Search Results - "ENSEMBLE learning"

PM 2.5 concentration prediction system combining fuzzy information granulation and multi-model ensemble learning.

Authors: Chen Y Wang J Li R et al.

Source: Journal of environmental sciences (China) [J Environ Sci (China)] 2025 Oct; Vol. 156, pp. 332-345. Date of Electronic Publication: 2024 Jul 16.

Publication Type: Journal Article

Journal Info: Publisher: IOS Press Country of Publication: Netherlands NLM ID: 100967627 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1001-0742 (Print) Linking ISSN: 10010742 NLM ISO Abbreviation: J Environ Sci (China) Subsets: MEDLINE

MeSH Terms: Air Pollutants*/analysis , Ensemble Learning* , Environmental Monitoring*/methods , Particulate Matter*/analysis, Air Pollution/statistics & numerical data ; Algorithms ; Fuzzy Logic ; Machine Learning ; Neural Networks, Computer

Autoencoder-Assisted Stacked Ensemble Learning for Lymphoma Subtype Classification: A Hybrid Deep Learning and Machine Learning Approach.

Authors: Ogundokun RO Owolawi PA Tu C et al.

Source: Tomography (Ann Arbor, Mich.) [Tomography] 2025 Aug 18; Vol. 11 (8). Date of Electronic Publication: 2025 Aug 18.

Publication Type: Journal Article

Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101671170 Publication Model: Electronic Cited Medium: Internet ISSN: 2379-139X (Electronic) Linking ISSN: 23791381 NLM ISO Abbreviation: Tomography Subsets: MEDLINE

MeSH Terms: Autoencoder* , Ensemble Learning* , Lymphoma*/diagnostic imaging , Lymphoma*/classification , Lymphoma*/pathology, Humans ; Algorithms ; Deep Learning ; Machine Learning ; Principal Component Analysis ; Support Vector Machine

An interpretable stacking ensemble learning model for visual-manual distraction level classification for in-vehicle interactions.

Authors: Wang Y Liang Z Tian P et al.

Source: Accident; analysis and prevention [Accid Anal Prev] 2025 Sep; Vol. 220, pp. 108150. Date of Electronic Publication: 2025 Jun 27.

Publication Type: Journal Article

Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 1254476 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-2057 (Electronic) Linking ISSN: 00014575 NLM ISO Abbreviation: Accid Anal Prev Subsets: MEDLINE

MeSH Terms: Attention* , Automobile Driving*/psychology , Automobiles* , Distracted Driving* , Ensemble Learning*, Humans ; Accidents, Traffic/prevention & control ; Cluster Analysis ; Logistic Models ; Pupil

Refining LLMs outputs with iterative consensus ensemble (ICE).

Authors: Omar M Glicksberg BS Nadkarni GN et al.

Source: Computers in biology and medicine [Comput Biol Med] 2025 Sep; Vol. 196 (Pt B), pp. 110731. Date of Electronic Publication: 2025 Jul 16.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 1250250 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0534 (Electronic) Linking ISSN: 00104825 NLM ISO Abbreviation: Comput Biol Med Subsets: MEDLINE

MeSH Terms: Large Language Models* , Ensemble Learning*, Humans ; Primary Health Care ; Datasets as Topic

An adaptive online learning scheme for anomaly detection in IIoT data streams under varying operating conditions.

Authors: Li, Yuxuan He, Zhen He, Yingdong et al.

Source: International Journal of Production Research. Oct2025, p1-27. 27p. 10 Illustrations.

Subject Terms: *CYBER physical systems, *BAYESIAN analysis, ANOMALY detection (Computer security), ENSEMBLE learning, DIMENSIONAL reduction algorithms, MACHINE learning, STREAM measurements

Neuroimaging pattern interactions for suicide risk in depression captured by ensemble learning over transcriptome-defined parcellation.

Authors: Wang T Shao J Yan R et al.

Source: Progress in neuro-psychopharmacology & biological psychiatry [Prog Neuropsychopharmacol Biol Psychiatry] 2025 Jun 20; Vol. 139, pp. 111390. Date of Electronic Publication: 2025 May 02.

Publication Type: Journal Article

Journal Info: Publisher: Pergamon Press Country of Publication: England NLM ID: 8211617 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1878-4216 (Electronic) Linking ISSN: 02785846 NLM ISO Abbreviation: Prog Neuropsychopharmacol Biol Psychiatry Subsets: MEDLINE

MeSH Terms: Brain*/diagnostic imaging , Brain*/physiopathology , Brain*/metabolism , Depressive Disorder, Major*/diagnostic imaging , Depressive Disorder, Major*/genetics , Depressive Disorder, Major*/psychology , Ensemble Learning* , Neuroimaging*/methods , Suicide*/psychology , Transcriptome*, Adult ; Female ; Humans ; Male ; Middle Aged ; Machine Learning ; Magnetic Resonance Imaging/methods

Emotion recognition with multiple physiological parameters based on ensemble learning.

