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» On the optimality of the neighbor-joining algorithm
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JMLR
2012
13 years 9 months ago
Online Incremental Feature Learning with Denoising Autoencoders
While determining model complexity is an important problem in machine learning, many feature learning algorithms rely on cross-validation to choose an optimal number of features, ...
Guanyu Zhou, Kihyuk Sohn, Honglak Lee
ICIP
1999
IEEE
16 years 8 months ago
A Proposal for Dependent Optimization in Scalable Region-Based Coding Systems
We address in this paper the problem of optimal coding in the framework of region-based video coding systems, with a special stress on content-based functionalities. We present a ...
Ferran Marqués, Josep Ramon Morros
EMO
2003
Springer
136views Optimization» more  EMO 2003»
16 years 3 days ago
Solving Multi-criteria Optimization Problems with Population-Based ACO
In this paper a Population-based Ant Colony Optimization approach is proposed to solve multi-criteria optimization problems where the population of solutions is chosen from the set...
Michael Guntsch, Martin Middendorf
CDC
2009
IEEE
143views Control Systems» more  CDC 2009»
15 years 10 months ago
Parameter approximate dynamic optimization for PSO systems
— This paper presents a novel swarm approximate dynamic programming method (swarm-ADP) for parameter optimization of PSO systems, from the perspective of optimal control. Based o...
Qi Kang, Lei Wang, Derong Liu, Qidi Wu
ALGORITHMICA
2005
108views more  ALGORITHMICA 2005»
15 years 6 months ago
Key-Independent Optimality
A new form of optimality for comparison based static dictionaries is introduced. This type of optimality, keyindependent optimality, is motivated by applications that assign key v...
John Iacono