Results 61 to 70 of about 1,574 (90)

Label Ranking Through Nonparametric Regression

open access: yesTheory of Computing Systems
Abstract Label Ranking (LR) corresponds to the problem of learning a hypothesis that maps features to rankings over a finite set of labels. We adopt a nonparametric regression approach to LR and obtain theoretical performance guarantees for this fundamental practical problem. We introduce a generative model for Label Ranking, in noiseless and
Fotakis, Dimitris   +2 more
openaire   +3 more sources

Nonparametric quantile regression captures regional variability and scaling deviations in Atlantic surfclam length–weight relationships

open access: yesScientific Reports
The universality of the allometric model for describing the length–weight relationship in marine species has been questioned, particularly for some invertebrates such as sea urchins, clams, and barnacles.
Gorka Bidegain   +6 more
doaj   +1 more source

Online Nonparametric Regression

open access: yes, 2014
We establish optimal rates for online regression for arbitrary classes of regression functions in terms of the sequential entropy introduced in (Rakhlin, Sridharan, Tewari, 2010). The optimal rates are shown to exhibit a phase transition analogous to the i.i.d./statistical learning case, studied in (Rakhlin, Sridharan, Tsybakov 2013). In the frequently
Rakhlin, Alexander, Sridharan, Karthik
openaire   +2 more sources

Isotonic and Convex Regression: A Review of Theory, Algorithms, and Applications

open access: yesMathematics
Shape-restricted regression provides a flexible framework for estimating an unknown relationship between input variables and a response when little is known about the functional form, but qualitative structural information is available. In many practical
Eunji Lim
doaj   +1 more source

Nonparametric regression - some approaches

open access: yesMathematical communications, 1996
In this paper we describe two approaches to nonparametric regression. First, we consider the nearest neighbour approach, as a procedure which serves mainly for obtaining an ad hoc smoothing and interpolating. Next, we describe the roughness penalty approach.
openaire   +3 more sources

Calibration Transfer Based on Nonparametric Varying Coefficient Regression

open access: yesACS Omega
Junwei Guo   +13 more
doaj   +1 more source

Wavelet Estimators in Nonparametric Regression: A Comparative Simulation Study

open access: yesJournal of Statistical Software, 2001
Theofanis Sapatinas   +2 more
doaj  

A nonparametric regression method

Nonlinear Analysis: Theory, Methods & Applications, 2001
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Huang, M. L., Brill, P. H.
openaire   +2 more sources

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