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    Chapter and Conference Paper

    Multi-objective Optimization of a Composite Material Spring Design Using an Evolutionary Algorithm

    A multi-objective evolutionary algorithm is applied to optimize the design of a helical spring made out of a composite material. The criteria considered are the minimization of the mass along with the maximiza...

    Frédéric Ratle, Benoît Lecarpentier… in Parallel Problem Solving from Nature - PPS… (2004)

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    Chapter and Conference Paper

    Learning Manifolds in Forensic Data

    Chemical data related to illicit cocaine seizures is analyzed using linear and nonlinear dimensionality reduction methods. The goal is to find relevant features that could guide the data analysis process in ch...

    Frédéric Ratle, Anne-Laure Terrettaz-Zufferey… in Artificial Neural Networks – ICANN 2006 (2006)

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    Chapter

    Deep Learning via Semi-supervised Embedding

    We show how nonlinear semi-supervised embedding algorithms popular for use with “shallow” learning techniques such as kernel methods can be easily applied to deep multi-layer architectures, either as a regular...

    Jason Weston, Frédéric Ratle, Hossein Mobahi… in Neural Networks: Tricks of the Trade (2012)