Search Machine Learning Repository:
All publications by Nuno Vasconcelos
authors venues years



Guess-Averse Loss Functions For Cost-Sensitive Multiclass Boosting
Oscar Beijbom, Mohammad Saberian, David Kriegman and Nuno Vasconcelos
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


Multi-Resolution Cascades for Multiclass Object Detection
Mohammad Saberian and Nuno Vasconcelos
Advances in Neural Information Processing Systems 27, 2014


On the connections between saliency and tracking
Vijay Mahadevan and Nuno Vasconcelos
Advances in Neural Information Processing Systems 25, 2012


Recognizing Activities by Attribute Dynamics
Weixin Li and Nuno Vasconcelos
Advances in Neural Information Processing Systems 25, 2012


Multiclass Boosting: Theory and Algorithms
Mohammad J. Saberian and Nuno Vasconcelos
Advances in Neural Information Processing Systems 24, 2011


Maximum Covariance Unfolding : Manifold Learning for Bimodal Data
Vijay Mahadevan, Chi W. Wong, Jose C. Pereira, Tom Liu, Nuno Vasconcelos and Lawrence K. Saul
Advances in Neural Information Processing Systems 24, 2011


A biologically plausible network for the computation of orientation dominance
Kritika Muralidharan and Nuno Vasconcelos
Advances in Neural Information Processing Systems 23, 2010


Boosting Classifier Cascades
Nuno Vasconcelos and Mohammad J. Saberian
Advances in Neural Information Processing Systems 23, 2010


Variable margin losses for classifier design
Hamed Masnadi-shirazi and Nuno Vasconcelos
Advances in Neural Information Processing Systems 23, 2010


On the Design of Loss Functions for Classification: theory, robustness to outliers, and SavageBoost
Hamed Masnadi-shirazi and Nuno Vasconcelos
Advances in Neural Information Processing Systems 21, 2008


Asymmetric boosting
Hamed Masnadi-shirazi and Nuno Vasconcelos
Proceedings of the 24th International Conference on Machine Learning (ICML-07), 2007


Direct convex relaxations of sparse SVM
Antoni B. Chan, Nuno Vasconcelos and Gert Lanckriet
Proceedings of the 24th International Conference on Machine Learning (ICML-07), 2007


The discriminant center-surround hypothesis for bottom-up saliency
Dashan Gao, Vijay Mahadevan and Nuno Vasconcelos
Advances in Neural Information Processing Systems 20, 2007


Discriminant Saliency for Visual Recognition from Cluttered Scenes
Dashan Gao and Nuno Vasconcelos
Advances in Neural Information Processing Systems 17, 2004


A Kullback-Leibler Divergence Based Kernel for SVM Classification in Multimedia Applications
Pedro J. Moreno, Purdy P. Ho and Nuno Vasconcelos
Advances in Neural Information Processing Systems 16, 2003


Feature Selection by Maximum Marginal Diversity
Nuno Vasconcelos
Advances in Neural Information Processing Systems 15, 2002