PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Claudio Gentile

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Number of EPrints submitted by this user: 24

Worst-case analysis of selective sampling for linear-threshold algorithms
Nicolò Cesa-Bianchi, Claudio Gentile and Luca Zaniboni
Journal of Machine Learning Research Volume 7, pp. 1205-1230, 2006.

Easy learning theory for highly scalable learning algorithms (tutorial)
Claudio Gentile
In: The 22nd International Conference on Machine Learning (ICML 2005), 7-11 August, 2005, Bonn, Germany.

Adaptive and non-adaptive perceptron-like algorithms for selective sampling tasks
Claudio Gentile
Foundations of Active Learning workshop at NIPS 2005 2005.

On higher-order perceptron algorithms
Claudio Gentile, Cristian Brotto and Fabio Vitale
In: NIPS 2007, 3-6 Dec 2007, Vancouver, Canada.

Linear algorithms for online multitask classification.
Giovanni Cavallanti, Nicolo' Cesa-Bianchi and Claudio Gentile
Proc. 21st Conference on Learning Theory (COLT'08) 2008.

Linear classification and selective sampling under low noise conditions.
Giovanni Cavallanti, Nicolo' Cesa-Bianchi and Claudio Gentile
Proc. of the 22nd conference on Neural Information processing Systems (NIPS 2008) 2008.

Online graph prediction with random trees
Nicolo' Cesa-Bianchi, Claudio Gentile and Fabio Vitale
In: Learning with Data-dependent Concept Spaces (NIPS 2008 Workshop).(2008).

Linear algorithms for online multitask classification
Giovanni Cavallanti, Nicolo' Cesa-Bianchi and Claudio Gentile
In: Proc. of the 21st Conference on Learning Theory (COLT'08), Helsinki, Finland(2008).

Linear classification and selective sampling under low noise conditions
Giovanni Cavallanti, Nicolo' Cesa-Bianchi and Claudio Gentile
In: Proc. of the 22nd conference on Neural Information processing Systems (NIPS 2008), Vancouver, Canada(2008).

Online graph prediction with random trees
Nicolo' Cesa-Bianchi, Claudio Gentile and Fabio Vitale
In: Learning with Data-dependent Concept Spaces (NIPS 2008 Workshop), Whistler, Canada(2008).

Robust bounds for classification via selective sampling
Nicolò Cesa-Bianchi, Claudio Gentile and Francesco Orabona
In: ICML 2009, 14-18 June 2009, Montreal, Canada.

Fast and optimal prediction of a labeled tree
Nicolò Cesa-Bianchi, Claudio Gentile and Fabio Vitale
In: Colt 2010, 18-21 June 2009, Montreal, Canada.

Robust Selective Sampling from Single and Multiple Teachers
Ofer Dekel, Claudio Gentile and Karthik Sridharan
(2010) Technical Report. MIT Press.

Active learning on trees and graphs
Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale and Giovanni Zappella
In: Colt 2010, Haifa, Israel(2010).

Random spanning trees and the prediction of weighted graphs
Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale and Giovanni Zappella
In: ICML 2010, June 2010, Haifa, Israel.

Active Learning on Graphs via Spanning Trees
Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale and Giovanni Zappella
In: NIPS 2010 Workshop on Networks Across Disciplines: Theory and Applications, December 2010, Whistler, Canada.

Multiclass classification with bandit feedback using adaptive regularization
Koby Crammer and Claudio Gentile
In: ICML 2011, June 28th - Jul 2nd 2011, Bellevue, USA.

See the tree through the lines: the Shazoo algorithm
Fabio Vitale, Nicolò Cesa-Bianchi, Claudio Gentile and Giovanni Zappella
In: Nips 2011, Dec 12th - Dec 17th, 2011, Granada, Spain.

Beyond logarithmic bounds in online learning
Francesco Orabona, Nicolò Cesa-Bianchi and Claudio Gentile
In: Fifteenth International Conference on Artificial Intelligence and Statistics, April 21-23, 2012, La Palma, Canary Islands.

A correlation clustering approach to link classification in signed networks
Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale and Giovanni Zappella
In: Colt 2012, Edinburgh, UK(2012).

A linear time active learning algorithm for link classification
Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale and Giovanni Zappella
In: Nips 2012, Lake Tahoe, Nevada, USA(2012).

Random spanning trees and the prediction of weighted graphs
Nicolò Cesa-Bianchi, Claudio Gentile, Fabio Vitale and Giovanni Zappella
Journal of Machine Learning Research 2013.

On multilabel classification and ranking with partial feedback
Claudio Gentile and Francesco Orabona
In: Nips 2012, Lake Tahoe, Nevada, USA(2012).

Regret minimization for reserve prices in second-price auctions
Nicolò Cesa-Bianchi, Claudio Gentile and Yishay Mansour
In: 24th SODA, New Orleans, LA, USA(2013).