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Francesco Orabona
Francesco Orabona
Associate Professor, KAUST
Verifierad e-postadress på orabona.com - Startsida
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Momentum-based variance reduction in non-convex SGD
A Cutkosky, F Orabona
Advances in neural information processing systems 32, 2019
4322019
A modern introduction to online learning
F Orabona
arXiv preprint arXiv:1912.13213, 2019
4252019
On the convergence of stochastic gradient descent with adaptive stepsizes
X Li, F Orabona
The 22nd international conference on artificial intelligence and statistics …, 2019
3542019
Safety in numbers: Learning categories from few examples with multi model knowledge transfer
T Tommasi, F Orabona, B Caputo
2010 IEEE Computer Society Conference on Computer Vision and Pattern …, 2010
2872010
Stability and hypothesis transfer learning
I Kuzborskij, F Orabona
International Conference on Machine Learning (ICML), 942-950, 2013
2122013
Learning from candidate labeling sets
J Luo, F Orabona
NIPS Foundation-Advances in Neural Information Processing Systems 23 (NIPS10), 2010
2092010
Learning categories from few examples with multi model knowledge transfer
T Tommasi, F Orabona, B Caputo
IEEE Transactions on Pattern Analysis and Machine Intelligence 36 (5), 928-941, 2014
1892014
Coin betting and parameter-free online learning
F Orabona, D Pál
Advances in Neural Information Processing Systems 29, 2016
1822016
From n to n+1: Multiclass transfer incremental learning
I Kuzborskij, F Orabona, B Caputo
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2013
1732013
Object-based visual attention: a model for a behaving robot
F Orabona, G Metta, G Sandini
2005 IEEE Computer Society Conference on Computer Vision and Pattern …, 2005
1692005
Black-box reductions for parameter-free online learning in Banach spaces
A Cutkosky, F Orabona
Conference On Learning Theory, 1493-1529, 2018
1512018
The Projectron: a bounded kernel-based Perceptron
F Orabona, J Keshet, B Caputo
International Conference on Machine Learning (ICML), 720-727, 2008
1502008
Model adaptation with least-squares SVM for adaptive hand prosthetics
F Orabona, C Castellini, B Caputo, AE Fiorilla, G Sandini
Robotics and Automation, 2009. ICRA'09. IEEE International Conference on …, 2009
1352009
Bounded Kernel-Based Online Learning
F Orabona, J Keshet, B Caputo
Journal of Machine Learning Research 10 (11), 2009
1292009
Training deep networks without learning rates through coin betting
F Orabona, T Tommasi
Advances in Neural Information Processing Systems 30, 2017
1262017
Discriminative cue integration for medical image annotation
T Tommasi, F Orabona, B Caputo
Pattern Recognition Letters 29 (15), 1996-2002, 2008
1212008
Scale-free online learning
F Orabona, D Pál
Theoretical Computer Science 716, 50-69, 2018
1182018
Improving control of dexterous hand prostheses using adaptive learning
T Tommasi, F Orabona, C Castellini, B Caputo
IEEE Transactions on Robotics 29 (1), 207-219, 2013
1172013
Simultaneous model selection and optimization through parameter-free stochastic learning
F Orabona
Advances in Neural Information Processing Systems 27, 2014
1112014
A generalized online mirror descent with applications to classification and regression
F Orabona, K Crammer, N Cesa-Bianchi
Machine Learning 99, 411-435, 2015
1052015
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Artiklar 1–20