Výsledky vyhľadávania - "Unsupervised Machine Learning"

Unsupervised machine learning in sleep research: a scoping review.

Autori: Biedebach L Ferreira-Santos D Stefanos MA a ďalší

Zdroj: Sleep [Sleep] 2025 Nov 10; Vol. 48 (11).

Spôsob vydávania: Journal Article; Scoping Review

Informácie o časopise: Publisher: Oxford University Press Country of Publication: United States NLM ID: 7809084 Publication Model: Print Cited Medium: Internet ISSN: 1550-9109 (Electronic) Linking ISSN: 01618105 NLM ISO Abbreviation: Sleep Subsets: MEDLINE

Výrazy zo slovníka MeSH: Sleep*/physiology , Unsupervised Machine Learning*, Humans ; Polysomnography/methods

Pretrained language models for semantics-aware data harmonisation of observational clinical studies in the era of big data.

Autori: Dylag JJ Zlatev Z Boniface M

Zdroj: BMC medical informatics and decision making [BMC Med Inform Decis Mak] 2025 Oct 29; Vol. 25 (1), pp. 400. Date of Electronic Publication: 2025 Oct 29.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: BioMed Central Country of Publication: England NLM ID: 101088682 Publication Model: Electronic Cited Medium: Internet ISSN: 1472-6947 (Electronic) Linking ISSN: 14726947 NLM ISO Abbreviation: BMC Med Inform Decis Mak Subsets: MEDLINE

Výrazy zo slovníka MeSH: Natural Language Processing* , Semantics* , Big Data* , Unsupervised Machine Learning* , Observational Studies as Topic* , Data Mining*/methods, Humans ; Electronic Health Records

Using unsupervised machine learning methods to cluster cardio-metabolic profile of the middle-aged and elderly Chinese with general and central obesity.

Autori: Xue Y Song M Ung COL a ďalší

Zdroj: BMC cardiovascular disorders [BMC Cardiovasc Disord] 2025 Oct 27; Vol. 25 (1), pp. 772. Date of Electronic Publication: 2025 Oct 27.

Spôsob vydávania: Journal Article; Comparative Study

Informácie o časopise: Publisher: BioMed Central Country of Publication: England NLM ID: 100968539 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2261 (Electronic) Linking ISSN: 14712261 NLM ISO Abbreviation: BMC Cardiovasc Disord Subsets: MEDLINE

Výrazy zo slovníka MeSH: Obesity, Abdominal*/diagnosis , Obesity, Abdominal*/epidemiology , Obesity, Abdominal*/physiopathology , Obesity, Abdominal*/blood , Adiposity* , Unsupervised Machine Learning* , Obesity*/diagnosis , Obesity*/epidemiology , Obesity*/physiopathology , Obesity*/blood , Cardiovascular Diseases*/diagnosis , Cardiovascular Diseases*/epidemiology , Metabolomics*, Humans ; Male ; Middle Aged ; Female ; Aged ; China/epidemiology ; Risk Assessment ; Age Factors ; Comorbidity ; Longitudinal Studies ; Cardiometabolic Risk Factors ; Biomarkers/blood ; Cluster Analysis ; Predictive Value of Tests ; East Asian People

Blood Pressure and Heart Rate Patterns Identified by Unsupervised Machine Learning and Their Associations with Subclinical Cerebral and Renal Damage in a Japanese Community: The Masuda Study.

Autori: Hisamatsu T Kinuta M Munetomo S a ďalší

Zdroj: Acta medica Okayama [Acta Med Okayama] 2025 Oct; Vol. 79 (5), pp. 369-379.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Okayama University Medical School Country of Publication: Japan NLM ID: 0417611 Publication Model: Print Cited Medium: Internet ISSN: 0386-300X (Print) Linking ISSN: 0386300X NLM ISO Abbreviation: Acta Med Okayama Subsets: MEDLINE

Výrazy zo slovníka MeSH: Heart Rate*/physiology , Blood Pressure*/physiology , Unsupervised Machine Learning*, Humans ; Female ; Middle Aged ; Male ; Aged ; Cross-Sectional Studies ; Japan ; Adult ; East Asian People

Non-invasive prediction of NSCLC immunotherapy efficacy and tumor microenvironment through unsupervised machine learning-driven CT radiomic subtypes: a multi-cohort study.

