S.1
  • 51
    • 84898444828 scopus 로고    scopus 로고
    • Near duplicate image detection: Min-hash and TF-IDF weighting
    • O. Chum, J. Philbin, and A. Zisserman. Near duplicate image detection: Min-hash and TF-IDF weighting. in Proc. British Mach. Vis. Conf., 2008, vol. 810, pp. 812-815
    • (2008) Proc. British Mach. Vis. Conf , vol.810 , pp. 812-815
    • Chum, O.1    Philbin, J.2    Zisserman, A.3
  • 54
    • 85162008856 scopus 로고    scopus 로고
    • B-bit minwise hashing for estimating three-way similarities
    • J. Lafferty C. K. I. Williams, J. Shawe-Taylor, R. Zemel, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press
    • P. Li, A. Konig, and W. Gui. B-bit minwise hashing for estimating three-way similarities. in Advances in Neural Information Processing Systems 23, J. Lafferty, C. K. I. Williams, J. Shawe-Taylor, R. Zemel, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press, 2010, pp. 1387-1395
    • (2010) Advances in Neural Information Processing Systems , vol.23 , pp. 1387-1395
    • Li, P.1    Konig, A.2    Gui, W.3
  • 55
    • 84877737308 scopus 로고    scopus 로고
    • One permutation hashing
    • P. Bartlett, F. Pereira C. Burges, L. Bottou, and K. Weinberger, Eds. Cambridge, MA, USA: MIT Press
    • P. Li, A. Owen, and C.-H. Zhang. One permutation hashing. in Advances in Neural Information Processing Systems 25, P. Bartlett, F. Pereira, C. Burges, L. Bottou, and K. Weinberger, Eds. Cambridge, MA, USA: MIT Press, 2012, pp. 3122-3130
    • (2012) Advances in Neural Information Processing Systems , vol.25 , pp. 3122-3130
    • Li, P.1    Owen, A.2    Zhang, C.-H.3
  • 58
    • 0031644241 scopus 로고    scopus 로고
    • Approximate nearest neighbors: Towards removing the curse of dimensionality
    • P. Indyk and R. Motwani. Approximate nearest neighbors: Towards removing the curse of dimensionality. in Proc. 30th ACM Symp. Theory Comput., 1998, pp. 604-613
    • (1998) Proc. 30th ACM Symp. Theory Comput , pp. 604-613
    • Indyk, P.1    Motwani, R.2
  • 63
    • 84877776686 scopus 로고    scopus 로고
    • Angular quantization based binary codes for fast similarity search
    • Cambridge MA USA: MIT Press
    • Y. Gong, S. Kumar, V. Verma, and S. Lazebnik. Angular quantization based binary codes for fast similarity search. in Advances in Neural Information Processing Systems 25. Cambridge, MA, USA: MIT Press, 2012, pp. 1205-1213
    • (2012) Advances in Neural Information Processing Systems , vol.25 , pp. 1205-1213
    • Gong, Y.1    Kumar, S.2    Verma, V.3    Lazebnik, S.4
  • 67
    • 84898806327 scopus 로고    scopus 로고
    • Supervise binary hash code learning with Jensen Shannon divergence
    • L. Fan. Supervise binary hash code learning with Jensen Shannon divergence. in Proc. IEEE Int. Conf. Comput. Vis., 2013, pp. 2616-2623
    • (2013) Proc. IEEE Int. Conf. Comput. Vis , pp. 2616-2623
    • Fan, L.1
  • 75
    • 84887428910 scopus 로고    scopus 로고
    • Order preserving hashing for approximate nearest neighbor search
    • J. Wang, J. Wang, N. Yu, and S. Li. Order preserving hashing for approximate nearest neighbor search. in Proc. 21st ACM Int. Conf. Multimedia, 2013, pp. 133-142
    • (2013) Proc. 21st ACM Int. Conf. Multimedia , pp. 133-142
    • Wang, J.1    Wang, J.2    Yu, N.3    Li, S.4
  • 84
    • 84898791305 scopus 로고    scopus 로고
