03813nam 2200949z- 450 991056647540332120220506(CKB)5680000000037625(oapen)https://directory.doabooks.org/handle/20.500.12854/81101(oapen)doab81101(EXLCZ)99568000000003762520202205d2022 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierMachine Learning for Biomedical ApplicationBaselMDPI - Multidisciplinary Digital Publishing Institute20221 online resource (198 p.)3-0365-3445-8 3-0365-3446-6 Biomedicine is a multidisciplinary branch of medical science that consists of many scientific disciplines, e.g., biology, biotechnology, bioinformatics, and genetics; moreover, it covers various medical specialties. In recent years, this field of science has developed rapidly. This means that a large amount of data has been generated, due to (among other reasons) the processing, analysis, and recognition of a wide range of biomedical signals and images obtained through increasingly advanced medical imaging devices. The analysis of these data requires the use of advanced IT methods, which include those related to the use of artificial intelligence, and in particular machine learning. It is a summary of the Special Issue "Machine Learning for Biomedical Application", briefly outlining selected applications of machine learning in the processing, analysis, and recognition of biomedical data, mostly regarding biosignals and medical images.Research & information: generalbicsscall convolutional network (ACN)Amyotrophic Lateral Sclerosis (ALS)batch normalization (BN)blindnesscephalometric landmarkCNNcomputed tomographycomputer visioncomputer-aided diagnosisCT imagesdeep learningdepthwise separable convolution (DSC)disease predictiondynamic contrast-enhanced MRIECGEEGelectrocardiogram (ECG)electronic human-machine interfaceElectronic Medical Record (EMR)EMGensemble convolutional neural network (ECNN)gesture recognitionglomerular filtration rateHRV signalsIMUinertial sensorsinstance segmentationintracranial hemorrhagekidney perfusionlung cancerMIT-BIH databasemulti-layer perceptronn/aobstructive sleep disorderovernight polysomnogramparameter estimationpharmacokinetic modelingpulmonary fibrosisradiotherapyrandom forestregistrationresidual learningResNetretinal blood vessel imagesemantic gapsleep disorderU-shaped neural networkweighted Jaccard index (WJI)X-rayResearch & information: generalStrzelecki Michałedt1319558Badura PaweledtStrzelecki MichałothBadura PawelothBOOK9910566475403321Machine Learning for Biomedical Application3033964UNINA