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Titlebook: Challenges in Computational Statistics and Data Mining; Stan Matwin,Jan Mielniczuk Book 2016 Springer International Publishing Switzerland

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Juvenile Idiopathic Arthritis ( JIA)a framework for identification of the so-called block-oriented systems that can be represented by finite-dimensional parameters and an infinite-dimensional set of nonlinear characteristics that run typically through a nonparametric class of univariate functions. We consider systems which are express
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Systemic Lupus Erythematosus (SLE)which deteriorate classification performance: decomposition of the minority class into rare sub-concepts, overlapping of classes and distinguishing different types of examples. New experimental studies showing the influence of these factors on classifiers are presented. The paper also includes criti
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Systemic Lupus Erythematosus (SLE)howcase of advantages and challenges of Big Data phenomenon. Accumulation of massive data volumes combined with development of intelligent Data Mining algorithms allows more data being analysed and linked. Unintended consequences of Big Data analytics include increasing risks of discovery new inform
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Pediatric Rheumatology in Clinical Practicee tests under the assumption of conditions that do not actually exist. There is another approach: we can use the data to build models. This is the goal of Tukey’s “Exploratory Data Analysis.” In this paper I will be examining alternatives to the Neoclassical Analysis of the stock market, the dominan
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