    • Complementary projection hashing
    • Z. Jin., et al. Complementary projection hashing. in Proc. IEEE Int. Conf. Comput. Vis., 2013, pp. 257-264
    • (2013) Proc IEEE Int. Conf. Comput. Vis , pp. 257-264
    • Jin, Z.1
  • 87
    • 84983110889 scopus 로고
    • A decision-Theoretic generalization of on-line learning and an application to boosting
    • Berlin, Germany: Springer-Verlag
    • Y. Freund and R. Schapire. A decision-Theoretic generalization of on-line learning and an application to boosting. in Computational Learning Theory, vol. 904, Berlin, Germany: Springer-Verlag, 1995, pp. 23-37
    • (1995) Computational Learning Theory , vol.904 , pp. 23-37
    • Freund, Y.1    Schapire, R.2
  • 88
    • 36448945460 scopus 로고    scopus 로고
    • Boostmap: An embedding method for efficient nearest neighbor retrieval
    • Jan
    • V. Athitsos, J. Alon, S. Sclaroff, and G. Kollios. Boostmap: An embedding method for efficient nearest neighbor retrieval. IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 1, pp. 89-104, Jan. 2008
    • (2008) IEEE Trans. Pattern Anal. Mach. Intell , vol.30 , Issue.1 , pp. 89-104
    • Athitsos, V.1    Alon, J.2    Sclaroff, S.3    Kollios, G.4
  • 89
    • 84872738893 scopus 로고    scopus 로고
    • Query-Adaptive image search with hash codes
    • Feb
    • Y.-G. Jiang, J.Wang, X. Xue, and S.-F. Chang. Query-Adaptive image search with hash codes. IEEE Trans.Multimedia, vol. 15, no. 2, pp. 442-453, Feb. 2013
    • (2013) IEEE Trans.Multimedia , vol.15 , Issue.2 , pp. 442-453
    • Jiang, Y.-G.1    Wang, J.2    Xue, X.3    Chang, S.-F.4
  • 90
    • 79959694273 scopus 로고    scopus 로고
    • Lost in binarization: Query-Adaptive ranking for similar image search with compact codes
    • Y.-G. Jiang, J. Wang, and S.-F. Chang. Lost in binarization: Query-Adaptive ranking for similar image search with compact codes. in Proc. ACM Int. Conf. Multimedia Retrieval, 2011, DOI: 10.1145/1991996.1992012
    • (2011) Proc ACM Int. Conf. Multimedia Retrieval
    • Jiang, Y.-G.1    Wang, J.2    Chang, S.-F.3
  • 97
    • 77956555216 scopus 로고    scopus 로고
    • Large graph construction for scalable semi-supervised learning
    • W. Liu, J. He, and S.-F. Chang. Large graph construction for scalable semi-supervised learning. in Proc. 27th Int. Conf. Mach. Learn., 2010, pp. 679-686
    • (2010) Proc. 27th Int. Conf. Mach. Learn , pp. 679-686
    • Liu, W.1    He, J.2    Chang, S.-F.3
  • 102
    • 84930630277 scopus 로고    scopus 로고
    • Deep learning
    • Y. LeCun, Y. Bengio, and G. Hinton. Deep learning. Nature, vol. 521, pp. 436-444, 2015
    • (2015) Nature , vol.521 , pp. 436-444
    • LeCun, Y.1    Bengio, Y.2    Hinton, G.3
  • 104
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • G. Hinton and R. Salakhutdinov. Reducing the dimensionality of data with neural networks. Science, vol. 313, no. 5786, pp. 504-507, 2006
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.1    Salakhutdinov, R.2
  • 105
    • 80455158726 scopus 로고    scopus 로고
    • Learning a nonlinear embedding by preserving class neighbourhood structure
    • R. Salakhutdinov and G. Hinton. Learning a nonlinear embedding by preserving class neighbourhood structure. in Proc. Int. Conf. Artif. Intell. Stat., 2007, pp. 412-419