Authors: Liao Y Gao Y Wang F et al.

Source: Scientific reports [Sci Rep] 2025 Jun 06; Vol. 15 (1), pp. 19869. Date of Electronic Publication: 2025 Jun 06.

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

MeSH Terms: Emotions*/physiology , Ensemble Learning*, Adult ; Female ; Humans ; Male ; Young Adult ; Electroencephalography ; Galvanic Skin Response/physiology ; Heart Rate/physiology ; Machine Learning ; Neural Networks, Computer ; Skin Temperature/physiology

Accurate prediction of virulence factors using pre-train protein language model and ensemble learning.

Authors: Li G Zhou J Luo J et al.

Source: BMC genomics [BMC Genomics] 2025 May 21; Vol. 26 (1), pp. 517. Date of Electronic Publication: 2025 May 21.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100965258 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2164 (Electronic) Linking ISSN: 14712164 NLM ISO Abbreviation: BMC Genomics Subsets: MEDLINE

MeSH Terms: Bacterial Proteins*/chemistry , Computational Biology*/methods , Ensemble Learning* , Virulence Factors*/chemistry , Virulence Factors*/genetics

An ensemble learning model to predict lymph node metastasis in early gastric cancer.

Authors: Song K Wu J Xu M et al.

Source: Scientific reports [Sci Rep] 2025 Apr 02; Vol. 15 (1), pp. 11257. Date of Electronic Publication: 2025 Apr 02.

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

MeSH Terms: Ensemble Learning* , Lymphatic Metastasis*/pathology , Lymphatic Metastasis*/diagnosis , Stomach Neoplasms*/pathology , Stomach Neoplasms*/diagnosis, Adult ; Aged ; Female ; Humans ; Male ; Middle Aged ; Algorithms ; Lymph Nodes/pathology ; Machine Learning ; Prognosis ; Risk Factors

An ensemble learning method combined with multiple feature representation strategies to predict lncRNA subcellular localizations.

Authors: Zhang L Gao S Yuan Q et al.

Source: Computational biology and chemistry [Comput Biol Chem] 2025 Apr; Vol. 115, pp. 108336. Date of Electronic Publication: 2025 Jan 01.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: England NLM ID: 101157394 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1476-928X (Electronic) Linking ISSN: 14769271 NLM ISO Abbreviation: Comput Biol Chem Subsets: MEDLINE

MeSH Terms: Computational Biology*/methods , Ensemble Learning* , RNA, Long Noncoding*/analysis , RNA, Long Noncoding*/genetics , RNA, Long Noncoding*/metabolism, Humans ; Algorithms

Joint ensemble learning-based risk prediction of Alzheimer's disease among mild cognitive impairment patients.

Authors: Guan T Shang L Yang P et al.

Source: The journal of prevention of Alzheimer's disease [J Prev Alzheimers Dis] 2025 Apr; Vol. 12 (4), pp. 100083. Date of Electronic Publication: 2025 Feb 05.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101638820 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2426-0266 (Electronic) Linking ISSN: 22745807 NLM ISO Abbreviation: J Prev Alzheimers Dis Subsets: MEDLINE

MeSH Terms: Alzheimer Disease*/diagnosis , Alzheimer Disease*/epidemiology , Cognitive Dysfunction*/diagnosis , Cognitive Dysfunction*/epidemiology , Ensemble Learning*, Aged ; Aged, 80 and over ; Female ; Humans ; Male ; Proportional Hazards Models ; Risk Assessment/methods ; Risk Factors

CT-DCENet: Deep EEG Denoising via CNN-Transformer-Based Dual-Stage Collaborative Ensemble Learning.

Authors: Tang Y Huang W Chen C et al.

Source: IEEE journal of biomedical and health informatics [IEEE J Biomed Health Inform] 2025 Jun; Vol. 29 (6), pp. 4095-4108.

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

MeSH Terms: Deep Learning* , Electroencephalography*/methods , Ensemble Learning* , Signal Processing, Computer-Assisted*, Adult ; Female ; Humans ; Male ; Artifacts ; Neural Networks, Computer ; Signal-To-Noise Ratio

Research on the financial early warning models based on ensemble learning algorithms: Introducing MD&A and stock forum comments textual indicators.

Authors: Zhang Z Zhu Z Hua Y

Source: PloS one [PLoS One] 2025 May 22; Vol. 20 (5), pp. e0323737. Date of Electronic Publication: 2025 May 22 (Print Publication: 2025).

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

MeSH Terms: Algorithms* , Ensemble Learning* , Models, Economic*, Humans

Enhancing biomedical relation extraction through data-centric and preprocessing-robust ensemble learning approach.

Authors: Meesawad W Han JC Hsueh CY et al.