Autori: Guo Y Gong B Li Y a ďalší

Zdroj: International journal of surgery (London, England) [Int J Surg] 2025 Oct 01; Vol. 111 (10), pp. 6592-6603. Date of Electronic Publication: 2025 Jun 24.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Wolters Kluwer Health, Inc Country of Publication: United States NLM ID: 101228232 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1743-9159 (Electronic) Linking ISSN: 17439159 NLM ISO Abbreviation: Int J Surg Subsets: MEDLINE

Výrazy zo slovníka MeSH: Tumor Microenvironment*/immunology , Carcinoma, Non-Small-Cell Lung*/therapy , Carcinoma, Non-Small-Cell Lung*/diagnostic imaging , Carcinoma, Non-Small-Cell Lung*/immunology , Carcinoma, Non-Small-Cell Lung*/mortality , Lung Neoplasms*/therapy , Lung Neoplasms*/diagnostic imaging , Lung Neoplasms*/immunology , Lung Neoplasms*/mortality , Immunotherapy*/methods , Unsupervised Machine Learning* , Tomography, X-Ray Computed*/methods, Humans ; Male ; Female ; Middle Aged ; Aged ; Cohort Studies ; Prognosis ; Radiomics

Classification of Adolescent Idiopathic Scoliosis Curvature Using Contrastive Clustering.

Autori: Kim DH Park S Kwon DW a ďalší

Zdroj: Spine [Spine (Phila Pa 1976)] 2025 Dec 15; Vol. 50 (24), pp. 1692-1701. Date of Electronic Publication: 2025 May 23.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Lippincott Williams & Wilkins Country of Publication: United States NLM ID: 7610646 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1528-1159 (Electronic) Linking ISSN: 03622436 NLM ISO Abbreviation: Spine (Phila Pa 1976) Subsets: MEDLINE

Výrazy zo slovníka MeSH: Scoliosis*/classification , Scoliosis*/diagnostic imaging , Scoliosis*/surgery , Unsupervised Machine Learning*, Humans ; Adolescent ; Female ; Male ; Retrospective Studies ; Cluster Analysis ; Child ; Thoracic Vertebrae/diagnostic imaging ; Thoracic Vertebrae/surgery ; Reproducibility of Results ; Lumbar Vertebrae/diagnostic imaging ; Lumbar Vertebrae/surgery ; Machine Learning

Unsupervised Characterization of Temporal Dataset Shifts as an Early Indicator of AI Performance Variations: Evaluation Study Using the Medical Information Mart for Intensive Care-IV Dataset.

Autori: Fernández-Narro D Ferri P Gutiérrez-Sacristán A a ďalší

Zdroj: JMIR medical informatics [JMIR Med Inform] 2025 Dec 03; Vol. 13, pp. e78309. Date of Electronic Publication: 2025 Dec 03.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101645109 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-9694 (Electronic) Linking ISSN: 22919694 NLM ISO Abbreviation: JMIR Med Inform Subsets: MEDLINE

Výrazy zo slovníka MeSH: Electronic Health Records*/statistics & numerical data , Artificial Intelligence* , Critical Care* , Intensive Care Units* , Unsupervised Machine Learning*, Humans ; Hospital Mortality ; Databases, Factual ; Time Factors

DSMR: Dual-Stream Networks with Refinement Module for Unsupervised Multi-modal Image Registration.

Autori: Li L Zhu L Wang Q a ďalší

Zdroj: Interdisciplinary sciences, computational life sciences [Interdiscip Sci] 2025 Dec; Vol. 17 (4), pp. 804-821. Date of Electronic Publication: 2025 Apr 19.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Springer-Verlag Country of Publication: Germany NLM ID: 101515919 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1867-1462 (Electronic) Linking ISSN: 18671462 NLM ISO Abbreviation: Interdiscip Sci Subsets: MEDLINE

Výrazy zo slovníka MeSH: Image Processing, Computer-Assisted*/methods , Unsupervised Machine Learning* , Neural Networks, Computer*, Humans ; Algorithms ; Deep Learning ; Magnetic Resonance Imaging

An Unsupervised Learning Approach for Reconstructing 3T-Like Images From 0.3T MRI Without Paired Training Data.

Autori: Yang H Liu S Liu Y a ďalší

Zdroj: IEEE transactions on medical imaging [IEEE Trans Med Imaging] 2025 Dec; Vol. 44 (12), pp. 5358-5371.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 8310780 Publication Model: Print Cited Medium: Internet ISSN: 1558-254X (Electronic) Linking ISSN: 02780062 NLM ISO Abbreviation: IEEE Trans Med Imaging Subsets: MEDLINE

Výrazy zo slovníka MeSH: Magnetic Resonance Imaging*/methods , Unsupervised Machine Learning* , Image Processing, Computer-Assisted*/methods, Humans ; Brain/diagnostic imaging ; Algorithms

An unsupervised learning-based guidewire shape registration for vascular intervention surgery robot.

