SPECIAL TOPICS
Research front maps are diagrammatic representations of the core papers
comprising each front. They are selected from the current Research Front set
that are relevant to the featured special topic. The title for this Research
Front Map is "MACHINE LEARNING AND FACE RECOGNITION," containing 36
core papers. Source dates: 1998-December 31, 2008 (sixth bimonthly period 2008).
Each circle represents a highly cited paper whose bibliographic information
is displayed when the user clicks on the circle. The solid lines between circles
represent the strongest co-citation links for each paper (that is, indicating
that the papers are frequently cited together); weaker links are indicated by
dashed lines. Papers close to each other on the map are generally more highly
co-cited. The most recent paper(s) are indicated in pink. Annotations may have
been added to this map which represent the main research themes. These appear as
labels attached to specific regions on the maps.
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Core Papers
Label: Belkin-2003
Title: Laplacian eigenmaps for dimensionality reduction and data representation
Journal: NEURAL COMPUT, 15 (6): 1373-1396 JUN 2003
Citations: 165
Authors: Belkin, M;Niyogi, P
Addresses:
Univ Chicago, Dept Math, Chicago, IL 60637 USA
Univ Chicago, Dept Math, Chicago, IL 60637 USA
Univ Chicago, Dept Comp Sci & Stat, Chicago, IL 60637 USA
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Label: He-2005
Title: Face recognition using Laplacianfaces
Journal: IEEE TRANS PATT ANAL MACH INT, 27 (3): 328-340 MAR 2005
Citations: 110
Authors: He, XF;Yan, SC;Hu, YX;Niyogi, P;Zhang, HJ
Addresses:
Univ Chicago, Dept Comp Sci, 1100 E 58th St, Chicago, IL 60637 USA
Univ Chicago, Dept Comp Sci, Chicago, IL 60637 USA
Beijing Univ, Sch Math Sci, Dept Appl Math, Beijing 100871, Peoples R China
Microsoft Res Asia, Beijing 100080, Peoples R China
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Label: Lu-2003
Title: Face recognition using kernel direct discriminant analysis algorithms
Journal: IEEE TRANS NEURAL NETWORKS, 14 (1): 117-126 JAN 2003
Citations: 85
Authors: Lu, JW;Plataniotis, KN;Venetsanopoulos, AN
Addresses:
Univ Toronto, Multimedia Lab, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
Univ Toronto, Multimedia Lab, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
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Label: Yang-2005
Title: KPCA plus LDA: A complete kernel fisher discriminant framework for feature extraction and recognition
Journal: IEEE TRANS PATT ANAL MACH INT, 27 (2): 230-244 FEB 2005
Citations: 73
Authors: Yang, J;Frangi, AF;Yang, JY;Zhang, D;Jin, Z
Addresses:
Nanjing Univ Sci & Technol, Dept Comp Sci, Nanjing 210094, Peoples R China
Nanjing Univ Sci & Technol, Dept Comp Sci, Nanjing 210094, Peoples R China
Pompeu Fabra Univ, Dept Technol, Computat Imaging Lab, E-08003 Barcelona, Spain
Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China
Univ Autonoma Barcelona, Ctr Comp Vis, E-08193 Barcelona, Spain
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Label: Lanckriet-2004
Title: Learning the kernel matrix with semidefinite programming
Journal: J MACH LEARN RES, 5: 27-72 JAN 2004
Citations: 70
Authors: Lanckriet, GRG;Cristianini, N;Bartlett, P;El Ghaoui, L;Jordan, MI
Addresses:
Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
Univ Calif Davis, Dept Stat, Davis, CA 95616 USA
Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
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Label: Donoho-2003
Title: Hessian eigenmaps: Locally linear embedding techniques for high-dimensional data
Journal: PROC NAT ACAD SCI USA, 100 (10): 5591-5596 MAY 13 2003
Citations: 69
Authors: Donoho, DL;Grimes, C
Addresses:
Stanford Univ, Dept Stat, Room 128,Sequoia Hall, Stanford, CA 94305 USA
Stanford Univ, Dept Stat, Stanford, CA 94305 USA
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Label: Sim-2003
Title: The CMU pose, illumination, and expression database
Journal: IEEE TRANS PATT ANAL MACH INT, 25 (12): 1615-1618 DEC 2003
Citations: 68
