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Removed compile files for latex

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elvis
2024-07-30 14:45:06 +02:00
parent 3ad6f7f86f
commit 26420f080e
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\field{abstract}{In this paper, we introduce an advanced optimization algorithm for training feedforward neural networks. The algorithm combines the BFGS Hessian update formula with a special case of trust region techniques, called the Dogleg method, as an altenative technique to line search methods. Simulations regarding classification and function approximation problems are presented which reveal a clear improvement both in convergence and success rates over standard BFGS implementations.}
\field{booktitle}{Neural Networks, IEEE - INNS - ENNS International Joint Conference on}
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\field{title}{Training Feedforward Neural Networks with the Dogleg Method and BFGS Hessian Updates}
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\field{journaltitle}{arXiv e-prints}
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[0] Config.pm:308> INFO - This is Biber 2.20
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[30] biber-darwin:340> INFO - === Mar Lug 30, 2024, 14:41:06
[36] Biber.pm:420> INFO - Reading 'main.bcf'
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\babel@toc {english}{}\relax
\contentsline {chapter}{\numberline {1}Introduction}{1}{chapter.1}%
\contentsline {chapter}{\numberline {2}Problem Definition}{2}{chapter.2}%
\contentsline {section}{\numberline {2.1}QR}{2}{section.2.1}%
\contentsline {section}{\numberline {2.2}L-BFGS}{3}{section.2.2}%
\contentsline {section}{\numberline {2.3}Conditioning}{4}{section.2.3}%
\contentsline {chapter}{\numberline {3}Algorithms}{6}{chapter.3}%
\contentsline {section}{\numberline {3.1}QR}{6}{section.3.1}%
\contentsline {section}{\numberline {3.2}L-BFGS}{8}{section.3.2}%
\contentsline {chapter}{\numberline {4}Experiments}{12}{chapter.4}%
\contentsline {section}{\numberline {4.1}QR}{13}{section.4.1}%
\contentsline {section}{\numberline {4.2}L-BFGS}{14}{section.4.2}%
\contentsline {section}{\numberline {4.3}Comparison between QR and L-BFGS}{15}{section.4.3}%
\contentsline {section}{\numberline {4.4}Other Experiments}{17}{section.4.4}%
\contentsline {subsection}{\numberline {4.4.1}The Effect of the Memory Size}{17}{subsection.4.4.1}%
\contentsline {subsection}{\numberline {4.4.2}A Comparison of Quasi-Newton Methods}{18}{subsection.4.4.2}%
\contentsline {chapter}{\numberline {5}Concluding Remarks}{21}{chapter.5}%
\contentsline {chapter}{\numberline {6}Proofs}{22}{chapter.6}%