    • (2007) Proc. Int. Conf. Artif. Intell. Stat , pp. 412-419
    • Salakhutdinov, R.1    Hinton, G.2
  • 107
    • 84908192527 scopus 로고    scopus 로고
    • Supervised hashing for image retrieval via image representation learning
    • R. Xia, Y. Pan, H. Lai, C. Liu, and S. Yan. Supervised hashing for image retrieval via image representation learning. in Proc. AAAI Conf. Artif. Intell., 2014, pp. 2156-2162
    • (2014) Proc. AAAI Conf. Artif. Intell , pp. 2156-2162
    • Xia, R.1    Pan, Y.2    Lai, H.3    Liu, C.4    Yan, S.5
  • 109
  • 110
    • 77956515664 scopus 로고    scopus 로고
    • Learning fast approximations of sparse coding
    • K Gregor and Y. LeCun. Learning Fast Approximations of Sparse Coding. in Proc. Int. Conf. Mach. Learn., 2010, Pp. 399-406
    • (2010) Proc. Int. Conf. Mach. Learn , pp. 399-406
    • Gregor, K.1    LeCun, Y.2
  • 111
    • 84887601251 scopus 로고    scopus 로고
    • Iterative quantization: A procrustean approach to learning binary codes for large-scale image retrieval
    • Dec
    • Y. Gong, S. Lazebnik, A. Gordo, and F. Perronnin. Iterative quantization: A procrustean approach to learning binary codes for large-scale image retrieval. IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 12, pp. 2916-2929, Dec. 2013
    • (2013) IEEE Trans Pattern Anal. Mach. Intell , vol.35 , Issue.12 , pp. 2916-2929
    • Gong, Y.1    Lazebnik, S.2    Gordo, A.3    Perronnin, F.4
  • 114
    • 84891590366 scopus 로고    scopus 로고
    • Hashing hyperplane queries to near points with applications to large-scale active learning
    • Feb
    • S. Vijayanarasimhan, P. Jain, and K. Grauman. Hashing hyperplane queries to near points with applications to large-scale active learning. IEEE Trans. Pattern Anal. Mach. Intell., vol. 36, no. 2, pp. 276-288, Feb. 2013
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell , vol.36 , Issue.2 , pp. 276-288
    • Vijayanarasimhan, S.1    Jain, P.2    Grauman, K.3
  • 115
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • S. Tong and D. Koller. Support vector machine active learning with applications to text classification. J. Mach. Learn. Res., vol. 2, pp. 45-66, 2001
    • (2001) J. Mach. Learn. Res , vol.2 , pp. 45-66
    • Tong, S.1    Koller, D.2
  • 116
    • 85161990053 scopus 로고    scopus 로고
    • Hashing hyperplane queries to near points with applications to large-scale active learning
    • J. Lafferty C. K. I. Williams, J. Shawe-Taylor, R. Zemel, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press
    • P. Jain, S. Vijayanarasimhan, and K. Grauman. Hashing hyperplane queries to near points with applications to large-scale active learning. in Advances in Neural Information Processing Systems 23, J. Lafferty, C. K. I. Williams, J. Shawe-Taylor, R. Zemel, and A. Culotta, Eds. Cambridge, MA, USA: MIT Press, 2010, pp. 928-936
    • (2010) Advances in Neural Information Processing Systems , vol.23 , pp. 928-936
    • Jain, P.1    Vijayanarasimhan, S.2    Grauman, K.3
  • 123
    • 84877748479 scopus 로고    scopus 로고
    • Co-regularized hashing for multimodal data
    • Bartlett, F. Pereira C. Burges, L. Bottou, and K. Weinberger, Eds. Cambridge, MA, USA: MIT Press
    • Y. Zhen and D.-Y. Yeung. Co-regularized hashing for multimodal data. in Advances in Neural Information Processing Systems 25, P. Bartlett, F. Pereira, C. Burges, L. Bottou, and K. Weinberger, Eds. Cambridge, MA, USA: MIT Press, 2012, pp. 1385-1393
