In this paper, we enhance and analyze the Evolving Tree (ETree) data analysis algorithm. The suggested improvements aim to make the system perform better while still maintaining the simple nature of the basic algorithm. We also examine the system's behavior with many different kinds of tests, measurements and visualizations. We compare the ETree's performance against classical data analysis methods and very similar modern systems. We find that the ETree is a suitable method for unsupervised analysis of huge data sets.
Download full-text PDF |
Source |
---|---|
http://dx.doi.org/10.1109/tnn.2006.873294 | DOI Listing |
Int J Syst Evol Microbiol
January 2025
China National Research Institute of Food & Fermentation Industries, China Center of Industrial Culture Collection, Beijing 100015, PR China.
is widely used as a starter culture in the production of cheese, yoghurt and various cultured dairy products, which holds considerable significance in both research and practical applications within the food industry. Throughout history, the taxonomy of has undergone several adjustments and revisions. In 1984, based on the result of DNA-DNA hybridization, was reclassified as subsp.
View Article and Find Full Text PDFCancer Epidemiol Biomarkers Prev
January 2025
University of Kentucky, Lexington, KY, United States.
Background: Kentucky is within the top five leading states for breast mortality nationwide. This study investigates the association between neighborhood socioeconomic disadvantage and breast cancer outcomes, including surgical treatment, radiation therapy, chemotherapy, and survival, and how associations vary by race and ethnicity in Kentucky.
Methods: We conducted a retrospective cohort analysis using data from the Kentucky Cancer Registry (KCR) for breast cancer patients diagnosed between 2010 and 2017, with follow-up through December 31, 2022.
Cancer Epidemiol Biomarkers Prev
January 2025
A.C. Camargo Cancer Center, São Paulo, Brazil.
Background: Oropharyngeal cancer (OPC) incidence is rising globally, predominantly in high-income countries due to human papillomavirus (HPV) infection. However, further data on OPC incidence in Brazil is needed. The aim of this study was to estimate the incidence, trends, and predictions of OPC in Brazilian population-based cancer registries (PBCRs) by period, sex, and topography.
View Article and Find Full Text PDFAIDS Patient Care STDS
January 2025
Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, Oakland, California, USA.
Community health workers (CHWs) play a significant role in supporting health services delivery in communities with few trained health care providers. There has been limited research on ways to optimize the role of CHWs in HIV prevention service delivery. This study explored CHWs' experiences with offering HIV prevention services [HIV testing and HIV pre- and post-exposure prophylaxis (PrEP and PEP)] during three pilot studies in rural communities in Kenya and Uganda, which aimed to increase biomedical HIV prevention coverage via a structured patient-centered HIV prevention delivery model.
View Article and Find Full Text PDFJAMA Netw Open
January 2025
Department of Global Health, School of Public Health, Boston University, Boston, Massachusetts.
Importance: Semaglutide, a novel glucagon-like peptide-1 (GLP-1) receptor agonist medication, was approved for weight management in individuals with obesity in June 2021. There is limited evidence on factors associated with uptake among individuals in this subgroup without diabetes.
Objective: To explore factors associated with semaglutide initiation among a population of commercially insured individuals with obesity but no diagnosed diabetes.
Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!