03780nam 2200925z- 450 991056647540332120231214133441.0(CKB)5680000000037625(oapen)https://directory.doabooks.org/handle/20.500.12854/81101(EXLCZ)99568000000003762520202205d2022 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierMachine Learning for Biomedical ApplicationBaselMDPI - Multidisciplinary Digital Publishing Institute20221 electronic 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: generalbicsscdepthwise separable convolution (DSC)all convolutional network (ACN)batch normalization (BN)ensemble convolutional neural network (ECNN)electrocardiogram (ECG)MIT-BIH databasecephalometric landmarkX-raydeep learningResNetregistrationelectronic human-machine interfaceblindnessgesture recognitioninertial sensorsIMUdynamic contrast-enhanced MRIkidney perfusionglomerular filtration ratepharmacokinetic modelingmulti-layer perceptronparameter estimationinstance segmentationcomputer visionretinal blood vessel imagecomputer-aided diagnosisU-shaped neural networkresidual learningsemantic gapintracranial hemorrhagecomputed tomographyrandom forestsleep disorderobstructive sleep disorderovernight polysomnogramEEGEMGECGHRV signalsElectronic Medical Record (EMR)disease predictionAmyotrophic Lateral Sclerosis (ALS)weighted Jaccard index (WJI)lung cancerCT imagesCNNpulmonary fibrosisradiotherapyResearch & information: generalStrzelecki Michałedt1319558Badura PaweledtStrzelecki MichałothBadura PawelothBOOK9910566475403321Machine Learning for Biomedical Application3033964UNINA