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Spectral Dimensionality Reduction
Yoshua Bengio, Olivier Delalleau, Nicolas Le Roux, Jean-François Paiement, Pascal Vincent, Marie Ouimet and 1 other authors
CS
Learning from Partial Labels with Minimum Entropy
Yves Grandvalet and Yoshua Bengio
CS
Locally Weighted Full Covariance Gaussian Density Estimation
Yoshua Bengio and Pascal Vincent
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Manifold Parzen Windows
Yoshua Bengio and Pascal Vincent
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Estimation de densité conditionnelle lorsque l'hypothèse de normalité est insatisfaisante
Julie Carreau and Yoshua Bengio
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Efficient Non-Parametric Function Induction in Semi-Supervised Learning
Yoshua Bengio, Olivier Delalleau and Nicolas Le Roux
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Spectral Clustering and Kernel PCA are Learning Eigenfunctions
Yoshua Bengio, Pascal Vincent and Jean-François Paiement
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Comment améliorer la capacité de généralisation des algorithmes d'apprentissage pour la prise de décisions financières
Nicolas Chapados and Yoshua Bengio
CS
No unbiased Estimator of the Variance of K-Fold Cross-Validation
Yoshua Bengio and Yves Grandvalet
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Stochastic Gradient Descent on a Portfolio Management Training Criterion Using the IPA Gradient Estimator
Christian Dorion and Yoshua Bengio
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Metric-Based Model Selection For Time-Series Forecasting
Yoshua Bengio and Nicolas Chapados
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Experiments on the Application of IOHMMs to Model Financial Returns Series
Yoshua Bengio, Réjean Ducharme and Vincent-Philippe Lauzon
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Cost Functions and Model Combination for VaR-based Asset Allocation using Neural Networks
Yoshua Bengio and Nicolas Chapados
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Multi-Task Learning For Option Pricing
Yoshua Bengio and Joumana Ghosn
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Input Decay: Simple and Effective Soft Variable Selection
Yoshua Bengio and Nicolas Chapados
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Régularisation du prix des options : Stacking
Olivier Bardou and Yoshua Bengio
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Étude du biais dans le prix des options
Yoshua Bengio and Charles Dugas
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Incorporating Second-Order Functional Knowledge for Better Option Pricing
François Bélisle, Yoshua Bengio, Charles Dugas, René Garcia and Claude Nadeau
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Valorisation d'options par optimisation du Sharpe Ratio
Olivier Bardou, Yoshua Bengio, Nicolas Chapados and Réjean Ducharme
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Forecasting Non-Stationary Volatility with Hyper-Parameters
Yoshua Bengio and Charles Dugas
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On Out-of-Sample Statistics for Time-Series
Yoshua Bengio, François Gingras and Claude Nadeau
CS