    • (2012) Advances in Neural Information Processing Systems , vol.25 , pp. 1385-1393
    • Zhen, Y.1    Yeung, D.-Y.2
  • 126
  • 127
    • 84871390155 scopus 로고    scopus 로고
    • Submodular video hashing: A unified framework towards video pooling and indexing
    • L. Cao, Z. Li, Y. Mu, and S.-F. Chang. Submodular video hashing: A unified framework towards video pooling and indexing. in Proc. 20th ACM Int. Conf. Multimedia, 2012, pp. 299-308
    • (2012) Proc. 20th ACM Int. Conf. Multimedia , pp. 299-308
    • Cao, L.1    Li, Z.2    Mu, Y.3    Chang, S.-F.4
  • 129
    • 84867496527 scopus 로고    scopus 로고
    • Learning binary hash codes for large-scale image search
    • New York NY USA: Springer-Verlag
    • K. Grauman and R. Fergus. Learning binary hash codes for large-scale image search. in Machine Learning for Computer Vision. New York, NY, USA: Springer-Verlag, 2013, pp. 49-87
    • (2013) Machine Learning for Computer Vision , pp. 49-87
    • Grauman, K.1    Fergus, R.2
  • 130
    • 77953223981 scopus 로고    scopus 로고
    • Efficiently searching for similar images
    • K. Grauman. Efficiently searching for similar images. Commun. ACM, vol. 53, no. 6, pp. 84-94, 2010
    • (2010) Commun ACM , vol.53 , Issue.6 , pp. 84-94
    • Grauman, K.1
  • 141
    • 85162551376 scopus 로고    scopus 로고
    • Hashing algorithms for large-scale learning
    • J. Shawe-Taylor, R. Zemel, P. Bartlett, F. Pereira, and K. Weinberger, Eds. Cambridge, MA, USA: MIT Press
    • P. Li, A. Shrivastava, J. L. Moore, and A. C. Knig. Hashing algorithms for large-scale learning. in Advances in Neural Information Processing Systems 24, J. Shawe-Taylor, R. Zemel, P. Bartlett, F. Pereira, and K. Weinberger, Eds. Cambridge, MA, USA: MIT Press, 2011, pp. 2672-2680
    • (2011) Advances in Neural Information Processing Systems , vol.24 , pp. 2672-2680
    • Li, P.1    Shrivastava, A.2    Moore, J.L.3    Knig, A.C.4
  • 143
    • 84999832326 scopus 로고    scopus 로고
    • Comparing apples to oranges: A scalable solution with heterogeneous hashing
    • M. Ou., et al. Comparing apples to oranges: A scalable solution with heterogeneous hashing. in Proc. 19th ACM SIGKDD Int. Conf. Knowl. Disc. Data Mining, 2013, pp. 230-238
    • (2013) Proc. 19th ACM SIGKDD Int. Conf. Knowl. Disc. Data Mining , pp. 230-238
    • Ou, M.1
  • 147
    • 84894662428 scopus 로고    scopus 로고
    • Fast pairwise query selection for large-scale active learning to rank
    • B. Qian., et al. Fast pairwise query selection for large-scale active learning to rank. in Proc. IEEE Int. Conf. Data Mining, 2013, pp. 607-616
    • (2013) Proc IEEE Int. Conf. Data Mining , pp. 607-616
    • Qian, B.1
  • 149
    • 73549107233 scopus 로고    scopus 로고
    • Hash kernels for structured data
    • Q. Shi., et al. Hash kernels for structured data. J. Mach. Learn. Res., vol. 10, pp. 2615-2637, 2009
    • (2009) J. Mach. Learn. Res , vol.10 , pp. 2615-2637
    • Shi, Q.1
  • 150
    • 84948611122 scopus 로고
    • Pioneers of electrical communication: Georg Simon Ohm
    • R. Appleyard. Pioneers of electrical communication: Georg Simon Ohm. Electr. Commun., vol. 7, no. 1, pp. 3-17, 1928
    • (1928) Electr. Commun , vol.7 , Issue.1 , pp. 3-17