Authors: Sim, T;Baker, S;Bsat, M
Addresses:
Natl Univ Singapore, Dept Comp Sci, 3 Sci Dr 2, Singapore 117543, Singapore
Natl Univ Singapore, Dept Comp Sci, Singapore 117543, Singapore
Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
Carnegie Mellon Univ, Dept Phys, Pittsburgh, PA 15213 USA
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Label: Lu-2003
Title: Face recognition using LDA-based algorithms
Journal: IEEE TRANS NEURAL NETWORKS, 14 (1): 195-200 JAN 2003
Citations: 64
Authors: Lu, JW;Plataniotis, KN;Venetsanopoulos, AN
Addresses:
Univ Toronto, Multimedia Lab, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
Univ Toronto, Multimedia Lab, Edward S Rogers Sr Dept Elect & Comp Engn, Toronto, ON M5S 3G4, Canada
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Label: Cevikalp-2005
Title: Discriminative common vectors for face recognition
Journal: IEEE TRANS PATT ANAL MACH INT, 27 (1): 4-13 JAN 2005
Citations: 51
Authors: Cevikalp, H;Neamtu, M;Wilkes, M;Barkana, A
Addresses:
Vanderbilt Univ, Dept Elect Engn & Comp Sci, Box 131,Stn B, Nashville, TN 37235 USA
Vanderbilt Univ, Dept Elect Engn & Comp Sci, Nashville, TN 37235 USA
Vanderbilt Univ, Dept Math, Ctr Construct Approximat, Stevenson Ctr 1326, Nashville, TN 37240 USA
Osmangazi Univ, Dept Elect & Elect Engn, TR-26480 Eskisehir, Turkey
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Label: Lanckriet-2004
Title: A statistical framework for genomic data fusion
Journal: BIOINFORMATICS, 20 (16): 2626-2635 NOV 1 2004
Citations: 42
Authors: Lanckriet, GRG;De Bie, T;Cristianini, N;Jordan, MI;Noble, WS
Addresses:
Univ Washington, Hlth Sci Ctr, Dept Genome Sci, Box 357730,1705 NE Pacific St, Seattle, WA 98195 USA
Univ Washington, Hlth Sci Ctr, Dept Genome Sci, Seattle, WA 98195 USA
Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Stat, Div Comp Sci, Berkeley, CA 94720 USA
Katholieke Univ Leuven, ESAT SCD, Dept Elect Engn, B-3001 Louvain, Belgium
Univ Calif Davis, Dept Stat, Davis, CA 95618 USA
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Label: Tao-2007
Title: General tensor discriminant analysis and Gabor features for gait recognition
Journal: IEEE TRANS PATT ANAL MACH INT, 29 (10): 1700-1715 OCT 2007
Citations: 40
Authors: Tao, D;Li, X;Wu, XD;Maybank, SJ
Addresses:
Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China
Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China
Univ London, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
Univ Vermont, Dept Comp Sci, Burlington, VT 05405 USA
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Label: Howland-2004
Title: Generalizing discriminant analysis using the generalized singular value decomposition
Journal: IEEE TRANS PATT ANAL MACH INT, 26 (8): 995-1006 AUG 2004
Citations: 34
Authors: Howland, P;Park, H
Addresses:
Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
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Label: Ye-2004
Title: An optimization criterion for generalized discriminant analysis on undersampled problems
Journal: IEEE TRANS PATT ANAL MACH INT, 26 (8): 982-994 AUG 2004
Citations: 34
Authors: Ye, JP;Janardan, R;Park, CH;Park, H
Addresses:
Univ Minnesota Twin Cities, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
Univ Minnesota Twin Cities, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
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Label: Xiong-2005
Title: Optimizing the kernel in the empirical feature space
Journal: IEEE TRANS NEURAL NETWORKS, 16 (2): 460-474 MAR 2005
Citations: 32
Authors: Xiong, HL;Swamy, MNS;Ahmad, MO
Addresses:
Concordia Univ, Dept Elect & Comp Engn, Ctr Commun & Signal Proc, Montreal, PQ H3G 1M8, Canada
Concordia Univ, Dept Elect & Comp Engn, Ctr Commun & Signal Proc, Montreal, PQ H3G 1M8, Canada
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Label: Zhang-2004
Title: Principal manifolds and nonlinear dimensionality reduction via tangent space alignment
Journal: SIAM J SCI COMPUT, 26 (1): 313-338 2004
Citations: 29
Authors: Zhang, ZY;Zha, HY
Addresses:
Zhejiang Univ, Dept Math, Yuquan Campus, Hangzhou 310027, Peoples R China
