메뉴 건너뛰기




Volumn 7, Issue SUPPL.2, 2006, Pages

Support Vector Machine implementations for classification & clustering

Author keywords

[No Author keywords available]

Indexed keywords

BETTER PERFORMANCE; BINARY CLASSIFIERS; CLASSIFICATION AND CLUSTERING; CLUSTERING METHODS; DECISION-MAKING FUNCTION; MULTIPLE HYPERPLANES; OPTIMIZATION PROBLEMS; STRUCTURAL RISK MINIMIZATION;

EID: 33947301110     PISSN: None     EISSN: 14712105     Source Type: Journal    
DOI: 10.1186/1471-2105-7-S2-S4     Document Type: Article
Times cited : (49)

References (37)
  • 2
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges CJC: A tutorial on support vector machines for pattern recognition. Dow Min Knowl Discov 1998, 2:121-67.
    • (1998) Dow Min Knowl Discov , vol.2 , pp. 121-167
    • Burges, C.J.C.1
  • 4
    • 0003773721 scopus 로고    scopus 로고
    • Fast Training of Support Vector Machines using Sequential Minimal Optimization
    • In Edited by: Scholkopf B, Burges CJC, Smolo AJ. MIT Press, Cambridge, USA
    • Platt JC: Fast Training of Support Vector Machines using Sequential Minimal Optimization. In Advances in Kernel Methods - Support Vector Learning Volume Ch. 12. Edited by: Scholkopf B, Burges CJC, Smolo AJ. MIT Press, Cambridge, USA; 1998.
    • (1998) Advances in Kernel Methods - Support Vector Learning Volume Ch. 12
    • Platt, J.C.1
  • 5
    • 0031334889 scopus 로고    scopus 로고
    • An improved training algorithm for support vector machines
    • In Edited by: Principe J, Gile L, Morgan N, and Wilson E. IEEE, New York
    • Osuna E, Freund R, Girosi. F: An improved training algorithm for support vector machines. In Neural Networks for Signal Processing VII Edited by: Principe J, Gile L, Morgan N, and Wilson E. IEEE, New York, 1997:276-85.
    • (1997) Neural Networks for Signal Processing VII , pp. 276-285
    • Osuna, E.1    Freund, R.2    Girosi, F.3
  • 6
    • 0002714543 scopus 로고    scopus 로고
    • Making large-scale SVM. learning practical
    • In Edited by: Scholkopf B, Burges CJC, Smolo AJ. MIT Press, Cambridge, USA
    • Joachims T: Making large-scale SVM. learning practical. In Advances in Kernel Methods - Support Vector Learning Volume Ch. II. Edited by: Scholkopf B, Burges CJC, Smolo AJ. MIT Press, Cambridge, USA; 1998.
    • (1998) Advances in Kernel Methods - Support Vector Learning Volume Ch. II
    • Joachims, T.1
  • 7
    • 0010442827 scopus 로고    scopus 로고
    • On the Algorithmic Implementation of Multiclass Kernel-based Vector Machines
    • Crammer K, Singer Y: On the Algorithmic Implementation of Multiclass Kernel-based Vector Machines. Journal of Machine Learning Research 2001, 2:265-292.
    • (2001) Journal of Machine Learning Research , vol.2 , pp. 265-292
    • Crammer, K.1    Singer, Y.2
  • 8
    • 0036505670 scopus 로고    scopus 로고
    • A Comparison of Methods for Multi-class Support Vector Machines
    • Hsu CW, Lin CJ: A Comparison of Methods for Multi-class Support Vector Machines. IEEE Transactions on Neural Networks 2002, 13;:415-425.
    • (2002) IEEE Transactions on Neural Networks , vol.13 , pp. 415-425
    • Hsu, C.W.1    Lin, C.J.2
  • 9
    • 0038007185 scopus 로고    scopus 로고
    • Technical Report 1043, Department of Statistics University of Wisconsin, Madison, WI
    • Lee Y, Lin Y, Wahba G: Multicategory Support Vector Machines. Technical Report 1043, Department of Statistics 2001 [http://citeseer.ist.psu.edu/ leeOlmulticategory.html]. University of Wisconsin, Madison, WI
    • (2001) Multicategory Support Vector Machines
    • Lee, Y.1    Lin, Y.2    Wahba, G.3
  • 10
    • 0028465092 scopus 로고
    • Counting polymers moving through a single ion channel
    • Bezrukov SM, Vodyanoy I, Parsegian VA. Counting polymers moving through a single ion channel. Nature 1994, 370(6457):279-281.
    • (1994) Nature , vol.370 , Issue.6457 , pp. 279-281
    • Bezrukov, S.M.1    Vodyanoy, I.2    Parsegian, V.A.3
  • 11
    • 0030465241 scopus 로고    scopus 로고
    • Characterization of Individual Polynucleotide Molecules Using a Membrane Channel
    • Kasianowicz JJ, Brandin E, Branton D, Dearner DW: Characterization of Individual Polynucleotide Molecules Using a Membrane Channel. Proc Natl Acad Sci USA 1996, 93(24):13770-73.
    • (1996) Proc Natl Acad Sci USA , vol.93 , Issue.24 , pp. 13770-13773
    • Kasianowicz, J.J.1    Brandin, E.2    Branton, D.3    Dearner, D.W.4
  • 12
    • 0032762996 scopus 로고    scopus 로고
    • Microsecond Time-Scale Discrimination Among Polycytidylic Acid, Polyadenylic Acid, and Polyuridylic Acid as Homopolymers or as Segments Within Single RNA Molecules
    • Akeson M, Branton D, Kasianowicz JJ, Brandin E, Deamer DW: Microsecond Time-Scale Discrimination Among Polycytidylic Acid, Polyadenylic Acid, and Polyuridylic Acid as Homopolymers or as Segments Within Single RNA Molecules. Biophys J 1999, 77(6):3227-3233.
