Search Results - algorithm explainability

Algorithm Explainability for Malware Evolution with Search Trajectory Networks

Authors: Kehinde Babaagba Ritwik Murali Sarah L. Thomson

Source: Proceedings of the Genetic and Evolutionary Computation Conference Companion. :2285-2293

Enhancing explainability in epidemiological predictions using fuzzy logic integrated with machine and deep learning algorithms.

Authors: Fatima U Khushal R

Source: Scientific reports [Sci Rep] 2025 Oct 16; Vol. 15 (1), pp. 36139. Date of Electronic Publication: 2025 Oct 16.

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: Fuzzy Logic* , Deep Learning* , COVID-19*/epidemiology , Machine Learning*, Humans ; Algorithms ; Influenza A Virus, H1N1 Subtype ; SARS-CoV-2 ; Influenza, Human/epidemiology ; Influenza, Human/prevention & control

Mining multi-electrode and multi-wave electroencephalogram based time-interval temporal patterns for improved classification capabilities and explainability.

Authors: Landau O Nissim N

Source: Artificial intelligence in medicine [Artif Intell Med] 2025 Dec; Vol. 170, pp. 103269. Date of Electronic Publication: 2025 Sep 14.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Science Publishing Country of Publication: Netherlands NLM ID: 8915031 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-2860 (Electronic) Linking ISSN: 09333657 NLM ISO Abbreviation: Artif Intell Med Subsets: MEDLINE

MeSH Terms: Electroencephalography*/methods , Algorithms* , Brain-Computer Interfaces* , Data Mining*/methods , Signal Processing, Computer-Assisted* , Brain*/physiology, Humans ; Electrodes ; Time Factors

Enhancing explainability of random survival forests in predicting stent patency risk for malignant colonic obstruction.

Authors: Wan Y Zou MS Li D et al.

Source: BMC gastroenterology [BMC Gastroenterol] 2025 Oct 23; Vol. 25 (1), pp. 754. Date of Electronic Publication: 2025 Oct 23.

Publication Type: Journal Article

Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968547 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-230X (Electronic) Linking ISSN: 1471230X NLM ISO Abbreviation: BMC Gastroenterol Subsets: MEDLINE

MeSH Terms: Intestinal Obstruction*/etiology , Intestinal Obstruction*/surgery , Algorithms* , Self Expandable Metallic Stents* , Colonic Neoplasms*/complications, Humans ; Female ; Male ; Aged ; Middle Aged ; Proportional Hazards Models ; Risk Assessment/methods ; Aged, 80 and over ; Prognosis ; Stents

The Effects of Explainability and User Control on Algorithmic Transparency: The Moderating Role of Algorithmic Literacy.

Authors: Moon JH Kim S Jung Y et al.

Source: Cyberpsychology, behavior and social networking [Cyberpsychol Behav Soc Netw] 2025 Jul; Vol. 28 (7), pp. 497-504. Date of Electronic Publication: 2025 May 07.

Publication Type: Journal Article

Journal Info: Publisher: Mary Ann Liebert, Inc Country of Publication: United States NLM ID: 101528721 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2152-2723 (Electronic) Linking ISSN: 21522715 NLM ISO Abbreviation: Cyberpsychol Behav Soc Netw Subsets: MEDLINE

MeSH Terms: Algorithms*, Humans

Predicting carbapenem-resistant Pseudomonas aeruginosa infection risk using XGBoost model and explainability.

Authors: Jiang Y Wang HW Tian FY et al.

Source: Scientific reports [Sci Rep] 2025 Jun 05; Vol. 15 (1), pp. 19737. Date of Electronic Publication: 2025 Jun 05.

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: Boosting Machine Learning Algorithms* , Carbapenems*/pharmacology , Carbapenems*/therapeutic use , Cross Infection*/microbiology , Cross Infection*/epidemiology , Drug Resistance, Bacterial* , Pseudomonas aeruginosa*/drug effects , Pseudomonas Infections*/epidemiology , Pseudomonas Infections*/microbiology , Pseudomonas Infections*/drug therapy, Adult ; Aged ; Female ; Humans ; Male ; Middle Aged ; Anti-Bacterial Agents/pharmacology ; Anti-Bacterial Agents/therapeutic use ; Machine Learning ; Risk Factors ; ROC Curve

ENHANCING GRAPH EXPLAINABILITY THROUGH GRAPH ANALYSIS ALGORITHMS

SEEG Emotion Recognition Based on Transformer Network With Channel Selection and Explainability.

