title: ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð½Ð°Ñ ÑÐ¸ÑÑÐµÐ¼Ð° ÑÐ±Ð¾ÑÐ° Ð¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð´Ð°Ð½Ð½ÑÑ Ð´Ð»Ñ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¿ÑÐ¸ Ð¾ÑÐµÐ½ÐºÐµ ÑÑÐ½ÐºÑÐ¸Ð¾Ð½Ð°Ð»ÑÐ½Ð¾Ð³Ð¾ ÑÐ¾ÑÑÐ¾ÑÐ½Ð¸Ñ ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸ÑÑÐ¾Ð²
title: Automated system for obtaining and mining data for machine learning in evaluation of the specialistsâ functional state
Creators: name: Ð¯ÐºÐ¾Ð²Ð»ÐµÐ², ÐÐ»ÐµÐºÑÐ°Ð½Ð´Ñ
name: ÐÐ°ÑÑÑÐ¸Ð½, ÐÑÑÐµÑÐ»Ð°Ð²
name: ÐÐ°Ð¹Ð´ÐµÐ½Ð¾Ð²Ð°, ÐÑÐµÐ½Ð¸Ñ
name: ÐÐ°ÑÑÐ¾Ð¼ÐµÐ½ÐºÐ¾, ÐÐ»Ð°Ð´Ð¸Ð¼Ð¸Ñ
Publisher: name: ÐÐÐÐÐ¢ÐÐ¥-ÐÐ ÐÐ¡Ð¡
Year: 2020
Subjects: ÐÐ½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ñ
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ

description: ÐÐ°Ð¶Ð½ÐµÐ¹ÑÐ¸Ð¼ ÑÑÐ°Ð¿Ð¾Ð¼ Ð² Ð·Ð°Ð´Ð°ÑÐ°Ñ Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÐºÐ¸ Ð¸ Ð¿ÑÐ¾Ð³Ð½Ð¾Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ ÑÑÐ½ÐºÑÐ¸Ð¾Ð½Ð°Ð»ÑÐ½Ð¾Ð³Ð¾ ÑÐ¾ÑÑÐ¾ÑÐ½Ð¸Ñ Ð¸ Ð¿ÑÐ¾ÑÐµÑÑÐ¸Ð¾Ð½Ð°Ð»ÑÐ½Ð¾Ð¹ Ð½Ð°Ð´ÐµÐ¶Ð½Ð¾ÑÑÐ¸ Ð¾Ð¿ÐµÑÐ°ÑÐ¾ÑÐ¾Ð² ÑÐ»Ð¾Ð¶Ð½ÑÑ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ¾-
Ð¼Ð°ÑÐ¸Ð½Ð½ÑÑ ÑÐ¸ÑÑÐµÐ¼ ÑÐ²Ð»ÑÐµÑÑÑ ÐºÐ¾ÑÑÐµÐºÑÐ½ÑÐ¹ ÑÐ±Ð¾Ñ Ð¸ ÑÑÐ°Ð½ÐµÐ½Ð¸Ðµ Ð´Ð¸Ð°Ð³Ð½Ð¾ÑÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð´Ð°Ð½Ð½ÑÑ. ÐÐ²ÑÐ¾ÑÑ Ð¿ÑÐµÐ´Ð»Ð°Ð³Ð°ÑÑ Ð¸ Ð¾Ð¿Ð¸ÑÑÐ²Ð°ÑÑ ÑÐµÑÐµÐ½Ð¸Ðµ Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð¿ÑÐ¾Ð±Ð»ÐµÐ¼Ñ Ð² Ð²Ð¸Ð´Ðµ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½Ð¾Ð³Ð¾ ÑÑÐµÐ½Ð´Ð° Ð¼ÑÐ»ÑÑÐ¸Ð¼Ð¾Ð´Ð°Ð»ÑÐ½Ð¾Ð¹ ÑÐµÐ³Ð¸ÑÑÑÐ°ÑÐ¸Ð¸ Ð´Ð°Ð½Ð½ÑÑ Ð¾ ÑÐ¾ÑÑÐ¾ÑÐ½Ð¸Ð¸ ÑÐµÐ»Ð¾Ð²ÐµÐºÐ°. Ð Ð¿ÑÐµÐ´Ð»Ð°Ð³Ð°ÐµÐ¼Ð¾Ð¼ ÑÐµÑÐµÐ½Ð¸Ð¸ Ð¿ÑÐ¸Ð¼ÐµÐ½ÑÑÑÑÑ ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ðµ Ð¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÐµ ÑÑÐµÐ´ÑÑÐ²Ð° Ð´Ð»Ñ ÑÐµÐ³Ð¸ÑÑÑÐ°ÑÐ¸Ð¸ Ð±Ð¾Ð»ÑÑÐ¸Ñ Ð¼Ð°ÑÑÐ¸Ð²Ð¾Ð² Ð´Ð°Ð½Ð½ÑÑ ÑÑÐµÑ Ð²Ð¸Ð´Ð¾Ð²: Ð°ÑÐ´Ð¸Ð¾Ð´Ð°Ð½Ð½ÑÑ, Ð²Ð¸Ð´ÐµÐ¾Ð´Ð°Ð½Ð½ÑÑ Ð¸ ÑÐ¸Ð·Ð¸Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ñ Ð´Ð°Ð½Ð½ÑÑ, Ð¿Ð¾Ð»ÑÑÐ°ÐµÐ¼ÑÑ Ñ Ð´Ð°ÑÑÐ¸ÐºÐ¾Ð² Ð¿Ð¾Ð»Ð¸Ð³ÑÐ°ÑÐ°. Ð¡ÑÐµÐ½Ð´ Ð¿ÑÐ¾Ð¸Ð·Ð²Ð¾Ð´Ð¸Ñ Ð¿ÐµÑÐ²Ð¸ÑÐ½ÑÐµ Ð¿ÑÐµÐ¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°Ð½Ð¸Ñ Ð´Ð°Ð½Ð½ÑÑ,
