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Articles with tag: «regression analysis»

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    Mathematical methods of forecasting
  • 2020 № 1 Methods of Modelling and Prediction of Surgery Duration

    Based on the analysis of foreign publications, a comparative characteristic of methods and models of prediction
    of surgical operations duration was carried out. The importance of estimating the accuracy of prediction the duration of
    operations for effective planning of the use of operating rooms and high-tech equipment is shown. Analyzed statistical and
    regression methods to predict the duration of operations, and the use of artificial neural networks to estimate the duration
    of an operation. Mathematical expressions are given, allowing to estimate duration of operation as a whole, as well as data
    on prediction errors.

    Authors: Chernega V. S. [4] Eremenko A. N. [4]

    Tags: accuracy of prediction1 neural networks9 planning of use of operating rooms and high-tech equipment1 regression analysis2 statistical models1 surgery1 surgery duration1

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  • Artificial intelligence in health care
  • 2020 № 1 Modern methods of analysis and forecasting of time series and use in medicine

    The article is a review of Russian and foreign scientific publications related to the use of methods of analysis and
    forecasting of time series in medicine. 112 major publications over the past 5 years, located on the Internet resources e-library
    and PubMed, are considered. Examples of the application of such methods as exponential smoothing, regression analysis,
    the ARIMA method and their variants for time series analysis are shown. Various approaches to mathematical modeling of
    the time series are presented. The results of the article can be used to select a method of analysis and forecasting time series
    depending on the tasks.

    Authors: Zakharov. S. D. [4] Egorov D. B. [2] Egorova A. O. [1]

    Tags: analysis and forecasting of the time series1 arima2 exponential smoothing1 regression analysis2 time series2

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