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Nello Cristianini

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2008
45EENello Cristianini, Elisa Ricci: Support Vector Machines. Encyclopedia of Algorithms 2008
2007
44EEPatricia Francis-Lyon, Nello Cristianini, Stephen R. Holbrook: Terminator Detection by Support Vector Machine Utilizing a Stochastic Context-Free Grammar. CIBCB 2007: 170-177
43EEElisa Ricci, Tijl De Bie, Nello Cristianini: Discriminative Sequence Labeling by Z-Score Optimization. ECML 2007: 274-285
42EEElisa Ricci, Tijl De Bie, Nello Cristianini: Learning to Align: A Statistical Approach. IDA 2007: 25-36
41EEArianna Gallo, Tijl De Bie, Nello Cristianini: MINI: Mining Informative Non-redundant Itemsets. PKDD 2007: 438-445
2006
40EETijl De Bie, Nello Cristianini, Jeffery P. Demuth, Matthew W. Hahn: CAFE: a computational tool for the study of gene family evolution. Bioinformatics 22(10): 1269-1271 (2006)
39EETijl De Bie, Nello Cristianini: Fast SDP Relaxations of Graph Cut Clustering, Transduction, and Other Combinatorial Problem. Journal of Machine Learning Research 7: 1409-1436 (2006)
2005
38EETijl De Bie, Patrick Monsieurs, Kristof Engelen, Bart De Moor, Nello Cristianini, Kathleen Marchal: Discovering Transcriptional Modules from Motif, Chip-Chip and Microarray Data. Pacific Symposium on Biocomputing 2005
37EEJohn Shawe-Taylor, Christopher K. I. Williams, Nello Cristianini, Jaz S. Kandola: On the eigenspectrum of the gram matrix and the generalization error of kernel-PCA. IEEE Transactions on Information Theory 51(7): 2510-2522 (2005)
2004
36EEGert R. G. Lanckriet, Minghua Deng, Nello Cristianini, Michael I. Jordan, William Stafford Noble: Kernel-Based Data Fusion and Its Application to Protein Function Prediction in Yeast. Pacific Symposium on Biocomputing 2004: 300-311
35EETijl De Bie, Nello Cristianini: Kernel Methods for Exploratory Pattern Analysis: A Demonstration on Text Data. SSPR/SPR 2004: 16-29
34EEGert R. G. Lanckriet, Tijl De Bie, Nello Cristianini, Michael I. Jordan, William Stafford Noble: A statistical framework for genomic data fusion. Bioinformatics 20(16): 2626-2635 (2004)
33EEGert R. G. Lanckriet, Nello Cristianini, Peter L. Bartlett, Laurent El Ghaoui, Michael I. Jordan: Learning the Kernel Matrix with Semidefinite Programming. Journal of Machine Learning Research 5: 27-72 (2004)
2003
32EETijl De Bie, Michinari Momma, Nello Cristianini: Efficiently Learning the Metric with Side-Information. ALT 2003: 175-189
31EENello Cristianini: Kernel Methods for Pattern Analysis. ICTAI 2003
30EETijl De Bie, Nello Cristianini: Convex Methods for Transduction. NIPS 2003
2002
29EEJohn Shawe-Taylor, Christopher K. I. Williams, Nello Cristianini, Jaz S. Kandola: On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum. ALT 2002: 23-40
28EEJohn Shawe-Taylor, Christopher K. I. Williams, Nello Cristianini, Jaz S. Kandola: On the Eigenspectrum of the Gram Matrix and Its Relationship to the Operator Eigenspectrum. Discovery Science 2002: 12
27 Gert R. G. Lanckriet, Nello Cristianini, Peter L. Bartlett, Laurent El Ghaoui, Michael I. Jordan: Learning the Kernel Matrix with Semi-Definite Programming. ICML 2002: 323-330
26EEAlexei Vinokourov, John Shawe-Taylor, Nello Cristianini: Inferring a Semantic Representation of Text via Cross-Language Correlation Analysis. NIPS 2002: 1473-1480
25EEJaz S. Kandola, John Shawe-Taylor, Nello Cristianini: Learning Semantic Similarity. NIPS 2002: 657-664
24 Nello Cristianini, Bernhard Schölkopf: Support Vector Machines and Kernel Methods: The New Generation of Learning Machines. AI Magazine 23(3): 31-42 (2002)
23 John Shawe-Taylor, Nello Cristianini: On the generalization of soft margin algorithms. IEEE Transactions on Information Theory 48(10): 2721-2735 (2002)
22 Nello Cristianini, John Shawe-Taylor, Huma Lodhi: Latent Semantic Kernels. J. Intell. Inf. Syst. 18(2-3): 127-152 (2002)
21EEHuma Lodhi, Craig Saunders, John Shawe-Taylor, Nello Cristianini, Christopher J. C. H. Watkins: Text Classification using String Kernels. Journal of Machine Learning Research 2: 419-444 (2002)
20 Nello Cristianini, Colin Campbell, Chris Burges: Editorial: Kernel Methods: Current Research and Future Directions. Machine Learning 46(1-3): 5-9 (2002)
2001
19 Thorsten Joachims, Nello Cristianini, John Shawe-Taylor: Composite Kernels for Hypertext Categorisation. ICML 2001: 250-257
18 Nello Cristianini, John Shawe-Taylor, Huma Lodhi: Latent Semantic Kernels. ICML 2001: 66-73
17EENello Cristianini, John Shawe-Taylor, André Elisseeff, Jaz S. Kandola: On Kernel-Target Alignment. NIPS 2001: 367-373
16EEJohn Shawe-Taylor, Nello Cristianini, Jaz S. Kandola: On the Concentration of Spectral Properties. NIPS 2001: 511-517
15EENello Cristianini, John Shawe-Taylor, Jaz S. Kandola: Spectral Kernel Methods for Clustering. NIPS 2001: 649-655
2000
14 Colin Campbell, Nello Cristianini, Alex J. Smola: Query Learning with Large Margin Classifiers. ICML 2000: 111-118
13 Huma Lodhi, John Shawe-Taylor, Nello Cristianini, Christopher J. C. H. Watkins: Text Classification using String Kernels. NIPS 2000: 563-569
12 Terrence S. Furey, Nello Cristianini, Nigel Duffy, David W. Bednarski, Michèl Schummer, David Haussler: Support vector machine classification and validation of cancer tissue samples using microarray expression data. Bioinformatics 16(10): 906-914 (2000)
11 Kristin P. Bennett, Nello Cristianini, John Shawe-Taylor, Donghui Wu: Enlarging the Margins in Perceptron Decision Trees. Machine Learning 41(3): 295-313 (2000)
1999
10EEJohn Shawe-Taylor, Nello Cristianini: Further Results on the Margin Distribution. COLT 1999: 278-285
9EENello Cristianini, Colin Campbell, John Shawe-Taylor: A multiplicative updating algorithm for training support vector machine. ESANN 1999: 189-194
8EEJohn Shawe-Taylor, Nello Cristianini: Margin Distribution Bounds on Generalization. EuroCOLT 1999: 263-273
7EEJohn Shawe-Taylor, Nello Cristianini: Generalization Performance of Classifiers in Terms of Observed Covering Numbers. EuroCOLT 1999: 274-284
6 Donghui Wu, Kristin P. Bennett, Nello Cristianini, John Shawe-Taylor: Large Margin Trees for Induction and Transduction. ICML 1999: 474-483
5EEJohn C. Platt, Nello Cristianini, John Shawe-Taylor: Large Margin DAGs for Multiclass Classification. NIPS 1999: 547-553
1998
4 Nello Cristianini, John Shawe-Taylor, Peter Sykacek: Bayesian Classifiers Are Large Margin Hyperplanes in a Hilbert Space. ICML 1998: 109-117
3 Thilo-Thomas Frieß, Nello Cristianini, Colin Campbell: The Kernel-Adatron Algorithm: A Fast and Simple Learning Procedure for Support Vector Machines. ICML 1998: 188-196
2EENello Cristianini, Colin Campbell, John Shawe-Taylor: Dynamically Adapting Kernels in Support Vector Machines. NIPS 1998: 204-210
1997
1 John Shawe-Taylor, Nello Cristianini: Data-Dependent Structural Risk Minimization for Perceptron Decision Trees. NIPS 1997

