Search results for " Sam"

showing 10 items of 1096 documents

A Bayesian comparison of cluster, strata, and random samples

1999

When sampling from finite populations, simple random sampling (SRS) is rarely used in practice, due to either high cost or information to be gained from more efficient designs. Bayesian hierarchical models are a natural framework to model the non-randomness in the sample. This paper concentrates on the effects that the design has on inference about characteristics of the finite population, and makes a critical comparison among some common designs.

Statistics and Probabilityeducation.field_of_studyApplied MathematicsBayesian probabilityPopulationSampling (statistics)Sample (statistics)Simple random sampleStratified samplingsymbols.namesakeStatisticssymbolsCluster samplingStatistics Probability and UncertaintyeducationMathematicsGibbs samplingJournal of Statistical Planning and Inference
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Using Complex Surveys to Estimate theL1-Median of a Functional Variable: Application to Electricity Load Curves

2012

Mean proles are widely used as indicators of the electricity consumption habits of customers. Currently, Electricit e De France (EDF), estimates class load proles by using point-wise mean function. Unfortunately, it is well known that the mean is highly sensitive to the presence of outliers, such as one or more consumers with unusually high-levels of consumption. In this paper, we propose an alternative to the mean prole: the L1-median prole which is more robust. When dealing with large datasets of functional data (load curves for example), survey sampling approaches are useful for estimating the median prole and avoid storing all of the data. We propose here estimators of the median trajec…

Statistics and Probabilityeducation.field_of_studyComputer sciencePopulationEstimatorSurvey samplingSampling (statistics)Simple random sampleStratified samplingHorvitz–Thompson estimatorOutlierStatisticsStatistics Probability and UncertaintyeducationInternational Statistical Review
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On implementation of the Gibbs sampler for estimating the accuracy of multiple diagnostic tests

2010

Implementation of the Gibbs sampler for estimating the accuracy of multiple binary diagnostic tests in one population has been investigated. This method, proposed by Joseph, Gyorkos and Coupal, makes use of a Bayesian approach and is used in the absence of a gold standard to estimate the prevalence, the sensitivity and specificity of medical diagnostic tests. The expressions that allow this method to be implemented for an arbitrary number of tests are given. By using the convergence diagnostics procedure of Raftery and Lewis, the relation between the number of iterations of Gibbs sampling and the precision of the estimated quantiles of the posterior distributions is derived. An example conc…

Statistics and Probabilityeducation.field_of_studygastroesophageal reflux diseaseBayesian probabilityPopulationGold standard (test)Settore FIS/03 - Fisica Della MateriaGibbs sampler; Bayesian analysis; convergence diagnostics; diagnostic tests; gastroesophageal reflux diseaseSettore MED/01 - Statistica MedicaData setsymbols.namesakediagnostic testGibbs samplerConvergence (routing)Statisticsconvergence diagnosticsymbolsSensitivity (control systems)Statistics Probability and UncertaintyeducationAlgorithmBayesian analysiQuantileMathematicsGibbs samplingJournal of Applied Statistics
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Bayesian Modeling of Sequential Discoveries

2022

We aim at modelling the appearance of distinct tags in a sequence of labelled objects. Common examples of this type of data include words in a corpus or distinct species in a sample. These sequential discoveries are often summarised via accumulation curves, which count the number of distinct entities observed in an increasingly large set of objects. We propose a novel Bayesian method for species sampling modelling by directly specifying the probability of a new discovery, therefore allowing for flexible specifications. The asymptotic behavior and finite sample properties of such an approach are extensively studied. Interestingly, our enlarged class of sequential processes includes highly tr…

Statistics and Probabilitylajistokartoitusspecies sampling modelslogistic regressionbayesilainen menetelmäaccumulation curvesotantaStatistics Probability and Uncertaintydirichlet processtilastolliset mallitpoisson-binomial distribution
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Contributed discussion on article by Pratola

2016

The author should be commended for his outstanding contribution to the literature on Bayesian regression tree models. The author introduces three innovative sampling approaches which allow for efficient traversal of the model space. In this response, we add a fourth alternative.

Statistics and Probabilitymodel selectionMarkov Chain Monte Carlo (MCMC)Bayesian regression treeComputer scienceBig dataBayesian regression tree (BRT) modelsComputingMilieux_LEGALASPECTSOFCOMPUTINGbirth–death processMachine learningcomputer.software_genreSequential Monte Carlo methods01 natural sciencespopulation Markov chain Monte Carlo010104 statistics & probabilitysymbols.namesakebig data0502 economics and businessBayesian Regression Trees (BART)0101 mathematics050205 econometrics Bayesian treed regressionMultiple Try Metropolis algorithmsINFERÊNCIA ESTATÍSTICAbusiness.industryApplied MathematicsModel selection05 social sciencesRejection samplingData scienceVariable-order Bayesian networkTree (data structure)Tree traversalMarkov chain Monte Carlocontinuous time Markov processsymbolsArtificial intelligencebusinessBayesian linear regressioncommunication-freecomputerGibbs samplingBayesian Analysis
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Analysis of Educational Frequency Data from a Complex Sample Survey

