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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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)]