    • (1999) Biophys J , vol.77 , Issue.6 , pp. 3227-3233
    • Akeson, M.1    Branton, D.2    Kasianowicz, J.J.3    Brandin, E.4    Deamer, D.W.5
  • 13
    • 0034050876 scopus 로고    scopus 로고
    • Ion Channels as Molecular Coulter Counters to Probe Metabolite Transport
    • Bezrukov SM: Ion Channels as Molecular Coulter Counters to Probe Metabolite Transport. J Membr Biol 2000, 174:1-13.
    • (2000) J Membr Biol , vol.174 , pp. 1-13
    • Bezrukov, S.M.1
  • 15
    • 0035831563 scopus 로고    scopus 로고
    • Voltage-driven DNA translocations through a nanopore
    • Meller A, Nivon L, Branton D: Voltage-driven DNA translocations through a nanopore. Phys Rev Lett 2001, 86(15):3435-8.
    • (2001) Phys Rev Lett , vol.86 , Issue.15 , pp. 3435-3438
    • Meller, A.1    Nivon, L.2    Branton, D.3
  • 16
    • 0035107270 scopus 로고    scopus 로고
    • Rapid discrimination among individual DNA hairpin molecules at single-nucleotide resolution using an ion channel
    • Vercoutere W, Winters-Hilt S, Olsen H, Deamer DW, Haussler D, Akeson M: Rapid discrimination among individual DNA hairpin molecules at single-nucleotide resolution using an ion channel. Nat Biotechnol 2001, 19(3):248-252.
    • (2001) Nat Biotechnol , vol.19 , Issue.3 , pp. 248-252
    • Vercoutere, W.1    Winters-Hilt, S.2    Olsen, H.3    Deamer, D.W.4    Haussler, D.5    Akeson, M.6
  • 20
    • 8144223187 scopus 로고    scopus 로고
    • Nanopore cherminformatics
    • Winters-Hilt S, Akeson M: Nanopore cherminformatics. DNA Cell Biol 2004, 23(10):675-83.
    • (2004) DNA Cell Biol , vol.23 , Issue.10 , pp. 675-683
    • Winters-Hilt, S.1    Akeson, M.2
  • 21
    • 84856043672 scopus 로고
    • A mathematical theory of communication
    • 623-656
    • Shannon CE: A mathematical theory of communication. Bell Sys Tech Journal 1948, 27:379-423. 623-656
    • (1948) Bell Sys Tech Journal , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 22
    • 0003851540 scopus 로고
    • Mathematical foundations of information theory
    • Dover
    • Khinchine AI: Mathematical foundations of information theory. Dover 1957.
    • (1957)
    • Khinchine, A.I.1
  • 23
    • 0025898312 scopus 로고
    • Dualistic Geometry of the Manifold of Higher-Order Neurons
    • Amari S: Dualistic Geometry of the Manifold of Higher-Order Neurons. Neural Networks 1991, 4(4):443-451.
    • (1991) Neural Networks , vol.4 , Issue.4 , pp. 443-451
    • Amari, S.1
  • 24
    • 0029587111 scopus 로고
    • Information Geometry of the EM and em Algorithms for Neural Networks
    • Amari S: Information Geometry of the EM and em Algorithms for Neural Networks. Neural Networks 1995, 8(9):1379-1408.
    • (1995) Neural Networks , vol.8 , Issue.9 , pp. 1379-1408
    • Amari, S.1
  • 26
    • 84874661727 scopus 로고    scopus 로고
    • Paradoxes of Probability Theory 1997
    • Internet accessible book preprint
    • Jaynes E: Paradoxes of Probability Theory 1997. Internet accessible book preprint: http://omega.albany.edu:8008/JaynesBook.html
    • Jaynes, E.1
  • 27
    • 0003656494 scopus 로고
    • Entropy optimization principles with applications
    • Academic Press
    • Kapur JN, Kesavan HK: Entropy optimization principles with applications. Academic Press; 1992.
    • (1992)
    • Kapur, J.N.1    Kesavan, H.K.2
  • 32
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of online learning and an application to boosting
    • Freund Y, Schapire R: A decision-theoretic generalization of online learning and an application to boosting. Journal of Computer and System Sciences 1997, 55;:119-139.
    • (1997) Journal of Computer and System Sciences , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.2
  • 34
    • 0033281701 scopus 로고    scopus 로고
    • Improved Boosting Using Confiodence-Weighted Predictions
    • Schapire RE, Singer Y: Improved Boosting Using Confiodence-Weighted Predictions. Machine Learning 1999, 37(3):297-336.
    • (1999) Machine Learning , vol.37 , Issue.3 , pp. 297-336
    • Schapire, R.E.1    Singer, Y.2
  • 35
    • 0034733465 scopus 로고    scopus 로고
    • Utility of the wavelet transform to analyze the stationarity of single ionic channel recordings
    • Diserbo M, Masson P, Gourmelon P, Caterini R: Utility of the wavelet transform to analyze the stationarity of single ionic channel recordings. J Neurosci Methods 2000, 99(1-2):137-141.
    • (2000) J Neurosci Methods , vol.99 , Issue.1-2 , pp. 137-141
    • Diserbo, M.1    Masson, P.2    Gourmelon, P.3    Caterini, R.4
  • 36
    • 0003516147 scopus 로고    scopus 로고
    • Biological sequence analysis: Probabilistic models of proteins and nucleic acids
    • Cambridge, UK & New York: Cambridge University Press
    • Durbin R: Biological seqPence analysis: probabilistic models of proteins and nucleic acids. Cambridge, UK & New York: Cambridge University Press; 1998.
    • (1998)
    • Durbin, R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.