We define and study a generalization of Sobol sensitivity indices for the case of a vector output. To cite this article: F. Gamboa, A. Janon, T. Klein, A. Lagnoux, C. R. Acad. Sci. Paris, Ser. xx xxx (2013).

In this paper, we describe how to generate multiple outputs (DVI, PostScript, PDF, XML, . . . ) from the same Ω document. The Ω engine is augmented with a library for manipulating multidimensional contexts. Each macro can be defined in multiple versions, and macros can thereby adapt to differing contexts. Macros can be specialized for several different output formats, without changing the overa...

two statistical downscaling models, the non-homogeneous hidden markov model (nhmm) and the statistical down–scaling model (sdsm) were used to generate future scenarios of both mean and extremes in the tarim river basin,which were based on nine combined scenarios including three general circulation models (gcms) (csiro30, echam5,and gfdl21) predictor sets and three special report on emission sce...

This paper is conceived as a summary of previous works that explored many alternative learning models for classification of documents on structured outputs. We provide a discussion of strong and weak points for each method.

We propose a new method for learning structured outputs using gradient descent.

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