Gert Lanckriet
Gert Lanckriet
Professor, UCSD
Verified email at eng.ucsd.edu
TitleCited byYear
Learning the kernel matrix with semidefinite programming
GRG Lanckriet, N Cristianini, P Bartlett, LE Ghaoui, MI Jordan
Journal of Machine learning research 5 (Jan), 27-72, 2004
26302004
Multiple kernel learning, conic duality, and the SMO algorithm
FR Bach, GRG Lanckriet, MI Jordan
Proceedings of the twenty-first international conference on Machine learning, 6, 2004
16692004
A direct formulation for sparse PCA using semidefinite programming
A d'Aspremont, LE Ghaoui, MI Jordan, GR Lanckriet
Advances in neural information processing systems, 41-48, 2005
8272005
A statistical framework for genomic data fusion
GRG Lanckriet, T De Bie, N Cristianini, MI Jordan, WS Noble
Bioinformatics 20 (16), 2626-2635, 2004
7212004
A new approach to cross-modal multimedia retrieval
N Rasiwasia, J Costa Pereira, E Coviello, G Doyle, GRG Lanckriet, ...
Proceedings of the 18th ACM international conference on Multimedia, 251-260, 2010
7172010
Financial time series prediction using least squares support vector machines within the evidence framework
T Van Gestel, JAK Suykens, DE Baestaens, A Lambrechts, G Lanckriet, ...
IEEE Transactions on neural networks 12 (4), 809-821, 2001
6282001
A robust minimax approach to classification
GRG Lanckriet, LE Ghaoui, C Bhattacharyya, MI Jordan
Journal of Machine Learning Research 3 (Dec), 555-582, 2002
4592002
Semantic annotation and retrieval of music and sound effects
D Turnbull, L Barrington, D Torres, G Lanckriet
IEEE Transactions on Audio, Speech, and Language Processing 16 (2), 467-476, 2008
4582008
Kernel-based data fusion and its application to protein function prediction in yeast
GRG Lanckriet, M Deng, N Cristianini, MI Jordan, WS Noble
Biocomputing 2004, 300-311, 2003
3632003
Bayesian framework for least-squares support vector machine classifiers, Gaussian processes, and kernel Fisher discriminant analysis
TV Gestel, JAK Suykens, G Lanckriet, A Lambrechts, BD Moor, ...
Neural computation 14 (5), 1115-1147, 2002
3372002
Hilbert space embeddings and metrics on probability measures
BK Sriperumbudur, A Gretton, K Fukumizu, B Schölkopf, GRG Lanckriet
Journal of Machine Learning Research 11 (Apr), 1517-1561, 2010
3202010
Metric learning to rank
B McFee, GR Lanckriet
Proceedings of the 27th International Conference on Machine Learning (ICML …, 2010
3022010
On the convergence of the concave-convex procedure
GR Lanckriet, BK Sriperumbudur
Advances in neural information processing systems, 1759-1767, 2009
2842009
A critical assessment of Mus musculus gene function prediction using integrated genomic evidence
L Peña-Castillo, M Tasan, CL Myers, H Lee, T Joshi, C Zhang, Y Guan, ...
Genome biology 9 (1), S2, 2008
2432008
On the role of correlation and abstraction in cross-modal multimedia retrieval
JC Pereira, E Coviello, G Doyle, N Rasiwasia, GRG Lanckriet, R Levy, ...
IEEE transactions on pattern analysis and machine intelligence 36 (3), 521-535, 2014
2242014
Towards musical query-by-semantic-description using the cal500 data set
D Turnbull, L Barrington, D Torres, G Lanckriet
Proceedings of the 30th annual international ACM SIGIR conference on …, 2007
1652007
Non-linear metric learning
D Kedem, S Tyree, F Sha, GR Lanckriet, KQ Weinberger
Advances in Neural Information Processing Systems, 2573-2581, 2012
1592012
The million song dataset challenge
B McFee, T Bertin-Mahieux, DPW Ellis, GRG Lanckriet
Proceedings of the 21st International Conference on World Wide Web, 909-916, 2012
1412012
Five Approaches to Collecting Tags for Music.
D Turnbull, L Barrington, GRG Lanckriet
ISMIR 8, 225-230, 2008
1382008
A Game-Based Approach for Collecting Semantic Annotations of Music.
D Turnbull, R Liu, L Barrington, GRG Lanckriet
ISMIR 7, 535-538, 2007
1352007
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