ÑÑÐ¾ Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÐµÑ Ð¿Ð¾Ð»ÑÑÐ¸ÑÑ Ð½Ð°Ð±Ð¾Ñ ÑÑÑÑÐºÑÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÑ Ð¼ÑÐ»ÑÑÐ¸Ð¼Ð¾Ð´Ð°Ð»ÑÐ½ÑÑ Ð¿ÐµÑÐ²Ð¸ÑÐ½ÑÑ Ð¿Ð¾ÐºÐ°Ð·Ð°ÑÐµÐ»ÐµÐ¹, Ð²ÑÑÐ°Ð¶ÐµÐ½Ð½ÑÑ Ð² ÑÐ¸ÑÐ»ÐµÐ½Ð½Ð¾Ð¼ Ð²Ð¸Ð´Ðµ. Ð Ð¿Ð¾ÑÐ»ÐµÐ´ÑÑÑÐµÐ¼ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÐ¹ Ð¼Ð°ÑÑÐ¸Ð² Ð¼ÑÐ»ÑÑÐ¸Ð¼Ð¾Ð´Ð°Ð»ÑÐ½ÑÑ Ð¿Ð¾ÐºÐ°Ð·Ð°ÑÐµÐ»ÐµÐ¹ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑÑÑ Ð´Ð»Ñ Ð¿Ð¾Ð¸ÑÐºÐ° Ð·Ð°ÐºÐ¾Ð½Ð¾Ð¼ÐµÑÐ½Ð¾ÑÑÐµÐ¹ Ð¼ÐµÐ¶Ð´Ñ Ð½Ð¸Ð¼Ð¸ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ Ð½ÐµÑÐºÐ¾Ð»ÑÐºÐ¸Ñ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐº Ð¸ ÑÑÐµÐ¹Ð¼Ð²Ð¾ÑÐºÐ¾Ð² Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ.
description: The most important stage in problems of diagnostics and forecasting of
functional state and professional reliability of operators of complex man-machine systems is
the correct collection and storage of diagnostic data. The authors propose and describe the
solution of this problem in the form of a developed complex of multimodal registration of data on human functional state. The proposed solution uses technical and software tools to register large data sets of three types: audio, video and physiological data obtained from polygraph sensors. The complex produces primary data transformations, which allows to get a set of structured multimodal primary indicators, expressed in numerical form. Subsequently, the resulting array of multimodal indicators is used to search for regularities between them with the use of several libraries and machine learning frameworks.