    • Appleyard, R.1
  • 151
    • 36149073496 scopus 로고
    • Georg Simon Ohm 1789-1854
    • B. Gee. Georg Simon Ohm, 1789-1854. Phys. Educ., vol. 4, no. 2, pp. 106-113, 1969
    • (1969) Phys Educ , vol.4 , Issue.2 , pp. 106-113
    • Gee, B.1
  • 154
    • 84861265299 scopus 로고
    • Vorlaufige anzeige der gesetzes nach welchem metalle die contact elektricitat leiten
    • G. S. Ohm. Vorlaufige anzeige Der gesetzes, nach welchem metalle die contact elektricitat leiten. J. Chem. Phys., vol. 44, pp. 110-118, 1825
    • (1825) J. Chem. Phys , vol.44 , pp. 110-118
    • Ohm, G.S.1
  • 155
    • 84962306525 scopus 로고    scopus 로고
    • La mathématisation des phénomènes galvaniques par G. S. Ohm (1825-1827)
    • B. Pourprix. La mathématisation des phénomènes galvaniques par G. S. Ohm (1825-1827). Rev. Hist. Sci., vol. 42, no. 1-2, pp. 139-154, 1989
    • (1989) Rev. Hist. Sci , vol.42 , Issue.1-2 , pp. 139-154
    • Pourprix, B.1
  • 157
    • 33744615558 scopus 로고
    • Laboratory notebooks of G.S Ohm: A case study in experimental method
    • J. L. McKnight. Laboratory notebooks of G.S. Ohm: A case study in experimental method. Amer. J. Phys., vol. 35, pp. 110-114, 1967
    • (1967) Amer. J. Phys , vol.35 , pp. 110-114
    • McKnight, J.L.1
  • 158
    • 0041153408 scopus 로고
    • Gauss and the invention of least squares
    • S. M. Stigler. Gauss and the invention of least squares. Ann. Stat., vol. 9, pp. 465-474, 1981
    • (1981) Ann. Stat , vol.9 , pp. 465-474
    • Stigler, S.M.1
  • 159
    • 84861262752 scopus 로고
    • Ü ber die leitungsfähigkeit für der metalle für elektricität
    • G. S. Ohm. Ü ber die leitungsfähigkeit für Der metalle für elektricität. J. Chem. Phys. vol. 44, pp. 245-249, 1825
    • (1825) J. Chem. Phys , vol.44 , pp. 245-249
    • Ohm, G.S.1
  • 160
    • 84948613561 scopus 로고
    • Ü ber elektricitatsleiter
    • G. S. Ohm. Ü ber elektricitatsleiter. J. Chem. Phys., vol. 44, pp. 370-373, 1825
    • (1825) J. Chem. Phys , vol.44 , pp. 370-373
    • Ohm, G.S.1
  • 162
    • 0001255316 scopus 로고
    • Bestimmung des gesetzes, nach welchem metalle die contakt elektricitat leiten, nebst einem entwurfe zu einert theorie des voltaischen apparates und des schweiggerschen multiplicators
    • G. S. Ohm. Bestimmung des gesetzes, nach welchem metalle die contakt elektricitat leiten, nebst einem entwurfe zu einert theorie des voltaischen apparates und des schweiggerschen multiplicators. J. Chem. Phys., vol. 46, pp. 137-166, 1826
    • (1826) J. Chem. Phys , vol.46 , pp. 137-166
    • Ohm, G.S.1
  • 163
    • 50349141010 scopus 로고
    • Henry Cavendish electrician
    • C. Susskind. Henry Cavendish, electrician. J. Franklin Inst., vol. 249, no. 3, pp. 181-187, 1950
    • (1950) J. Franklin Inst , vol.249 , Issue.3 , pp. 181-187
    • Susskind, C.1
  • 165
    • 84946396441 scopus 로고
    • Versuch einer theorie der durch galvanische kräfte hervorgebrachten electroscopischen erscheinungen
    • G. S. Ohm. Versuch einer theorie Der durch galvanische kräfte hervorgebrachten electroscopischen erscheinungen. Ann. Phys., vol. 6, pp. 459-469, 1926
    • (1926) Ann. Phys , vol.6 , pp. 459-469
    • Ohm, G.S.1
  • 166
    • 84861264644 scopus 로고
    • Einige elektrische versuche
    • G. S. Ohm. Einige elektrische versuche. J. Chem. Phys., vol. 49, pp. 1-7, 1826
