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14 results found.

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Large-Scale Machine Learning with Stochastic Gradient Descent
Chapter
Chapter
Léon Bottou · OpenAlex · 2010
During the last decade, the data sizes have grown faster than the speed of processors. In this context, the capabilities of statistical machine learning methods is limited by the computing time rather than the sample siz...
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Artificial immune system for solving constrained optimization problems
Text / resource
Text / resource
Aragón, Victoria S. et al · SEDICI UNLP · 2006
In this paper, we present an artifi cial immune system (AIS) based on the CLONALG algorithm for solving constrained (numerical) optimization problems. We develop a new mutation operator which produces large and small ste...
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Open Access
Solving constrained optimization using a T-Cell artificial immune system
Text / resource
Text / resource
Aragón, Victoria S. et al · SEDICI UNLP · 2007
In this paper, we present a novel model of an artificial immune system (AIS), based on the process that suffers the T-Cell. The proposed model is used for solving constrained (numerical) optimization problems. The model ...
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Ant system: optimization by a colony of cooperating agents
Article
Article
Marco Dorigo; Vittorio Maniezzo; A. Colorni · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 1996
An analogy with the way ant colonies function has suggested the definition of a new computational paradigm, which we call ant system (AS). We propose it as a viable new approach to stochastic combinatorial optimization. ...
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Optimizing constrained problems through a T-Cell artificial immune system
Article
Article
Aragón, Victoria S. et al · SEDICI UNLP · 2008
In this paper, we present a new model of an artificial immune system (AIS), based on the process that suffers the T-Cell, it is called T-Cell Model. It is used for solving constrained (numerical) optimization problems. T...
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Open Access
Adaptive developmental delay in chagas disease vectors: an evolutionary ecology approach
Article
Article
Menu, Frédéric et al · SEDICI UNLP · 2010
The developmental time of vector insects is important to their population dynamics, evolutionary biology, epidemiology of the diseases they transmit, and to their responses to global climatic change. In various triatomin...
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Open Access
MCPC: another approach to crossover in genetic algorithms
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Text / resource
Esquivel, Susana Cecilia et al · SEDICI UNLP · 1995
Genetic algorithms (GAs) are stochastic adaptive algorithms whose search method is based on simulation of natural genetic inheritance and Darwinian strive for survival. They can be used to find approximate solutions to n...
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Open Access
An Algorithm for Least-Squares Estimation of Nonlinear Parameters
Article
Article
Donald W. Marquardt · Journal of the Society for Industrial and Applied Mathematics · 1963
Previous article Next article An Algorithm for Least-Squares Estimation of Nonlinear ParametersDonald W. MarquardtDonald W. Marquardthttps://doi.org/10.1137/0111030PDFPDF PLUSBibTexSections ToolsAdd to favoritesExport Ci...
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Chen, Kuan-Lin; Schulman, Rebecca · DROPS (Schloss Dagstuhl – Leibniz Center for Informatics) · 2021
Designing complex, dynamic yet multi-functional materials and devices is challenging because the design spaces for these materials have numerous interdependent and often conflicting constraints. Taking inspiration from a...
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Stochastic gradient boosting
Article
Article
Jerome H. Friedman · Computational Statistics & Data Analysis · 2002
Subjects / keywords: Gradient boosting; Parameterized complexity; Mathematics; Robustness (evolution); Boosting (machine learning); Regression; Mathematical optimization; Algorithm; Data point; Computer science; Statistics; Artificial intell...
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Markov Decision Processes: Discrete Stochastic Dynamic Programming.
Article
Article
Kasra Hazeghi; Martin L. Puterman · Journal of the American Statistical Association · 1995
From the Publisher: The past decade has seen considerable theoretical and applied research on Markov decision processes, as well as the growing use of these models in ecology, economics, communications engineering, and o...
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Decision-Making in a Fuzzy Environment
Article
Article
Richard Bellman; L. A. Zadeh · Management Science · 1970
By decision-making in a fuzzy environment is meant a decision process in which the goals and/or the constraints, but not necessarily the system under control, are fuzzy in nature. This means that the goals and/or the con...
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Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
Article
Article
Jianqing Fan; Runze Li · Journal of the American Statistical Association · 2001
Variable selection is fundamental to high-dimensional statistical modeling, including nonparametric regression. Many approaches in use are stepwise selection procedures, which can be computationally expensive and ignore ...
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