Authors: Yang Z Si X Jin W et al.

Source: IEEE journal of biomedical and health informatics [IEEE J Biomed Health Inform] 2025 Nov; Vol. 29 (11), pp. 8153-8163.

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: Emotions*/physiology , Emotions*/classification , Electroencephalography*/methods , Signal Processing, Computer-Assisted* , Brain-Computer Interfaces*, Humans ; Male ; Adult ; Female ; Young Adult ; Brain/physiology ; Neural Networks, Computer ; Algorithms

Clinician perspectives on explainability in AI-driven closed-loop neurotechnology.

Authors: Schopp L Starke G Ienca M

Source: Scientific reports [Sci Rep] 2025 Oct 03; Vol. 15 (1), pp. 34638. Date of Electronic Publication: 2025 Oct 03.

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: Artificial Intelligence*, Humans ; Male ; Attitude of Health Personnel ; Female ; Algorithms ; Brain/physiology ; Neurosurgeons/psychology ; Germany ; Neurologists/psychology

Inference time correction based on confidence and uncertainty for improved deep-learning model performance and explainability in medical image classification.

Authors: Jeffrey J RajKumar A Pandey S et al.

Source: Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society [Comput Med Imaging Graph] 2025 Oct; Vol. 125, pp. 102630. Date of Electronic Publication: 2025 Aug 13.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Science Country of Publication: United States NLM ID: 8806104 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0771 (Electronic) Linking ISSN: 08956111 NLM ISO Abbreviation: Comput Med Imaging Graph Subsets: MEDLINE

MeSH Terms: Deep Learning* , Image Interpretation, Computer-Assisted*/methods , Image Processing, Computer-Assisted*/methods , Diagnostic Imaging*, Humans ; Uncertainty ; Algorithms ; Tomography, Optical Coherence ; Breast Neoplasms/diagnostic imaging ; Female ; Carpal Tunnel Syndrome/diagnostic imaging

Cloud Scaling with Narrative-Driven Computing - An approach to designing and implementing algorithms with intrinsic explainability

Authors: Grimsbo, Andrea Melby Begnum, Kyrre

Contributors: Grimsbo, Andrea Melby Begnum, Kyrre

Availability: https://hdl.handle.net/11250/3162994

ECG data classification and explainability with machine learning and deep learning algorithms

Authors: Ojha, Jaya Lind, Pedro G. Yazidi, Anis et al.

Contributors: Ojha, Jaya Lind, Pedro G. Yazidi, Anis et al.

Availability: https://hdl.handle.net/11250/3162970

Metaheuristic-optimized swin transformer with SHAP explainability for keratoconus classification from corneal topography maps.

Authors: Sujitha SMS Subiramoniyan S Mahil J et al.

Source: International ophthalmology [Int Ophthalmol] 2025 Sep 29; Vol. 45 (1), pp. 396. Date of Electronic Publication: 2025 Sep 29.

Publication Type: Journal Article

Journal Info: Publisher: Kluwer Country of Publication: Netherlands NLM ID: 7904294 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-2630 (Electronic) Linking ISSN: 01655701 NLM ISO Abbreviation: Int Ophthalmol Subsets: MEDLINE

MeSH Terms: Keratoconus*/diagnosis , Keratoconus*/classification , Corneal Topography*/methods , Cornea*/pathology , Cornea*/diagnostic imaging , Deep Learning*, Humans ; Algorithms

Refine XGBoost with SHAP explainability for non-invasive early detection of diabetic kidney disease: Estimated cardiac output as a potential indicator.

Authors: To NM Ngo QC Polus B et al.

