NIPS
2001
14 years 27 days ago
2001
NIPS
2001
14 years 27 days ago
2001
The support vector machine (SVM) is known for its good performance in binary classification, but its extension to multi-class classification is still an on-going research issue. I...
NIPS
2001
14 years 27 days ago
2001
Greedy approximation algorithms have been frequently used to obtain sparse solutions to learning problems. In this paper, we present a general greedy algorithm for solving a class...
NIPS
2001
14 years 27 days ago
2001
We investigate the generalization performance of some learning problems in Hilbert functional Spaces. We introduce a notion of convergence of the estimated functional predictor to...
NIPS
2001
14 years 27 days ago
2001
The popular K-means clustering partitions a data set by minimizing a sum-of-squares cost function. A coordinate descend method is then used to nd local minima. In this paper we sh...
NIPS
2001
14 years 27 days ago
2001
This paper presents a method for obtaining class membership probability estimates for multiclass classification problems by coupling the probability estimates produced by binary c...
NIPS
2001
14 years 27 days ago
2001
We introduce the Concave-Convex procedure (CCCP) which constructs discrete time iterative dynamical systems which are guaranteed to monotonically decrease global optimization/ener...
NIPS
2001
14 years 27 days ago
2001
In this paper we explore two quantitative approaches to the modelling of counterfactual reasoning
NIPS
2001
14 years 27 days ago
2001
We present a sequential Monte Carlo method applied to additive noise compensation for robust speech recognition in time-varying noise. The method generates a set of samples accord...
NIPS
2001
14 years 27 days ago
2001
Asymmetric lateral connections are one possible mechanism that can account for the direction selectivity of cortical neurons. We present a mathematical analysis for a class of the...