Coauthor Index

1Peter L. Bartlett [27] [33]
2David W. Bednarski [12]
3Kristin P. Bennett [6] [11]
4Tijl De Bie [30] [32] [34] [35] [38] [39] [40] [41] [42] [43]
5Christopher J. C. Burges (Chris Burges) [20]
6Colin Campbell [2] [3] [9] [14] [20]
7Jeffery P. Demuth [40]
8Minghua Deng [36]
9Nigel Duffy [12]
10André Elisseeff [17]
11Kristof Engelen [38]
12Patricia Francis-Lyon [44]
13Thilo-Thomas Frieß [3]
14Terrence S. Furey [12]
15Arianna Gallo [41]
16Laurent El Ghaoui [27] [33]
17Matthew W. Hahn [40]
18David Haussler [12]
19Stephen R. Holbrook [44]
20Thorsten Joachims [19]
21Michael I. Jordan [27] [33] [34] [36]
22Jaz S. Kandola [15] [16] [17] [25] [28] [29] [37]
23Gert R. G. Lanckriet [27] [33] [34] [36]
24Huma Lodhi [13] [18] [21] [22]
25Kathleen Marchal [38]
26Michinari Momma [32]
27Patrick Monsieurs [38]
28Bart De Moor [38]
29William Stafford Noble [34] [36]
30John C. Platt [5]
31Elisa Ricci [42] [43] [45]
32Craig Saunders [21]
33Bernhard Schölkopf [24]
34Michèl Schummer [12]
35John Shawe-Taylor [1] [2] [4] [5] [6] [7] [8] [9] [10] [11] [13] [15] [16] [17] [18] [19] [21] [22] [23] [25] [26] [28] [29] [37]
36Alexander J. Smola (Alex J. Smola) [14]
37Peter Sykacek [4]
38Alexei Vinokourov [26]
39Christopher J. C. H. Watkins [13] [21]
40Christopher K. I. Williams [28] [29] [37]
41Donghui Wu [6] [11]

Colors in the list of coauthors

Copyright © Sun May 17 03:24:02 2009 by Michael Ley (ley@uni-trier.de)