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Big Data Analysis Using Apache Spark MLlib and Hadoop HDFS with Scala and Java
Published 2019-05-01“…Apache Spark is another tool that developed and established to be the real model for analyzing big data with its innovative processing framework inside the memory and high-level programming libraries for machine learning, efficient data treating and etc. In this paper, some comparisons are presented about the time performance evaluation among Scala and Java in apache spark MLlib. …”
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Strategic Data Pattern Visualisation
Published 2022-02-01“…In this chapter, contingent resource-based theory is applied to the analysis of big data, treating its visualisation as a mode of interdisciplinary communication. …”
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A Fourier Fitting Method for Floating Vehicle Trajectory Lines
Published 2025-06-01“…This paper integrates road network data to enhance trajectory data, treating trajectory data as a dynamic signal that changes over time. …”
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Integrating Significant SNPs Identified by GWAS for Genomic Prediction of the Number of Ribs and Carcass Length in Suhuai Pigs
Published 2025-02-01“…For NRs, based on the iWGS data, treating the most significant SNP as fixed effects in the GBLUP model had the highest predictive performance, with a prediction accuracy of 0.528 ± 0.023. …”
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O Rio Grande do Norte no Brasil: uma contextualização em onze imagens
Published 2017-09-01“…In this perspective, the present work explores eleven geographical representations of the Brazilian space, comparing the national data to the regional issues of the state. The data treated refer to: population; demographic density; sectors of GDP; metropolises and urban hierarchies; theoretical area of influence of the metropolises; flows, airports and GDP; development index; cultural equipment; potential viewers; engines of development and efficiency of municipalities. …”
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Age assessment at the time of death based on panoramic radiography
Published 2005-01-01“…Multiple regression equations were constructed for the age estimation, including four parameters (the number of missing teeth, the number of intact teeth, the distance of cement-enamel junction from the alveolar ridge, the number of abraded teeth). The nature of data treated by regression analysis required the careful choice of parameters, appropriate functional model for each parameter, and the experience of the investigator. …”
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Revisiting the diagnosis and treatment of Para Kala-azar Dermal Leishmaniasis in the endemic foci of Bangladesh.
Published 2023-01-01“…This retrospective cross-sectional study discusses 16 Para-KDL cases with one-year follow-up data, treated between 2012-2021 at the Surya Kanta Kala-azar Research Center, Bangladesh. …”
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Role of locoregional surgery in treating FIGO 2009 stage IVB cervical cancer patients: a population-based study
Published 2021-08-01“…Objective We aimed to analyse the clinical value of primary site surgery in improving the cancer-specific survival (CSS) and overall survival (OS) of initial metastatic cervical cancer patients.Design A population-based retrospective study.Setting National Cancer Institute’s Surveillance, Epidemiology and End Results database.Participants We analysed 1390 patients with the International Federation of Gynecology and Obstetrics 2009 stage IVB cervical cancer with complete clinical data treated between 2010 and 2016.Interventions Primary site surgery.Measures Propensity score matching (PSM) with a ratio of 1:2 was used to balance measure covariates of comparison groups. …”
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Innovative Tools for Nitrogen Fertilization Traceability in Organic Farming Products: A Fennel Case Study
Published 2025-03-01“…Lately, an integrated approach based on the use of isotopic, chemical and biological data treated by chemometrics has been suggested to authenticate organic products. …”
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Neonatal, infant, and childhood growth following metformin versus insulin treatment for gestational diabetes: A systematic review and meta-analysis.
Published 2019-08-01“…Limited evidence (1 study with data treated as 2 cohorts) suggested that adiposity indices (abdominal [p = 0.02] and visceral [p = 0.03] fat volumes) may be higher in children born to metformin-treated compared to insulin-treated mothers. …”
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Characterizing Breast Tumor Heterogeneity Through IVIM-DWI Parameters and Signal Decay Analysis
Published 2025-06-01“…The primary purpose of this study was to evaluate different methods for breast tumor characterization using IVIM-DWI data treated as hyperspectral image stacks. Dice similarity coefficients and Jaccard indices were specifically used to evaluate the spatial segmentation accuracy of tumor boundaries, confirmed by experienced physicians on dynamic contrast-enhanced MRI (DCE-MRI), emphasizing detailed tumor characterization rather than binary diagnosis of cancer. …”
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