    • (1826) J. Chem. Phys , vol.49 , pp. 1-7
    • Ohm, G.S.1
  • 167
    • 84962306525 scopus 로고    scopus 로고
    • La mathématisation des phénomènes galvaniques par G. S. Ohm (1825-1827)
    • B. Pourprix. La mathématisation des phénomènes galvaniques par G. S. Ohm (1825-1827). Rev. Hist. Sci., vol. 42, pp. 139-154, 1989
    • Rev. Hist. Sci , vol.42 , Issue.1989 , pp. 139-154
    • Pourprix, B.1
  • 169
    • 84945602819 scopus 로고
    • The work of G T Fechner on the Galvanic circuit
    • H. J. J. Winter. The work of G. T. Fechner on the Galvanic circuit. Ann. Sci., vol. 6, no. 2, pp. 197-205, 1949
    • (1949) Ann. Sci , vol.6 , Issue.2 , pp. 197-205
    • Winter, H.J.J.1
  • 170
    • 84962314056 scopus 로고
    • A History of Physics in its Elementary Branches Including the Evolution of Physical Laboratories
    • F. Cajori, A History of Physics in its Elementary Branches Including the Evolution of Physical Laboratories. New York, NY, USA: McMillan, 1899, pp. 230-231
    • (1899) New York, NY, USA: McMillan , pp. 230-231
    • Cajori, F.1
  • 171
    • 84939379104 scopus 로고
    • The reception of Ohm's electrical researches by his contemporaries
    • H. J. J. Winter. The reception of Ohm's electrical researches by his contemporaries. Phil. Mag., vol. 35, no. 245, pp. 371-386, 1944
    • (1944) Phil. Mag , vol.35 , Issue.245 , pp. 371-386
    • Winter, H.J.J.1
  • 172
    • 84906196255 scopus 로고
    • The history of Ohm's law
    • J. C. Shedd and M. D. Hershey. The history of Ohm's law. Pop. Sci. Monthly, vol. 83, pp. 599-614, 1913
    • (1913) Pop. Sci. Monthly , vol.83 , pp. 599-614
    • Shedd, J.C.1    Hershey, M.D.2
  • 173
    • 54749154515 scopus 로고
    • Resistance to Ohm's Law
    • M. L. Schagrin. Resistance to Ohm's Law. Amer. J. Phys., vol. 31, pp. 536-547, 1963
    • (1963) Amer. J. Phys , vol.31 , pp. 536-547
    • Schagrin, M.L.1
  • 174
    • 84962332828 scopus 로고    scopus 로고
    • London U.K.: TheInstitution of Electrical Engineers and the Science Museum
    • B. Bowers, Sir Charles Wheatstone FRS 1802-1875. London, U.K.: TheInstitution of Electrical Engineers and the Science Museum, 2001, pp. 102
    • Sir Charles Wheatstone FRS 1802-1875 , vol.2001 , pp. 102
    • Bowers, B.1
  • 175
    • 0041744895 scopus 로고
    • The Ohm is where the art is: British telegraph engineers and the development of electrical standards
    • B. J. Hunt. The Ohm is where the art is: British telegraph engineers and the development of electrical standards. Osiris, vol. 9, pp. 48-63, 1994
    • (1994) Osiris , vol.9 , pp. 48-63
    • Hunt, B.J.1
  • 176
    • 84962294678 scopus 로고
    • The history of the determination of the ohm
    • L. G. A. Sims. The history of the determination of the ohm. Bull. Brit. Soc. Hist. Sci., vol. 2, no. 16, pp. 57-61, 1957
    • (1957) Bull. Brit. Soc. Hist. Sci , vol.2 , Issue.16 , pp. 57-61
    • Sims, L.G.A.1
  • 177
    • 84962227817 scopus 로고    scopus 로고
    • L'électricité à l'exposition de 1900
    • E. Hospitalier, L'électricité à l'exposition De 1900. Paris, France: Dunod, 1901, vol. 13, p. 77
    • Paris, France: Dunod , vol.1901 , Issue.13 , pp. 77
    • Hospitalier, É.1
  • 178
    • 84962290542 scopus 로고
    • L'Ohm legal: Les étalons prototypes secondaires et pratiques. Le Bureau d'étalonnement official
