2683 search results - page 5 / 537 » Machine learning problems from optimization perspective |
120
Voted
ECAI
2006
Springer
15 years 3 months ago
2006
Springer
Abstract. In this paper, we show that the optimization of density forecasting models for regression in machine learning can be formulated as a multi-objective problem. We describe ...
100
Voted
ICML
2004
IEEE
16 years 1 months ago
2004
IEEE
Learning general functional dependencies is one of the main goals in machine learning. Recent progress in kernel-based methods has focused on designing flexible and powerful input...
97
Voted
DCC
2006
IEEE
16 years 22 days ago
2006
IEEE
The use of compression algorithms in machine learning tasks such as clustering and classification has appeared in a variety of fields, sometimes with the promise of reducing probl...
74
Voted
ICANN
2009
Springer
15 years 7 months ago
2009
Springer
Backpropagation of errors is not only hard to justify from biological perspective but also it fails to solve problems requiring complex logic. A simpler algorithm based on generati...
79
Voted
ICML
2009
IEEE
16 years 1 months ago
2009
IEEE
In many real-world applications, such as image retrieval, it would be natural to measure the distances from one instance to others using instance specific distance which captures ...