Search Results - "BERRENDERO, José R"
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On the Use of Reproducing Kernel Hilbert Spaces in Functional Classification
Published in Journal of the American Statistical Association (03-07-2018)“…The Hájek-Feldman dichotomy establishes that two Gaussian measures are either mutually absolutely continuous with respect to each other (and hence there is a…”
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On functional logistic regression: some conceptual issues
Published in Test (Madrid, Spain) (01-03-2023)“…The main ideas behind the classic multivariate logistic regression model make sense when translated to the functional setting, where the explanatory variable X…”
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On the functional regression model and its finite-dimensional approximations
Published in Statistical papers (Berlin, Germany) (01-10-2024)“…The problem of linearly predicting a scalar response Y from a functional (random) explanatory variable X = X ( t ) , t ∈ I is considered. It is argued that the…”
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Linear components of quadratic classifiers
Published in Advances in data analysis and classification (01-06-2019)“…We obtain a decomposition of any quadratic classifier in terms of products of hyperplanes. These hyperplanes can be viewed as relevant linear components of the…”
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Shape classification based on interpoint distance distributions
Published in Journal of multivariate analysis (01-04-2016)“…According to Kendall (1989), in shape theory, The idea is to filter out effects resulting from translations, changes of scale and rotations and to declare that…”
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High-fat diet induces metabolic changes and reduces oxidative stress in female mouse hearts
Published in The Journal of nutritional biochemistry (01-02-2017)“…After an acute myocardial infarction, obese patients generally have a better prognosis than their leaner counterparts, known as the “obesity paradox”. In…”
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Facing Network Management Challenges with Functional Data Analysis: Techniques & Opportunities
Published in Mobile networks and applications (01-12-2017)“…Current fixed and mobile networks’ behavior is rapidly changing, which calls for flexible monitoring approaches to avoid loosing track with such a fast…”
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Tests for the Second Order Stochastic Dominance Based on L-Statistics
Published in Journal of business & economic statistics (01-04-2011)“…We use some characterizations of convex and concave-type orders to define discrepancy measures useful in two testing problems involving stochastic dominance…”
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A geometrically motivated parametric model in manifold estimation
Published in Statistics (Berlin, DDR) (03-09-2014)“…The general aim of manifold estimation is reconstructing, by statistical methods, an m-dimensional compact manifold S on d (with m≤d) or estimating some…”
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A multivariate uniformity test for the case of unknown support
Published in Statistics and computing (01-01-2012)“…A test for the hypothesis of uniformity on a support S ⊂ℝ d is proposed. It is based on the use of multivariate spacings as those studied in Janson (Ann…”
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The Tangent Classifier
Published in The American statistician (01-08-2012)“…Given a classifier, we describe a general method to construct a simple linear classification rule. This rule, called the tangent classifier, is obtained by…”
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Tests for Stochastic Orders and Mean Order Statistics
Published in Communications in statistics. Theory and methods (15-04-2012)“…The aim of this article is to emphasize the fact, not observed previously in the literature, that many discrepancy measures used in tests related to different…”
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Testing uniformity for the case of a planar unknown support
Published in Canadian journal of statistics (01-06-2012)“…A new test is proposed for the hypothesis of uniformity on bi-dimensional supports. The procedure is an adaptation of the "distance to boundary test" (DB test)…”
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Characterizations of exponentiality within the HNBUE class and related tests
Published in Journal of statistical planning and inference (01-07-2009)“…A harmonic new better than used in expectation (HNBUE) variable is a random variable which is dominated by an exponential distribution in the convex stochastic…”
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15
The Bagged Median and the Bragged Mean
Published in The American statistician (01-11-2007)“…Bagging (bootstrap aggregating) is a procedure that aims at reducing the prediction error of a classifier or the mean square error of an estimate by averaging…”
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Testing multivariate uniformity: The distance-to-boundary method
Published in Canadian journal of statistics (01-12-2006)“…Given a random sample taken on a compact domain${\cal S}\subset {\Bbb R}^{d}$, the authors propose a new method for testing the hypothesis of uniformity of the…”
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Loss of the mitochondrial bioenergetic capacity underlies the glucose avidity of carcinomas
Published in Cancer research (Chicago, Ill.) (01-10-2007)“…The down-regulation of the catalytic subunit of the mitochondrial H+-ATP synthase (beta-F1-ATPase) is a hallmark of most human carcinomas. This characteristic…”
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VARIABLE SELECTION IN FUNCTIONAL DATA CLASSIFICATION: A MAXIMA-HUNTING PROPOSAL
Published in Statistica Sinica (01-04-2016)“…Variable selection is considered in the setting of supervised binary classification with functional data {X(t), t ∈ [0, 1]}. By "variable selection" we mean…”
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Maximum Bias Curves for Robust Regression with Non-Elliptical Regressors
Published in The Annals of statistics (01-02-2001)“…Maximum bias curves for some regression estimates were previously derived assuming that (i) the intercept term is known and/or (ii) the regressors have an…”
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On the Maximum Bias Functions of MM-Estimates and Constrained M-Estimates of Regression
Published in The Annals of statistics (01-02-2007)“…We derive the maximum bias functions of the MM-estimates and the constrained M-estimates or CM-estimates of regression and compare them to the maximum bias…”
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