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Volumn 2018-January, Issue , 2017, Pages 546-555

High-performance geometric algorithms for sparse computation in big data analytics

Author keywords

Big data; computational geometry; similarity based machine learning; sparse computation; sparsification

Indexed keywords

BIG DATA; COMPUTATIONAL GEOMETRY; DATA ANALYTICS; LEARNING ALGORITHMS; NEAREST NEIGHBOR SEARCH;

EID: 85047800735     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/BigData.2017.8257970     Document Type: Conference Paper
Times cited : (3)

References (25)
  • 1
    • 77949873168 scopus 로고    scopus 로고
    • Polynomial time algorithms for ratio regions and a variant of normalized cut
    • D. S. Hochbaum, "Polynomial time algorithms for ratio regions and a variant of normalized cut," IEEE transactions on pattern analysis and machine intelligence, vol. 32, no. 5, pp. 889-898, 2010
    • (2010) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.32 , Issue.5 , pp. 889-898
    • Hochbaum, D.S.1
  • 2
    • 34249753618 scopus 로고
    • Support vector machine
    • C. Cortes and V. Vapnik, "Support vector machine," Machine learning, vol. 20, no. 3, pp. 273-297, 1995
    • (1995) Machine Learning , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 3
    • 85047785508 scopus 로고    scopus 로고
    • A comparative study of the leading machine learning techniques and two new optimization algorithms
    • P. Baumann, D. S. Hochbaum, and Y. T. Yang, "A comparative study of the leading machine learning techniques and two new optimization algorithms," UC Berkeley manuscript, 2017
    • (2017) UC Berkeley Manuscript
    • Baumann, P.1    Hochbaum, D.S.2    Yang, Y.T.3
  • 4
    • 1042292571 scopus 로고    scopus 로고
    • Graph-based clustering for finding distant relationships in a large set of protein sequences
    • H. Kawaji, Y. Takenaka, and H. Matsuda, "Graph-based clustering for finding distant relationships in a large set of protein sequences," Bioinformatics, vol. 20, no. 2, pp. 243-252, 2004
    • (2004) Bioinformatics , vol.20 , Issue.2 , pp. 243-252
    • Kawaji, H.1    Takenaka, Y.2    Matsuda, H.3
  • 5
    • 85019988368 scopus 로고    scopus 로고
    • Sparse computation for large-scale data mining
    • D. S. Hochbaum and P. Baumann, "Sparse computation for large-scale data mining," IEEE Transactions on Big Data, vol. 2, no. 2, pp. 151-174, 2016
    • (2016) IEEE Transactions on Big Data , vol.2 , Issue.2 , pp. 151-174
    • Hochbaum, D.S.1    Baumann, P.2
  • 8
    • 80053214357 scopus 로고    scopus 로고
    • Spectral sparsification of graphs
    • D. A. Spielman and S.-H. Teng, "Spectral sparsification of graphs," SIAM Journal on Computing, vol. 40, no. 4, pp. 981-1025, 2011
    • (2011) SIAM Journal on Computing , vol.40 , Issue.4 , pp. 981-1025
    • Spielman, D.A.1    Teng, S.-H.2
  • 13
    • 0016557674 scopus 로고
    • Multidimensional binary search trees used for associative searching
    • ACM
    • J. L. Bentley, "Multidimensional binary search trees used for associative searching," Communications of the ACM, vol. 18, no. 9, pp. 509-517, 1975
    • (1975) Communications of the , vol.18 , Issue.9 , pp. 509-517
    • Bentley, J.L.1
  • 14
    • 79951580710 scopus 로고    scopus 로고
    • All-nearest-neighbors finding based on the hilbert curve
    • H.-L. Chen and Y.-I. Chang, "All-nearest-neighbors finding based on the hilbert curve," Expert Systems with Applications, vol. 38, no. 6, pp. 7462-7475, 2011
    • (2011) Expert Systems with Applications , vol.38 , Issue.6 , pp. 7462-7475
    • Chen, H.-L.1    Chang, Y.-I.2
  • 19
    • 21844440579 scopus 로고    scopus 로고
    • Core vector machines: Fast SVM training on very large data sets
    • Apr
    • I. W. Tsang, J. T. Kwok, and P.-M. Cheung, "Core vector machines: Fast svm training on very large data sets," Journal of Machine Learning Research, vol. 6, no. Apr, pp. 363-392, 2005
    • (2005) Journal of Machine Learning Research , vol.6 , pp. 363-392
    • Tsang, I.W.1    Kwok, J.T.2    Cheung, P.-M.3
  • 20
    • 85047816851 scopus 로고    scopus 로고
    • accessed: August 5, 2017
    • "The neurofinder challenge," 2017, accessed: August 5, 2017. [Online]. Available: http://neurofinder.codeneuro.org
    • (2017) The Neurofinder Challenge
  • 21
    • 85156137079 scopus 로고    scopus 로고
    • Scaling up the accuracy of naive-bayes classifiers: A decision-tree hybrid
    • R. Kohavi, "Scaling up the accuracy of naive-bayes classifiers: A decision-tree hybrid." in KDD, vol. 96, 1996, pp. 202-207
    • (1996) KDD , vol.96 , pp. 202-207
    • Kohavi, R.1
  • 22
    • 0033400675 scopus 로고    scopus 로고
    • Comparative accuracies of artificial neural networks and discriminant analysis in predicting forest cover types from cartographic variables
    • J. A. Blackard and D. J. Dean, "Comparative accuracies of artificial neural networks and discriminant analysis in predicting forest cover types from cartographic variables," Computers and electronics in agriculture, vol. 24, no. 3, pp. 131-151, 1999
    • (1999) Computers and Electronics in Agriculture , vol.24 , Issue.3 , pp. 131-151
    • Blackard, J.A.1    Dean, D.J.2
  • 23
    • 0026120634 scopus 로고
    • Letter recognition using hollandstyle adaptive classifiers
    • P. W. Frey and D. J. Slate, "Letter recognition using hollandstyle adaptive classifiers," Machine learning, vol. 6, no. 2, pp. 161-182, 1991
    • (1991) Machine Learning , vol.6 , Issue.2 , pp. 161-182
    • Frey, P.W.1    Slate, D.J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.