Source: Database : the journal of biological databases and curation [Database (Oxford)] 2025 May 22; Vol. 2025.

Publication Type: Journal Article

Journal Info: Publisher: Oxford Journals Country of Publication: England NLM ID: 101517697 Publication Model: Print Cited Medium: Internet ISSN: 1758-0463 (Electronic) Linking ISSN: 17580463 NLM ISO Abbreviation: Database (Oxford) Subsets: MEDLINE

MeSH Terms: Data Mining*/methods , Ensemble Learning*, Humans

A systematic literature review: exploring the challenges of ensemble model for medical imaging.

Authors: Supriyadi MR Samah ABA Muliadi J et al.

Source: BMC medical imaging [BMC Med Imaging] 2025 Apr 18; Vol. 25 (1), pp. 128. Date of Electronic Publication: 2025 Apr 18.

Publication Type: Journal Article; Systematic Review

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968553 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2342 (Electronic) Linking ISSN: 14712342 NLM ISO Abbreviation: BMC Med Imaging Subsets: MEDLINE

MeSH Terms: Diagnostic Imaging*/methods , Ensemble Learning*, Humans

A lamb freshness detection model using a flexible optoelectronic in-situ sensing system and multi-input multi-label causal ensemble learning.

Authors: He W Huang W Wang Y et al.

Source: Food chemistry [Food Chem] 2025 Apr 15; Vol. 471, pp. 142803. Date of Electronic Publication: 2025 Jan 07.

Publication Type: Journal Article; Evaluation Study

Journal Info: Publisher: Elsevier Applied Science Publishers Country of Publication: England NLM ID: 7702639 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-7072 (Electronic) Linking ISSN: 03088146 NLM ISO Abbreviation: Food Chem Subsets: MEDLINE

MeSH Terms: Ensemble Learning* , Meat*/analysis , Red Meat*/analysis, Animals ; Sheep

REMED-T2D: A robust ensemble learning model for early detection of type 2 diabetes using healthcare dataset.

Authors: Phan LT Rakkiyappan R Manavalan B

Source: Computers in biology and medicine [Comput Biol Med] 2025 Mar; Vol. 187, pp. 109771. Date of Electronic Publication: 2025 Feb 05.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 1250250 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0534 (Electronic) Linking ISSN: 00104825 NLM ISO Abbreviation: Comput Biol Med Subsets: MEDLINE

MeSH Terms: Databases, Factual* , Diabetes Mellitus, Type 2*/diagnosis , Ensemble Learning*, Adult ; Female ; Humans ; Male ; Early Diagnosis

Using pretrained models in ensemble learning for date fruits multiclass classification.

Authors: Eser M Bilgin M Yasin ET et al.

Source: Journal of food science [J Food Sci] 2025 Mar; Vol. 90 (3), pp. e70136.

Publication Type: Journal Article

Journal Info: Publisher: Wiley on behalf of the Institute of Food Technologists Country of Publication: United States NLM ID: 0014052 Publication Model: Print Cited Medium: Internet ISSN: 1750-3841 (Electronic) Linking ISSN: 00221147 NLM ISO Abbreviation: J Food Sci Subsets: MEDLINE

MeSH Terms: Cucurbitaceae*/classification , Ensemble Learning* , Fruit*/classification , Fruit*/chemistry, Deep Learning ; Neural Networks, Computer ; Quality Control

Ensemble learning to predict short birth interval among reproductive-age women in Ethiopia: evidence from EDHS 2016-2019.

Authors: Kelkay JM Anteneh DS Wubneh HD et al.

Source: BMC pregnancy and childbirth [BMC Pregnancy Childbirth] 2025 Feb 05; Vol. 25 (1), pp. 121. Date of Electronic Publication: 2025 Feb 05.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100967799 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2393 (Electronic) Linking ISSN: 14712393 NLM ISO Abbreviation: BMC Pregnancy Childbirth Subsets: MEDLINE

MeSH Terms: Birth Intervals*/statistics & numerical data , Ensemble Learning*, Adolescent ; Adult ; Female ; Humans ; Middle Aged ; Pregnancy ; Young Adult ; Algorithms ; Ethiopia/epidemiology

Retracted: A Dynamic Adaptive Ensemble Learning Framework for Noninvasive Mild Cognitive Impairment Detection: Development and Validation Study.

Authors: Li A Li J Hu Y et al.

Source: JMIR medical informatics [JMIR Med Inform] 2025 Jan 20; Vol. 13, pp. e60250. Date of Electronic Publication: 2025 Jan 20.

Publication Type: Journal Article; Validation Study; Retracted Publication

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

MeSH Terms: Cognitive Dysfunction*/diagnosis , Ensemble Learning*, Aged ; Aged, 80 and over ; Female ; Humans ; Male ; Middle Aged ; Wearable Electronic Devices