Search Results - "Classification algorithms"

Rare-Disease Diagnosis on the ZebraMap Multimodal Case Report Dataset: A Hybrid Pipeline with Grounded Explainability.

Authors: Islam MS Jamal A Alkhathlan A

Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jun 04; Vol. 26 (11). Date of Electronic Publication: 2026 Jun 04.

Publication Type: Journal Article

Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE

Deep Learning for Disease Detection: Building a Leaf Image Classifier for Roses.

Authors: Georgescu MȘ Răileanu S Ungureanu C et al.

Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 May 11; Vol. 26 (10). Date of Electronic Publication: 2026 May 11.

Publication Type: Journal Article

Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE; In Process

A multi-view TSK fuzzy system with deformable Gaussian membership functions and rule-level attention for classification.

Authors: Huang Z Jiang Y Xia K

Source: PloS one [PLoS One] 2026 May 11; Vol. 21 (5), pp. e0348610. Date of Electronic Publication: 2026 May 11 (Print Publication: 2026).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

Two-Stage Dynamic Fusion Framework for Multimodal Classification Tasks.

Authors: Ge, Shoumeng Chen, Ying

Source: INFORMS Journal on Computing. Mar/Apr2026, Vol. 38 Issue 2, p625-644. 20p.

Medical hierarchical image classification via dual-geometry image-text learning.

Authors: Fan L Sowmya A Meijering E et al.

Source: Medical image analysis [Med Image Anal] 2026 Jul; Vol. 112, pp. 104120. Date of Electronic Publication: 2026 Apr 30.

Publication Type: Journal Article

Journal Info: 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

Automated gait classification: Comparison of automated algorithms to expert classification.

Authors: Kruger KM Krzak JJ Chafetz RS et al.

Source: Clinical biomechanics (Bristol, Avon) [Clin Biomech (Bristol)] 2026 Jul; Vol. 137, pp. 106864. Date of Electronic Publication: 2026 May 09.

Publication Type: Journal Article; Comparative Study

Journal Info: Publisher: Elsevier Science Country of Publication: England NLM ID: 8611877 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-1271 (Electronic) Linking ISSN: 02680033 NLM ISO Abbreviation: Clin Biomech (Bristol) Subsets: MEDLINE

Adaptive sample repulsion against class-specific counterfactuals for explainable imbalanced classification.

Authors: Hao Y Gao X Diao X et al.

Source: Neural networks : the official journal of the International Neural Network Society [Neural Netw] 2026 Jul; Vol. 199, pp. 108652. Date of Electronic Publication: 2026 Jan 30.

Publication Type: Journal Article

Journal Info: 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

Functional Outcome Prediction in Young Adults With Mental Health Symptoms Using Machine Learning and Large Language Models: Longitudinal Observational Study.

Authors: Mikolas P Huth F Bröckel-Bundt K et al.

Source: JMIR mental health [JMIR Ment Health] 2026 Jun 22; Vol. 13, pp. e84424. Date of Electronic Publication: 2026 Jun 22.

Publication Type: Journal Article; Observational Study

Journal Info: Publisher: JMIR Publications Inc Country of Publication: Canada NLM ID: 101658926 Publication Model: Electronic Cited Medium: Internet ISSN: 2368-7959 (Electronic) Linking ISSN: 23687959 NLM ISO Abbreviation: JMIR Ment Health Subsets: MEDLINE

Understanding Transformer-Based Classifications of Medical Text Using a Large Language Model for the Attribution of Feature Importance: Proof-of-Concept Algorithm Development and Validation Study.

Authors: Zhou F Saha A Afzal M et al.

Source: JMIR medical informatics [JMIR Med Inform] 2026 Jun 10; Vol. 14, pp. e81644. Date of Electronic Publication: 2026 Jun 10.

Publication Type: Journal Article

Journal Info: 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

Multi-wavelength laser-induced fluorescence spectroscopy with KLDA and Fisher score feature selection for pollen classification.

Authors: Guo P You Y Chen S et al.

Source: Applied optics [Appl Opt] 2026 Jun 01; Vol. 65 (16), pp. 5259-5269.

Publication Type: Journal Article

Journal Info: Publisher: Optica Publishing Group Country of Publication: United States NLM ID: 0247660 Publication Model: Print Cited Medium: Internet ISSN: 1539-4522 (Electronic) Linking ISSN: 1559128X NLM ISO Abbreviation: Appl Opt Subsets: MEDLINE

Enhancing Tactile Paving Segmentation via Multidimensional Perception Networks.

Authors: Zhang A Zhang H Zhu Y et al.