1991

Abstract Some recent methods are presented for analyzing categorial data from complex surveys involving clustering familiar in educational research where e.g. teaching groups are used as sample clusters. The methods are introduced through a discussion of the test of independence on a two‐way table and the analysis of a two‐way table using logistic regression models. The analyses are illustrated using data from the First National Assessment of the Finnish Comprehensive School 1979. The primary focus of the paper is on the methods that provide first‐order corrections to standard multinomial‐based chi‐square tests by taking account of survey design effects. Both first‐ and second‐order correct…

StatisticsSampling designEconometricsChi-square testSurvey samplingSampling (statistics)Sample (statistics)Cluster samplingMultinomial distributionEducationMathematicsType I and type II errorsScandinavian Journal of Educational Research
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Bayesian Estimation of Political Transition Matrices

1994

A decision framework is used to propose a procedure designed to estimate the reallocation of the vote of each individual party between two consecutive political elections, given the results of the elections, the information provided by a sample survey, and some assumptions on the hierarchical structure of the population.

Structure (mathematical logic)Politicseducation.field_of_studyBayes estimatorComputer sciencePolitical ElectionsPopulationEconometricsSurvey samplingComputingMilieux_LEGALASPECTSOFCOMPUTINGTransition matriceseducation
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Visualization in comparative music research

2007

Computational analysis of large musical corpora provides an approach that overcomes some of the limitations of manual analysis related to small sample sizes and subjectivity. The present paper aims to provide an overview of the computational approach to music research. It discusses the issues of music representation, musical feature extraction, digital music collections, and data mining techniques. Moreover, it provides examples of visualization of large musical collections.

SubjectivityInformationSystems_INFORMATIONINTERFACESANDPRESENTATION(e.g.HCI)Computer sciencebusiness.industryFeature extractionRepresentation (systemics)Small sampleMusicalcomputer.software_genreVisualizationComputational musicologyArtificial intelligencebusinesscomputerNatural language processingDigital audio
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GHB related acids are useful in routine casework of suspected GHB intoxication cases

2021

Abstract GHB related acids (3,4-dihydroxy butyric acid, 2,4-dihydroxy butyric acid and glycolic acid) are produced through oxidative GHB metabolism. These analytes could be potential biomarkers to ensure the diagnosis of a GHB intoxication and even prolong the detection window. Within this study, forensic routine cases were measured to consider the potential of additional gas chromatographic mass spectrometric analysis on these acids. 17 GHB positive real cases (10 serum samples and 7 urine samples) and 40 cases with suspicion of drugging in DFC cases and negative GHB results (21 serum samples and 19 urine samples) were evaluated. Increased GHB related acid concentrations were detected in a…

Succinic AcidUrinePharmacology01 natural sciencesGas Chromatography-Mass SpectrometryPathology and Forensic MedicineButyric acidForensic Toxicology03 medical and health scienceschemistry.chemical_compoundα oxidation0302 clinical medicineHumansMedicine030216 legal & forensic medicineGlycolic acidbusiness.industryPoisoning010401 analytical chemistrySerum samplesMass spectrometricGlycolates0104 chemical scienceschemistryPotential biomarkersButyric AcidSodium OxybatebusinessLawBiomarkersForensic Science International
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Intraductal aspiration: a promising new tissue-sampling technique for the diagnosis of suspected malignant biliary strictures

2012

Brushing is the most commonly used technique for biliary sampling at ERCP, despite its limited sensitivity. To evaluate intraductal aspiration (IDA) as a new combined endoscopic technique for cytodiagnosis, its cellular adequacy, diagnostic accuracy for cancer detection, feasibility, and safety. Prospective, observational study. Single tertiary referral center. IDA cellular adequacy, diagnostic accuracy for cancer detection, feasibility, and safety. From April 2009 to September 2010, 42 consecutive patients with suspected malignant biliary stricture underwent ERCP, with tissue sampling obtained with IDA. IDA included performance of standard brushing in all patients. After standard brushing,…

Suction (medicine)AdultMalemedicine.medical_specialtyCytodiagnosisConstriction PathologicCholangiocarcinomaPredictive Value of Testshemic and lymphatic diseasesBiopsymedicineHumansRadiology Nuclear Medicine and imagingSampling (medicine)Prospective StudiesProspective cohort studydiagnosis of suspected malignant biliary strictureIntraductal aspirationAgedAged 80 and overCholangiopancreatography Endoscopic RetrogradeCholestasisReceiver operating characteristicmedicine.diagnostic_testbusiness.industryBiopsy NeedleGastroenterologyTissue samplingMiddle AgedSurgeryCatheterBile Duct NeoplasmsPredictive value of testsFemaleGallbladder NeoplasmsRadiologyBile Ductsbusiness
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