Autori: Liu Y Hu Z

Zdroj: Computer methods in biomechanics and biomedical engineering [Comput Methods Biomech Biomed Engin] 2025 Dec; Vol. 28 (16), pp. 2446-2462. Date of Electronic Publication: 2024 Jul 22.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Informa Healthcare Country of Publication: England NLM ID: 9802899 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1476-8259 (Electronic) Linking ISSN: 10255842 NLM ISO Abbreviation: Comput Methods Biomech Biomed Engin Subsets: MEDLINE

Výrazy zo slovníka MeSH: Robotic Surgical Procedures* , Vascular Surgical Procedures*/instrumentation , Vascular Surgical Procedures*/methods , Unsupervised Machine Learning* , Robotics*, Humans ; Algorithms

Unsupervised 4D-flow MRI reconstruction based on partially-independent generative modeling and complex-difference sparsity constraint.

Autori: Li Z Sun A Wei H a ďalší

Zdroj: Medical image analysis [Med Image Anal] 2025 Dec; Vol. 106, pp. 103769. Date of Electronic Publication: 2025 Aug 20.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9713490 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1361-8423 (Electronic) Linking ISSN: 13618415 NLM ISO Abbreviation: Med Image Anal Subsets: MEDLINE

Výrazy zo slovníka MeSH: Magnetic Resonance Imaging*/methods , Image Processing, Computer-Assisted*/methods , Imaging, Three-Dimensional*/methods , Unsupervised Machine Learning*, Humans ; Algorithms ; Blood Flow Velocity ; Deep Learning ; Neural Networks, Computer

Clinical phenotypes among patients that underwent cardiac resynchronization therapy using unsupervised learning integrating gated SPECT.

Autori: Leal de Azevedo Junior G Painter N He Z a ďalší

Zdroj: Nuclear medicine communications [Nucl Med Commun] 2025 Dec 01; Vol. 46 (12), pp. 1145-1154. Date of Electronic Publication: 2025 Oct 07.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Lippincott Williams & Wilkins Country of Publication: England NLM ID: 8201017 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1473-5628 (Electronic) Linking ISSN: 01433636 NLM ISO Abbreviation: Nucl Med Commun Subsets: MEDLINE

Výrazy zo slovníka MeSH: Cardiac Resynchronization Therapy* , Unsupervised Machine Learning* , Cardiac-Gated Single-Photon Emission Computer-Assisted Tomography*, Humans ; Male ; Female ; Phenotype ; Aged ; Middle Aged

Unsupervised Stratification of Patients With Myocardial Infarction Based on Imaging and In-Silico Biomarkers.

Autori: Serra D Romero P Franco P a ďalší

Zdroj: IEEE transactions on medical imaging [IEEE Trans Med Imaging] 2025 Dec; Vol. 44 (12), pp. 4762-4774.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 8310780 Publication Model: Print Cited Medium: Internet ISSN: 1558-254X (Electronic) Linking ISSN: 02780062 NLM ISO Abbreviation: IEEE Trans Med Imaging Subsets: MEDLINE

Výrazy zo slovníka MeSH: Myocardial Infarction*/diagnostic imaging , Myocardial Infarction*/physiopathology , Magnetic Resonance Imaging*/methods , Imaging, Three-Dimensional*/methods , Unsupervised Machine Learning* , Image Interpretation, Computer-Assisted*/methods, Humans ; Arrhythmias, Cardiac/diagnostic imaging ; Male ; Female ; Biomarkers/analysis ; Middle Aged ; Computer Simulation ; Risk Assessment ; Aged

Efficient Vision Transformers for Ophthalmic Images Classification: A Comparative Study of Supervised, Semi-Supervised, and Unsupervised Learning Approaches.

Autori: Al-Wassiti AS Mutar MT Al Sakini AS a ďalší

Zdroj: Journal of medical systems [J Med Syst] 2025 Nov 17; Vol. 49 (1), pp. 160. Date of Electronic Publication: 2025 Nov 17.

Spôsob vydávania: Journal Article; Comparative Study

Informácie o časopise: Publisher: Kluwer Academic/Plenum Publishers Country of Publication: United States NLM ID: 7806056 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-689X (Electronic) Linking ISSN: 01485598 NLM ISO Abbreviation: J Med Syst Subsets: MEDLINE

Výrazy zo slovníka MeSH: Supervised Machine Learning* , Unsupervised Machine Learning* , Image Processing, Computer-Assisted*/methods, Humans ; Cluster Analysis

Residual Metal Artifact Reduction in CT Images: An Unsupervised Residual and Contrastive Learning Approach for Preserving Metal Structures.

Autori: Kim Y Lee JW Lee BC a ďalší

Zdroj: Medical physics [Med Phys] 2025 Nov; Vol. 52 (11), pp. e70078.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: John Wiley and Sons, Inc Country of Publication: United States NLM ID: 0425746 Publication Model: Print Cited Medium: Internet ISSN: 2473-4209 (Electronic) Linking ISSN: 00942405 NLM ISO Abbreviation: Med Phys Subsets: MEDLINE

Výrazy zo slovníka MeSH: Artifacts* , Metals* , Tomography, X-Ray Computed* , Image Processing, Computer-Assisted*/methods , Unsupervised Machine Learning*, Deep Learning ; Humans ; Neural Networks, Computer

Predicting progression of mild cognitive impairment patients through four distinctive subgroups obtained by unsupervised learning algorithms.

