A hybrid neural network comprising Fuzzy ARTMAP and Fuzzy C-Means Clustering is proposed for pattern classification with incomplete training and test data. Two benchmark problems and a real medical pattern classification task are employed to evaluate the effectiveness of the hybrid network. The results are analyzed and compared with those from other methods.
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http://dx.doi.org/10.1109/TPAMI.2005.64 | DOI Listing |
JAMA Psychiatry
January 2025
Department of Psychiatry and Behavioral Sciences, Norton College of Medicine, SUNY Upstate Medical University, Syracuse, New York.
Importance: Intermittent explosive disorder (IED) is an understudied psychiatric condition marked by impulsive aggression and poorly regulated emotional control, often resulting in interpersonal and societal consequences. Better understanding of comorbidities can improve screening, diagnosis, and treatment.
Objective: To investigate the prevalence of IED and its associations with psychiatric, neurological, and somatic disorders.
Vopr Virusol
December 2024
Smorodintsev Research Institute of Influenza, Ministry of Health of Russian Federation.
Introduction: Omsk hemorrhagic fever (OHF) is a severe disease identified in the 1940s in Western Siberia, Russia. Disease is caused by the OHF virus, which belongs to the genus . The purpose of the work.
View Article and Find Full Text PDFAppl Microbiol Biotechnol
January 2025
Department of Microbiology and Biochemistry, Hochschule Geisenheim University, Von-Lade-Straße 1, 65366, Geisenheim, Germany.
Improving ale or lager yeasts by conventional breeding is a non-trivial task. Domestication of lager yeasts, which are hybrids between Saccharomyces cerevisiae and Saccharomyces eubayanus, has led to evolved strains with severely reduced or abolished sexual reproduction capabilities, due to, e.g.
View Article and Find Full Text PDFEnviron Manage
January 2025
Department of Geoecology, Institute of Geosciences and Geography, Martin Luther University, Halle-Wittenberg, Halle (Saale), Germany.
In the face of unabated urban expansion, understanding the intrinsic characteristics of landscape structure is pertinent to preserving ecological diversity and managing the supply of ecosystem services. This study integrates machine-learning-based geospatial and landscape ecological techniques to assess the dynamics of landscape structure in cities of the rainforest (Akure and Owerri) and Guinea savanna (Makurdi and Minna) ecological regions of Nigeria between 1986 and 2022. Supervised classification using the random forest (RF) machine-learning classifier was performed on Landsat images on the Google Earth Engine (GEE) platform, and landscape metrics were calculated with FRAGSTATS to assess landscape composition, configuration, and connectivity.
View Article and Find Full Text PDFInfant Ment Health J
January 2025
Department of Psychology, American University in Cairo, New Cairo City, Egypt.
This study is the first to explore the relation between children's attachment classifications, assessed by Mary Ainsworth's Strange Situation Procedure (SSP), and mothers' acceptance-rejection behaviors from the lens of Interpersonal Acceptance-Rejection Theory (IPARTheory). As a pilot study, the sample consisted of 23 Egyptian mother-child dyads. The mean age of children in the SSP was 18.
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