Source: Annals of the New York Academy of Sciences [Ann N Y Acad Sci] 2026 Jun; Vol. 1560 (1), pp. e70298.

Publication Type: Journal Article

Journal Info: Publisher: New York Academy of Sciences Country of Publication: United States NLM ID: 7506858 Publication Model: Print Cited Medium: Internet ISSN: 1749-6632 (Electronic) Linking ISSN: 00778923 NLM ISO Abbreviation: Ann N Y Acad Sci Subsets: MEDLINE

Domain generalisation challenges in breast cancer molecular classification using foundation models: a cross-cohort exploratory study.

Authors: Fernandez-Romero J Ramos-Berciano P Perez-Perez M et al.

Source: Medical & biological engineering & computing [Med Biol Eng Comput] 2026 Jun; Vol. 64 (6), pp. 2321-2331. Date of Electronic Publication: 2026 May 11.

Publication Type: Journal Article

Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 7704869 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1741-0444 (Electronic) Linking ISSN: 01400118 NLM ISO Abbreviation: Med Biol Eng Comput Subsets: MEDLINE

Fetal health classification: a deep learning model with enhanced interpretability and lightweight deployment.

Authors: Hasan R Dattana V Mahmood S et al.

Source: Medical & biological engineering & computing [Med Biol Eng Comput] 2026 Jun; Vol. 64 (6), pp. 2057-2083. Date of Electronic Publication: 2026 Apr 06.

Publication Type: Journal Article

Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 7704869 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1741-0444 (Electronic) Linking ISSN: 01400118 NLM ISO Abbreviation: Med Biol Eng Comput Subsets: MEDLINE

Hierarchy-Aware and Knowledge-Guided Learning for Multi-Label Classification of Retinal Diseases From Fundus Images.

Authors: Yang Z Li Y Liu Y

Source: IEEE transactions on medical imaging [IEEE Trans Med Imaging] 2026 Jun; Vol. 45 (6), pp. 3262-3275.

Publication Type: Journal Article

Journal Info: 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

Deep learning for carotid Doppler spectra classification.

Authors: Bhikha C Dhuness K Mennen M et al.

Source: Medical & biological engineering & computing [Med Biol Eng Comput] 2026 Jun; Vol. 64 (6), pp. 2133-2147. Date of Electronic Publication: 2026 Apr 14.

Publication Type: Journal Article

Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 7704869 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1741-0444 (Electronic) Linking ISSN: 01400118 NLM ISO Abbreviation: Med Biol Eng Comput Subsets: MEDLINE

Federated Learning for Medical Image Classification: A Comprehensive Benchmark.

Authors: Zhou Z Luo G Chen M et al.

Source: IEEE journal of biomedical and health informatics [IEEE J Biomed Health Inform] 2026 Jun; Vol. 30 (6), pp. 5339-5352.

Publication Type: Journal Article

Journal Info: 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

Maximizing pancreatic carcinoma classification performance using parrot optimized vision transformer.

Authors: Mallika C Dinesh E Alsolai H et al.

Source: Scientific reports [Sci Rep] 2026 May 21; Vol. 16 (1). Date of Electronic Publication: 2026 May 21.

Publication Type: Journal Article

Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; In Process

Explainable machine learning for the early differentiation of pediatric bronchopneumonia using routine laboratory parameters.

Authors: Dai J Qiu H Shen L et al.

Source: PloS one [PLoS One] 2026 Jul 08; Vol. 21 (7), pp. e0351509. Date of Electronic Publication: 2026 Jul 08 (Print Publication: 2026).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

Explainable machine learning for predicting activities of daily living at discharge in stroke patients: A retrospective study using SHAP interpretability.

Authors: Ye Q Fang G Li L et al.

Source: PloS one [PLoS One] 2026 Jul 02; Vol. 21 (7), pp. e0351468. Date of Electronic Publication: 2026 Jul 02 (Print Publication: 2026).

Publication Type: Journal Article

Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE

Development and Internal Validation of a Machine Learning-Based Classification Model for Identifying Cognitive Frailty in Older Inpatients with Type 2 Diabetes Mellitus.

Authors: Wang S Tan T Wang Q et al.

Source: Clinical interventions in aging [Clin Interv Aging] 2026 Jul 01; Vol. 21, pp. 594752. Date of Electronic Publication: 2026 Jul 01 (Print Publication: 2026).

Publication Type: Journal Article; Validation Study

Journal Info: Publisher: Dove Medical Press Country of Publication: New Zealand NLM ID: 101273480 Publication Model: eCollection Cited Medium: Internet ISSN: 1178-1998 (Electronic) Linking ISSN: 11769092 NLM ISO Abbreviation: Clin Interv Aging Subsets: MEDLINE