Autori: Silva-Spínola A Baldeiras I Santana I a ďalší

Korporácia: Silva-Spínola A Baldeiras I Santana I a ďalší

Zdroj: Journal of Alzheimer's disease : JAD [J Alzheimers Dis] 2025 Nov; Vol. 108 (1_suppl), pp. S222-S232. Date of Electronic Publication: 2025 Apr 03.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: SAGE Publications Country of Publication: United States NLM ID: 9814863 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1875-8908 (Electronic) Linking ISSN: 13872877 NLM ISO Abbreviation: J Alzheimers Dis Subsets: MEDLINE

Výrazy zo slovníka MeSH: Cognitive Dysfunction*/classification , Cognitive Dysfunction*/diagnosis , Cognitive Dysfunction*/psychology , Disease Progression* , Unsupervised Machine Learning* , Algorithms*, Humans ; Male ; Female ; Aged ; Alzheimer Disease/diagnosis ; Aged, 80 and over ; Longitudinal Studies ; Prognosis ; Neuropsychological Tests

Structural consistency learning for unsupervised domain adaptive object detection.

Autori: Jiang Z Chen J Yuan Y

Zdroj: Neural networks : the official journal of the International Neural Network Society [Neural Netw] 2025 Nov; Vol. 191, pp. 107767. Date of Electronic Publication: 2025 Jul 09.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Pergamon Press Country of Publication: United States NLM ID: 8805018 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-2782 (Electronic) Linking ISSN: 08936080 NLM ISO Abbreviation: Neural Netw Subsets: MEDLINE

Výrazy zo slovníka MeSH: Unsupervised Machine Learning* , Pattern Recognition, Automated*/methods , Neural Networks, Computer*, Humans ; Algorithms

SPHARM-Reg: Unsupervised Cortical Surface Registration Using Spherical Harmonics.

Autori: Lee S Ryu S Lyu I

Zdroj: IEEE transactions on medical imaging [IEEE Trans Med Imaging] 2025 Nov; Vol. 44 (11), pp. 4732-4742.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 8310780 Publication Model: Print Cited Medium: Internet ISSN: 1558-254X (Electronic) Linking ISSN: 02780062 NLM ISO Abbreviation: IEEE Trans Med Imaging Subsets: MEDLINE

Výrazy zo slovníka MeSH: Image Processing, Computer-Assisted*/methods , Magnetic Resonance Imaging*/methods , Unsupervised Machine Learning*, Humans ; Algorithms ; Adult ; Brain/diagnostic imaging

A confidence-guided Unsupervised domain adaptation network with pseudo-labeling and deformable CNN-transformer for medical image segmentation.

Autori: Zhou J Xu Y Liu Z a ďalší

Zdroj: Neural networks : the official journal of the International Neural Network Society [Neural Netw] 2025 Nov; Vol. 191, pp. 107844. Date of Electronic Publication: 2025 Jul 08.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Pergamon Press Country of Publication: United States NLM ID: 8805018 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-2782 (Electronic) Linking ISSN: 08936080 NLM ISO Abbreviation: Neural Netw Subsets: MEDLINE

Výrazy zo slovníka MeSH: Neural Networks, Computer* , Image Processing, Computer-Assisted*/methods , Unsupervised Machine Learning*, Humans ; Magnetic Resonance Imaging/methods ; Algorithms

3D Isotropic High-Resolution Fetal Brain MRI Reconstruction From Motion Corrupted Thick Data Based on Physical-Informed Unsupervised Learning.

Autori: Wu J Chen L Li Z a ďalší

Zdroj: IEEE journal of biomedical and health informatics [IEEE J Biomed Health Inform] 2025 Nov; Vol. 29 (11), pp. 8256-8267.

Spôsob vydávania: Journal Article

Informácie o časopise: Publisher: Institute of Electrical and Electronics Engineers Country of Publication: United States NLM ID: 101604520 Publication Model: Print Cited Medium: Internet ISSN: 2168-2208 (Electronic) Linking ISSN: 21682194 NLM ISO Abbreviation: IEEE J Biomed Health Inform Subsets: MEDLINE

Výrazy zo slovníka MeSH: Magnetic Resonance Imaging*/methods , Brain*/diagnostic imaging , Brain*/embryology , Imaging, Three-Dimensional*/methods , Fetus*/diagnostic imaging , Unsupervised Machine Learning*, Humans ; Female ; Deep Learning ; Pregnancy