Zhejiang Univ, Dept Math, Hangzhou 310027, Peoples R China
Penn State Univ, Dept Comp Sci & Engn, University Pk, PA 16802 USA
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Label: Howland-2003
Title: Structure preserving dimension reduction for clustered text data based on the generalized singular value decomposition
Journal: SIAM J MATRIX ANAL APPLICAT, 25 (1): 165-179 2003
Citations: 28
Authors: Howland, P;Jeon, M;Park, H
Addresses:
Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
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Label: Kim-2005
Title: Locally linear discriminant analysis for multimodally distributed classes for face recognition with a single model image
Journal: IEEE TRANS PATT ANAL MACH INT, 27 (3): 318-327 MAR 2005
Citations: 28
Authors: Kim, TK;Kittler, J
Addresses:
Samsung Adv Inst Technol, Comp Lab, San 14-1, Yongin 449712, Kyungki Do, South Korea
Samsung Adv Inst Technol, Comp Lab, Yongin 449712, Kyungki Do, South Korea
Univ Surrey, Ctr Vis Speech & Signal Proc, Surrey GU2 7XH, England
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Label: Lu-2005
Title: Regularization studies of linear discriminant analysis in small sample size scenarios with application to face recognition
Journal: PATTERN RECOGNITION LETT, 26 (2): 181-191 JAN 15 2005
Citations: 28
Authors: Lu, JW;Plataniotis, KN;Venetsanopoulos, AN
Addresses:
Univ Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Bell Canada Multimedia Lab, Toronto, ON M5S 3G4, Canada
Univ Toronto, Edward S Rogers Sr Dept Elect & Comp Engn, Bell Canada Multimedia Lab, Toronto, ON M5S 3G4, Canada
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Label: Tao-2006
Title: Asymmetric bagging and random subspace for support vector machines-based relevance feedback in image retrieval
Journal: IEEE TRANS PATT ANAL MACH INT, 28 (7): 1088-1099 JUL 2006
Citations: 27
Authors: Tao, DC;Tang, X;Li, XL;Wu, XD
Addresses:
Univ London Birkbeck Coll, Sch Comp Sci & Informat Syst, Malet St, London WC1E 7HX, England
Univ London Birkbeck Coll, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
Chinese Univ Hong Kong, Dept Informat Engn, Shatin, Hong Kong, Peoples R China
Univ Vermont, Dept Comp Sci, Burlington, VT 05405 USA
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Label: Yan-2007
Title: Graph embedding and extensions: A general framework for dimensionality reduction
Journal: IEEE TRANS PATT ANAL MACH INT, 29 (1): 40-51 JAN 2007
Citations: 27
Authors: Yan, SC;Xu, D;Zhang, BY;Zhang, HJ;Yang, Q;Lin, S
Addresses:
Univ Illinois, Beckman Inst, 405 N Mathews Ave, Urbana, IL 61801 USA
Univ Illinois, Beckman Inst, Urbana, IL 61801 USA
Columbia Univ, Dept Elect Engn, New York, NY 10027 USA
Microsoft Res Asia, Beijing 100080, Peoples R China
Hong Kong Univ Sci & Technol, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
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Label: Ye-2005
Title: A two-stage linear discriminant analysis via QR-decomposition
Journal: IEEE TRANS PATT ANAL MACH INT, 27 (6): 929-941 JUN 2005
Citations: 25
Authors: Ye, JP;Li, Q
Addresses:
Univ Minnesota Twin Cities, Dept Comp Sci & Engn, 4-192 EE CSCI Bldg,200 Union St SE, Minneapolis, MN 55455 USA
Univ Minnesota Twin Cities, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
Univ Delaware, Dept Comp & Informat Sci, Newark, DE 19716 USA
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Label: Tao-2006
Title: Direct kernel biased discriminant analysis: A new content-based image retrieval relevance feedback algorithm
Journal: IEEE TRANS MULTIMEDIA, 8 (4): 716-727 AUG 2006
Citations: 22
Authors: Tao, DC;Tang, XO;Li, XL;Rui, Y
Addresses:
Univ London, Birkbeck, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
Univ London, Birkbeck, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
Chinese Univ Hong Kong, Dept Informat Engn, Shatin, Hong Kong, Peoples R China
Microsoft Corp, Res, Redmond, WA 98052 USA
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Label: Ye-2005
Title: Characterization of a family of algorithms for generalized discriminant analysis on undersampled problems