Source: Computer methods and programs in biomedicine [Comput Methods Programs Biomed] 2026 Jan; Vol. 273, pp. 109122. Date of Electronic Publication: 2025 Oct 18.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Scientific Publishers Country of Publication: Ireland NLM ID: 8506513 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-7565 (Electronic) Linking ISSN: 01692607 NLM ISO Abbreviation: Comput Methods Programs Biomed Subsets: MEDLINE

MeSH Terms: Diabetic Nephropathies*/diagnosis , Diabetic Nephropathies*/physiopathology , Cardiac Output*, Humans ; Early Diagnosis ; Male ; Female ; Albuminuria/diagnosis ; Middle Aged ; Machine Learning ; Bangladesh ; Aged ; Nutrition Surveys ; Adult ; Algorithms ; Boosting Machine Learning Algorithms

Contributions to Explainability and Attack Detection in Deep Learning

Authors: Haffar, Rami

Contributors: University/Department: Universitat Rovira i Virgili. Departament d'Enginyeria Informàtica i Matemàtiques

Thesis Advisors: Domingo Ferrer, Josep, Sánchez Ruenes, David

Source: TDX (Tesis Doctorals en Xarxa)

Subject Terms: Explicabilitat, Intel · ligència artificial, Detecció d'atacs, Explicabilidad, Inteligencia artificial, Detección de ataques, Explainability, Artificial intelligence, Attack detection, Ciències

File Description: application/pdf

Access URL: http://hdl.handle.net/10803/689901

Early prediction of septic shock in ICU patients using machine learning: development, external validation, and explainability with SHAP.

Authors: Zhou H Li F Liu X

Source: International journal of medical informatics [Int J Med Inform] 2026 Feb; Vol. 206, pp. 106169. Date of Electronic Publication: 2025 Oct 27.

Publication Type: Journal Article

Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE

MeSH Terms: Shock, Septic*/diagnosis , Intensive Care Units* , Machine Learning*, Humans ; Male ; Female ; Middle Aged ; Aged ; Algorithms

Prediction of Metastasis in Paragangliomas and Pheochromocytomas Using Machine Learning Models: Explainability Challenges.

Authors: García-Barceló C Gil D Tomás D et al.

Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2025 Jul 04; Vol. 25 (13). Date of Electronic Publication: 2025 Jul 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

MeSH Terms: Pheochromocytoma*/pathology , Pheochromocytoma*/diagnosis , Machine Learning* , Paraganglioma*/pathology , Paraganglioma*/diagnosis , Adrenal Gland Neoplasms*/pathology , Adrenal Gland Neoplasms*/diagnosis, Humans ; Algorithms ; Data Mining ; Neoplasm Metastasis

Advanced dynamic ensemble framework with explainability driven insights for precision brain tumor classification across datasets.

Authors: Singh R Gupta S Ibrahim AO et al.

Source: Scientific reports [Sci Rep] 2025 Aug 08; Vol. 15 (1), pp. 29090. Date of Electronic Publication: 2025 Aug 08.

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: Brain Neoplasms*/classification , Brain Neoplasms*/diagnostic imaging , Brain Neoplasms*/diagnosis , Brain Neoplasms*/pathology, Humans ; Magnetic Resonance Imaging/methods ; Neural Networks, Computer ; Deep Learning ; Algorithms ; Entropy ; Artificial Intelligence

Machine learning-based academic performance prediction with explainability for enhanced decision-making in educational institutions.

Authors: Ahmed W Wani MA Plawiak P et al.

Source: Scientific reports [Sci Rep] 2025 Jul 24; Vol. 15 (1), pp. 26879. Date of Electronic Publication: 2025 Jul 24.

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: Machine Learning* , Academic Performance* , Decision Making*, Humans ; Universities ; Algorithms ; Students ; Linear Models

Decoding Diagnosis: AI Explainability for Enhanced Skin Cancer Detection.

Authors: Sandamal N Cristina S Camilleri KP

Source: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference [Annu Int Conf IEEE Eng Med Biol Soc] 2025 Jul; Vol. 2025, pp. 1-7.

Publication Type: Journal Article

Journal Info: Publisher: [IEEE] Country of Publication: United States NLM ID: 101763872 Publication Model: Print Cited Medium: Internet ISSN: 2694-0604 (Electronic) Linking ISSN: 23757477 NLM ISO Abbreviation: Annu Int Conf IEEE Eng Med Biol Soc Subsets: MEDLINE

MeSH Terms: Skin Neoplasms*/diagnosis , Skin Neoplasms*/diagnostic imaging , Artificial Intelligence* , Diagnosis, Computer-Assisted*/methods , Image Interpretation, Computer-Assisted*/methods, Humans ; Dermoscopy/methods ; Algorithms ; Neural Networks, Computer ; Deep Learning