    • E. Hospitalier. L'Ohm legal: Les étalons prototypes, secondaires et pratiques. Le Bureau d'étalonnement official. La Nature, vol. 13, no. 627, pp. 3-4, 1885
    • (1885) La Nature , vol.13 , Issue.627 , pp. 3-4
    • Hospitalier, E.1
  • 179
    • 84855534138 scopus 로고
    • Bemerkungen über combinationstöne und stösse
    • G. S. Ohm. Bemerkungen über combinationstöne und stösse. Ann. Phys., vol. 47, pp. 463-466, 1839
    • (1839) Ann. Phys , vol.47 , pp. 463-466
    • Ohm, G.S.1
  • 181
    • 84980066893 scopus 로고
    • Ueber die definition des tones nebst daran geknüpfter theorie der sirene und ähnlicher tonbilbender vorrichtungen
    • G. S. Ohm. Ueber die definition des tones, nebst daran geknüpfter theorie Der sirene und ähnlicher tonbilbender vorrichtungen. Ann. Phys., vol. 59, pp. 513-565, 1843
    • (1843) Ann. Phys , vol.59 , pp. 513-565
    • Ohm, G.S.1
  • 182
    • 84980060908 scopus 로고
    • Ueber die sirene
    • A. L. F. W. Seebeck. Ueber die sirene. Ann. Phys., vol. 60, pp. 449-481, 1843
    • (1843) Ann. Phys , vol.60 , pp. 449-481
    • Seebeck, A.L.F.W.1
  • 183
    • 84980056821 scopus 로고
    • Noch ein paar worte über die definition des tones
    • G. S. Ohm. Noch ein paar worte über die definition des tones. Ann. Phys., vol. 62, pp. 1-18, 1844
    • (1844) Ann. Phys , vol.62 , pp. 1-18
    • Ohm, G.S.1
  • 184
    • 0017462936 scopus 로고
    • The Ohm-Seebeck dispute, Hermann von Helmholtz, the origins of physiological acoustics
    • R. S. Turner. The Ohm-Seebeck dispute, Hermann von Helmholtz, the origins of physiological acoustics. Brit. J. Hist. Sci, vol. 10, no. 1, pp. 1-24, 1977
    • (1977) Brit. J. Hist. Sci , vol.10 , Issue.1 , pp. 1-24
    • Turner, R.S.1
  • 185
    • 84962307528 scopus 로고
    • The scientific work of Georg Simon Ohm
    • Smithsonian Inst
    • E. Lommel. The scientific work of Georg Simon Ohm. Annu. Rep. Board of Regents Smithsonian Inst., 1891, pp. 247-256
    • (1891) Annu. Rep. Board of Regents , pp. 247-256
    • Lommel, E.1
  • 188
    • 79958843515 scopus 로고
    • Ueber die Wanderung der Ionen während der Elektrolyse
    • J. W. Hittorf. Ueber die Wanderung Der Ionen während Der Elektrolyse. Ann. Phys. Chem., vol. 165, pp. 177-211, 1853
    • (1853) Ann. Phys. Chem , vol.165 , pp. 177-211
    • Hittorf, J.W.1
  • 189
    • 79958837361 scopus 로고    scopus 로고
    • Johann wilhelm hittorf and the material culture of nineteenth century gas discharge research
    • F. Müller. Johann Wilhelm Hittorf and the material culture of nineteenth century gas discharge research. Brit. J. Hist. Sci., vol. 44, no. 2, pp. 211-244, 2011
    • (2011) Brit. J. Hist. Sci , vol.44 , Issue.2 , pp. 211-244
    • Müller, F.1
  • 190
    • 36849123751 scopus 로고
    • Deviations from Ohm's law in weak electrolytes
    • L. Onsager. Deviations from Ohm's law in weak electrolytes. J. Chem. Phys., vol. 2, pp. 599-615, 1934
    • (1934) J. Chem. Phys , vol.2 , pp. 599-615
    • Onsager, L.1
  • 191
    • 0041864579 scopus 로고
    • The Wien effect: Deviations of electrolytic solutions from Ohm's law under high field strengths
    • H. C. Eckstrom and C. Schmelzer. The Wien effect: Deviations of electrolytic solutions from Ohm's law under high field strengths. Chem. Rev., vol. 24, no. 3, pp. 367-414, 1939