Journal: J MACH LEARN RES, 6: 483-502 APR 2005
Citations: 20
Authors: Ye, JP
Addresses:
Univ Minnesota, Dept Comp Sci, Minneapolis, MN 55455 USA
Univ Minnesota, Dept Comp Sci, Minneapolis, MN 55455 USA
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Label: Coifman-2006
Title: Diffusion maps
Journal: APPL COMPUT HARMONIC ANAL, 21 (1): 5-30 JUL 2006
Citations: 17
Authors: Coifman, RR;Lafon, S
Addresses:
Yale Univ, Dept Math, New Haven, CT 06520 USA
Yale Univ, Dept Math, New Haven, CT 06520 USA
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Label: Coifman-2005
Title: Geometric diffusions as a tool for harmonic analysis and structure definition of data: Multiscale methods
Journal: PROC NAT ACAD SCI USA, 102 (21): 7432-7437 MAY 24 2005
Citations: 17
Authors: Coifman, RR;Lafon, S;Lee, AB;Maggioni, M;Nadler, B;Warner, F;Zucker, SW
Addresses:
Yale Univ, Dept Mat, Program Appl Math, 10 Hillhouse Ave, New Haven, CT 06510 USA
Yale Univ, Dept Mat, Program Appl Math, New Haven, CT 06510 USA
Yale Univ, Dept Comp Sci, New Haven, CT 06510 USA
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Label: Tao-2007
Title: Negative samples analysis in relevance feedback
Journal: IEEE TRANS KNOWL DATA ENG, 19 (4): 568-580 APR 2007
Citations: 17
Authors: Tao, DC;Li, XL;Maybank, SJ
Addresses:
Univ London Birkbeck Coll, Sch Comp Sci & Informat Syst, Malet St, London WC1E 7HX, England
Univ London Birkbeck Coll, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
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Label: Li-2006
Title: Efficient and robust feature extraction by maximum margin criterion
Journal: IEEE TRANS NEURAL NETWORKS, 17 (1): 157-165 JAN 2006
Citations: 16
Authors: Li, HF;Jiang, T;Zhang, KS
Addresses:
Univ Calif Riverside, Dept Comp Sci & Engn, Riverside, CA 92521 USA
Univ Calif Riverside, Dept Comp Sci & Engn, Riverside, CA 92521 USA
Motorola Inc, Human Interact Res Lab, Tempe, AZ 85282 USA
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Label: Sonnenburg-2006
Title: Large scale multiple kernel learning
Journal: J MACH LEARN RES, 7: 1531-1565 JUL 2006
Citations: 16
Authors: Sonnenburg, S;Ratsch, G;Schafer, C;Scholkopf, B
Addresses:
Fraunhofer FIRST IDA, Kekulestr 7, D-12489 Berlin, Germany
Fraunhofer FIRST IDA, D-12489 Berlin, Germany
Max Planck Soc, Friedrich Miescher Lab, Tubingen, Germany
Max Planck Inst Biol Cybernet, D-72076 Tubingen, Germany
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Label: Ye-2004
Title: Using uncorrelated discriminant analysis for tissue classification with gene expression data
Journal: IEEE-ACM TRANS COMPUT BIOL BI, 1 (4): 181-190 OCT-DEC 2004
Citations: 16
Authors: Ye, JP;Li, T;Xiong, T;Janardan, R
Addresses:
Univ Minnesota, Dept Comp Sci & Engn, Twin Cities 4-192 EE CSci Bldg,200 Union St SE, Minneapolis, MN 55455 USA
Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
Florida Int Univ, Sch Comp Sci, Miami, FL 33199 USA
Univ Minnesota, Dept Elect & Comp Engn, Minneapolis, MN 55455 USA
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Label: Nadler-2006
Title: Diffusion maps, spectral clustering and reaction coordinates of dynamical systems
Journal: APPL COMPUT HARMONIC ANAL, 21 (1): 113-127 JUL 2006
Citations: 14
Authors: Nadler, B;Lafon, S;Coifman, RR;Kevrekidis, IG
Addresses:
Weizmann Inst Sci, IL-76100 Rehovot, Israel
Yale Univ, Dept Math, New Haven, CT 06520 USA
Princeton Univ, Princeton, NJ 08544 USA
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Label: Tao-2007
Title: Supervised tensor learning
Journal: KNOWL INF SYST, 13 (1): 1-42 SEP 2007
Citations: 14
Authors: Tao, DC;Li, XL;Wu, XD;Hu, WM;Maybank, SJ
Addresses:
Univ London, Sch Comp Sci & Informat Syst, London, England
Univ London, Sch Comp Sci & Informat Syst, London, England
Univ Vermont, Dept Comp Sci, Burlington, VT USA
Chinese Acad Sci, Inst Automat, Natl Lab Pattern Regnit, Beijing, Peoples R China
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Label: Tao-2008
Title: Which components are important for interactive image searching?
