Search results for " Bayesian information criterion"

showing 2 items of 2 documents

Bayesian versus data driven model selection for microarray data

2014

Clustering is one of the most well known activities in scientific investigation and the object of research in many disciplines, ranging from Statistics to Computer Science. In this beautiful area, one of the most difficult challenges is a particular instance of the model selection problem, i.e., the identification of the correct number of clusters in a dataset. In what follows, for ease of reference, we refer to that instance still as model selection. It is an important part of any statistical analysis. The techniques used for solving it are mainly either Bayesian or data-driven, and are both based on internal knowledge. That is, they use information obtained by processing the input data. A…

Clustering Model selection Bayesian information criterion Akaike information criterion Minimum message length BioinformaticsSettore INF/01 - InformaticaComputer sciencebusiness.industryModel selectionBayesian probabilitycomputer.software_genreMachine learningComputer Science ApplicationsData-drivenDetermining the number of clusters in a data setIdentification (information)Bayesian information criterionData miningArtificial intelligenceAkaike information criterionCluster analysisbusinesscomputer
researchProduct

Mathematical models for the diffusion magnetic resonance signal abnormality in patients with prion diseases

2014

In clinical practice signal hyperintensity in the cortex and/or in the striatum on magnetic resonance (MR) diffusion-weighted images (DWIs) is a marker of sporadic Creutzfeldt–Jakob Disease (sCJD). MR diagnostic accuracy is greater than 90%, but the biophysical mechanisms underpinning the signal abnormality are unknown. The aim of this prospective study is to combine an advanced DWI protocol with new mathematical models of the microstructural changes occurring in prion disease patients to investigate the cause of MR signal alterations. This underpins the later development of more sensitive and specific image-based biomarkers. DWI data with a wide a range of echo times and diffusion weightin…

MalePathologysCJD sporadic Creutzfeldt–Jakob diseaseROI region of interestPrion diseasePrPSc prion protein scrapieElectroencephalographyFOV field of viewlcsh:RC346-429Prion DiseasesADC apparent diffusion coefficientTI inversion timeRPE rapidly progressive encephalopathyAged 80 and overTE echo timeBrain Mappingmedicine.diagnostic_testBrainRegular ArticleMiddle AgedBIC Bayesian information criterionTR repetition timemedicine.anatomical_structureNeurologylcsh:R858-859.7FemaleMPRAGE magnetization-prepared rapid acquisition gradient-echoAbnormalitySS-SE single shot spin-echoAdultmedicine.medical_specialtyCognitive NeuroscienceCreutzfeldt–Jakob diseaseCNR contrast to noise ratioEPI echo-planar imagingNeuropathologyPrPC prion protein cellularGrey matterSpongiform degenerationlcsh:Computer applications to medicine. Medical informaticsEEG electroencephalogramDiffusion MRINeuroimagingImage Interpretation Computer-AssistedmedicineHumansRadiology Nuclear Medicine and imaginglcsh:Neurology. Diseases of the nervous systemAgedCJD Creutzfeldt–Jakob diseaseGSS Gerstmann–Sträussler–Scheinker syndromebusiness.industryDWI diffusion weighted imagingDiffusion MRI; Biophysical models; Creutzfeldt-Jakob disease; Prion disease; Spongiform degenerationMagnetic resonance imagingModels TheoreticalHyperintensityCreutzfeldt-Jakob diseaseDiffusion Magnetic Resonance ImagingNeurology (clinical)businessBiophysical modelsDiffusion MRINeuroImage: Clinical
researchProduct