title: ÐÐ¾ÑÑÑÐ¾ÐµÐ½Ð¸Ðµ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¾Ð±ÑÑÑÐ½Ð¸ÑÐµÐ»ÑÐ½Ð¾Ð³Ð¾ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÐ° ÑÐµÑÐµÐ½Ð¸Ñ Ð¿ÑÐ¸ÐºÐ»Ð°Ð´Ð½ÑÑ Ð·Ð°Ð´Ð°Ñ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ ÑÐµÑÑÑÑÐ¾Ð² ÑÑÐ¿ÐµÑÐºÐ¾Ð¼Ð¿ÑÑÑÐµÑÐ½Ð¾Ð³Ð¾ ÐºÐ»Ð°ÑÑÐµÑÐ°
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of an ExplainableIntelligence System for Solving Applied Problems Using Supercomputer ClusterResources
Creators: name: Ð¤ÐµÐ´Ð¾ÑÐ¾Ð², Ð¡ÑÐ°Ð½Ð¸ÑÐ»Ð°Ð²
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: Ð¾Ð±ÑÑÑÐ½Ð¸ÑÐµÐ»ÑÐ½ÑÐ¹ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑ
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ÑÐµÐ½Ð·ÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐµ Ð´Ð°Ð½Ð½ÑÐµ
explainable intelligence
survival model
machine learning
supercomputer cluster
censored data

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description: In this work, an approach to developing an explanatory intelligence system for identifying the most important factors influencing the successful completion of tasks in a supercomputer cluster is presented. The task of executing applied tasks in a supercomputer cluster can be classified as a survival analysis problem, which involves working with censored data about the tasks. The goal of achieving explanations is proposed to be accomplished by explaining the predictions of a model capable of determining the probability of successful execution of an applied task in a supercomputer cluster through its survival function. The explainable intelligence model endows the supercomputer cluster with cognitive abilities, allowing it to "understand"which factors have the greatest impact on the success of task execution.