Results 11 to 20 of about 12,255 (190)

An Experimental Investigation of Calibration Techniques for Imbalanced Data

open access: yesIEEE Access, 2020
Calibration is a technique used to obtain accurate probability estimation for classification problems in real applications. Class imbalance can create considerable challenges in obtaining accurate probabilities for calibration methods.
Lanlan Huang   +4 more
doaj   +1 more source

Online Isotonic Regression

open access: yesCoRR, 2016
We consider the online version of the isotonic regression problem. Given a set of linearly ordered points (e.g., on the real line), the learner must predict labels sequentially at adversarially chosen positions and is evaluated by her total squared loss compared against the best isotonic (non-decreasing) function in hindsight.
W.T. Kotlowski (Wojciech)   +2 more
openaire   +3 more sources

Adaptive Reconstruction of Imperfectly Observed Monotone Functions, with Applications to Uncertainty Quantification

open access: yesAlgorithms, 2020
Motivated by the desire to numerically calculate rigorous upper and lower bounds on deviation probabilities over large classes of probability distributions, we present an adaptive algorithm for the reconstruction of increasing real-valued functions ...
Luc Bonnet   +3 more
doaj   +1 more source

Isotonic regression discontinuity designs [PDF]

open access: yesJournal of Econometrics, 2019
This paper studies the estimation and inference for the isotonic regression at the boundary point, an object that is particularly interesting and required in the analysis of monotone regression discontinuity designs. We show that the isotonic regression is inconsistent in this setting and derive the asymptotic distributions of boundary corrected ...
Babii, Andrii, Kumar, Rohit
openaire   +3 more sources

meta.shrinkage: An R Package for Meta-Analyses for Simultaneously Estimating Individual Means

open access: yesAlgorithms, 2022
Meta-analysis is an indispensable tool for synthesizing statistical results obtained from individual studies. Recently, non-Bayesian estimators for individual means were proposed by applying three methods: the James–Stein (JS) shrinkage estimator ...
Nanami Taketomi   +3 more
doaj   +1 more source

A regression based phase I clinical trial for late-onset toxicities without clinician elicitation

open access: yesContemporary Clinical Trials Communications, 2019
An extension of the isotonic regression based phase I clinical trial design is presented that incorporates partial follow-up times into estimation of the raw toxicity probabilities.
Andrew G. Chapple   +2 more
doaj   +1 more source

The role of the host—Neutrophil biology

open access: yesPeriodontology 2000, EarlyView., 2023
Abstract Neutrophilic polymorphonuclear leukocytes (neutrophils) are myeloid cells packed with lysosomal granules (hence also called granulocytes) that contain a formidable antimicrobial arsenal. They are terminally differentiated cells that play a critical role in acute and chronic inflammation, as well as in the resolution of inflammation and wound ...
Iain L. C. Chapple   +4 more
wiley   +1 more source

Monotone Regression: A Simple and Fast O(n) PAVA Implementation

open access: yesJournal of Statistical Software, 2022
Efficient coding and improvements in the execution order of the up-and-down-blocks algorithm for monotone or isotonic regression leads to a significant increase in speed as well as a short and simple O(n) implementation.
Frank M. T. A. Busing
doaj   +1 more source

BN parameter learning based on improved QMAP algorithm under small data set conditions

open access: yesXi'an Gongcheng Daxue xuebao, 2023
Under the condition of Bayesian network (BN) small data set, the qualitative maximum a posteriori (QMAP) estimation tends to violate expert constraints, which causes the QMAP estimation to deviate the true value.
CHEN Haiyang   +3 more
doaj   +1 more source

Isotonic regression and isotonic projection

open access: yesLinear Algebra and its Applications, 2016
The note describes the cones in the Euclidean space admitting isotonic metric projection with respect to the coordinate-wise ordering. As a consequence it is showed that the metric projection onto the regression cone (the cone defined by the general isotonic regression problem) admits a projection which is isotonic with respect to the coordinate-wise ...
Németh, A. B., Németh, S. Z.
openaire   +3 more sources

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