    • (1939) Chem. Rev , vol.24 , Issue.3 , pp. 367-414
    • Eckstrom, H.C.1    Schmelzer, C.2
  • 192
    • 0013312428 scopus 로고
    • The measurement of the conductance of electrolytes IV the validity of Ohm's law for electrolytes
    • G. Jones and G. M. Bollinger. The measurement of the conductance of electrolytes. IV. The validity of Ohm's law for electrolytes. J. Amer. Chem. Soc., vol. 53, no. 4, pp. 1207-1212, 1931
    • (1931) J. Amer. Chem. Soc , vol.53 , Issue.4 , pp. 1207-1212
    • Jones, G.1    Bollinger, G.M.2
  • 193
    • 84862908395 scopus 로고    scopus 로고
    • Ohm's law survives to the atomic scale
    • B. Weber., et al. Ohm's law survives to the atomic scale. Science, vol. 335, no. 6064, pp. 64-67, 2012
    • (2012) Science , vol.335 , Issue.6064 , pp. 64-67
    • Weber, B.1
  • 194
    • 49949131580 scopus 로고
    • Deviations from Ohm's law in semiconductors
    • R. Jaggi. Deviations from Ohm's law in semiconductors. J. Phys. Chem. Solids, vol. 29, pp. 1699-1702, 1968
    • (1968) J. Phys. Chem. Solids , vol.29 , pp. 1699-1702
    • Jaggi, R.1
  • 195
    • 77956536830 scopus 로고    scopus 로고
    • Failure of Ohm's law: Its implications on the design of nanoelectronic devices and circuits
    • V. K. Arora. Failure of Ohm's law: Its implications on the design of nanoelectronic devices and circuits. in Proc. IEEE 25th Int. Conf. Microelectron., Belgrade, Serbia, 2006, pp. 15-22, DOI: 10.1109/ICMEL.2006. 1650890
    • (2006) Proc IEEE 25th Int. Conf. Microelectron., Belgrade, Serbia , pp. 15-22
    • Arora, V.K.1
  • 196
    • 0003132251 scopus 로고
    • Electrical Conduction Mechanism in Ultrathin Evaporated Metal Films
    • C. A. Neugebauer and M. B. Webb. Electrical conduction mechanism in ultrathin, evaporated metal films. J. Appl. Phys., vol. 33, no. 1, pp. 74-82, 1962
    • (1962) J. Appl. Phys , vol.33 , Issue.1 , pp. 74-82
    • Neugebauer, C.A.1    Webb, M.B.2
  • 197
    • 84911712194 scopus 로고
    • The failure of Ohm's law in gold and silver at high current densities
    • P. W. Bridgman. The failure of Ohm's law in gold and silver at high current densities. Proc. Amer. Acad. Arts. Sci., vol. 57, no. 6, pp. 131-172, 1922
    • (1922) Proc. Amer. Acad. Arts. Sci , vol.57 , Issue.6 , pp. 131-172
    • Bridgman, P.W.1
  • 198
    • 84962223951 scopus 로고
    • Ten Founding Fathers of Electrical Science
    • B. Dibner, Ten Founding Fathers of Electrical Science. Norwalk, CT, USA: Burndy Library, 1954, pp. 27-30
    • (1954) Norwalk, CT, USA: Burndy Library , pp. 27-30
    • Dibner, B.1
  • 199
    • 27644501890 scopus 로고
    • Vorlaufige anzeige der gesetzes nach welchem metalle die contact elektricitat leiten
    • G. S. Ohm. Vorlaufige anzeige Der gesetzes, nach welchem metalle die contact elektricitat leiten. Ann. Phys., vol. 4, pp. 79-88, 1825
    • (1825) Ann. Phys , vol.4 , pp. 79-88
    • Ohm, G.S.1
  • 200
    • 84946391339 scopus 로고
    • Versuch einer theorie der durch galvanische kräfte hervorgebrachten electroscopischen erscheinungen
    • G. S. Ohm. Versuch einer theorie Der durch galvanische kräfte hervorgebrachten electroscopischen erscheinungen. Ann. Phys., vol. 7, pp. 45-54, 117-118, 1827
    • (1827) Ann. Phys , vol.7 , Issue.117-118 , pp. 45-54
    • Ohm, G.S.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.