Journal: IEEE TRANS CIRC SYST VIDEO T, 18 (1): 3-11 JAN 2008
Citations: 14
Authors: Tao, DC;Tang, XO;Li, XL
Addresses:
Hong Kong Polytech Univ, Dept Comp, Biomet Res Ctr, Kowloon, Hong Kong, Peoples R China
Hong Kong Polytech Univ, Dept Comp, Biomet Res Ctr, Kowloon, Hong Kong, Peoples R China
Microsoft Res Asia, Visual Comp Grp, Beijing 100080, Peoples R China
Univ London Birkbeck Coll, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
Chinese Univ Hong Kong, Dept Informat Engn, Shatin, Peoples R China
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Label: Micchelli-2005
Title: Learning the kernel function via regularization
Journal: J MACH LEARN RES, 6: 1099-1125 JUL 2005
Citations: 13
Authors: Micchelli, CA;Pontil, M
Addresses:
SUNY Albany, Dept Math & Stat, 1400 Washington Ave, Albany, NY 12222 USA
SUNY Albany, Dept Math & Stat, Albany, NY 12222 USA
Univ Coll London, Dept Comp Sci, London WC1E, England
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Label: Li-2008
Title: Discriminant locally linear embedding with high-order tensor data
Journal: IEEE TRANS SYST MAN CYBERN B, 38 (2): 342-352 APR 2008
Citations: 9
Authors: Li, XL;Lin, S;Yan, SC;Xu, D
Addresses:
Univ London, Birkbeck Coll, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
Univ London, Birkbeck Coll, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
Microsoft Res Asia, Beijing 100080, Peoples R China
Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore
Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore
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Label: Sonnenburg-2007
Title: Accurate splice site prediction using support vector machines
Journal: BMC BIOINFORMATICS, 8: art. no.-S7 Suppl. 10 2007
Citations: 6
Authors: Sonnenburg, S;Schweikert, G;Philips, P;Behr, J;Ratsch, G
Addresses:
Max Planck Soc, Friedrich Miescher Lab, Spemannstr 39, D-72076 Tubingen, Germany
Max Planck Soc, Friedrich Miescher Lab, D-72076 Tubingen, Germany
Fraunhofer Inst FIRST, D-12489 Berlin, Germany
Max Planck Inst Biol Cybernet, D-72076 Tubingen, Germany
Max Planck Inst Dev Biol, D-72076 Tubingen, Germany
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Label: Fu-2008
Title: Image classification using correlation tensor analysis
Journal: IEEE TRANS IMAGE PROCESSING, 17 (2): 226-234 FEB 2008
Citations: 4
Authors: Fu, Y;Huang, TS
Addresses:
Univ Illinois, Beckman Inst Adv Sci & Technol, Urbana, IL 61801 USA
Univ Illinois, Beckman Inst Adv Sci & Technol, Urbana, IL 61801 USA
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KEYWORDS: FACE RECOGNITION
USING KERNEL DIRECT DISCRIMINANT ANALYSIS ALGORITHMS; DIRECT KERNEL BIASED
DISCRIMINANT ANALYSIS; LOCALLY LINEAR DISCRIMINANT ANALYSIS; USING UNCORRELATED
DISCRIMINANT ANALYSIS; GENERALIZING DISCRIMINANT ANALYSIS USING.
[FRONT NUMBER: 6036 (2002-2008_6) (COM: ST: FACE RECOGNITION) (COM/ENG)]
Special Topics : Face Recognition : MACHINE LEARNING AND FACE RECOGNITION - Face Recognition
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