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Анализ безопасности программного обеспечения ÐºÐ¸Ð±ÐµÑ€Ñ„Ð¸Ð·Ð¸Ñ‡ÐµÑÐºÐ¸Ñ ÑÐ¸ÑÑ‚ÐµÐ¼ с использованием методов машинного обучения

специальность 05.13.19 "Методы и системы защиты информации, информационная безопасность"
descriptionPublicationkeyboard_double_arrow_right Other literature type 01 Jan 2019 Russian Publisher:Санкт-Петербургский политехнический университет Петра Великого

doi: 10.18720/spbpu/2/r19-80

Анализ безопасности программного обеспечения ÐºÐ¸Ð±ÐµÑ€Ñ„Ð¸Ð·Ð¸Ñ‡ÐµÑÐºÐ¸Ñ ÑÐ¸ÑÑ‚ÐµÐ¼ с использованием методов машинного обучения

Abstract

Работа посвящена проблеме выявления Ð¾Ð¿Ð°ÑÐ½Ñ‹Ñ Ñ„ÑƒÐ½ÐºÑ†Ð¸Ð¾Ð½Ð°Ð»ÑŒÐ½Ñ‹Ñ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑ‚ÐµÐ¹ в программном обеспечении, функционирующем в составе ÐºÐ¸Ð±ÐµÑ€Ñ„Ð¸Ð·Ð¸Ñ‡ÐµÑÐºÐ¸Ñ ÑÐ¸ÑÑ‚ÐµÐ¼. Предложен Ð¿Ð¾Ð´Ñ Ð¾Ð´ к исследованию безопасности программного обеспечения, основанный на многовариантном динамическом анализе поведения программы в изолированном окружении с использованием методов машинного обучения и символьного выполнения. Разработаны методы, обеспечивающие увеличение покрытия исполняемого кода анализируемой программы с учетом его потенциальной опасности.

Keywords

Вычислительные системы, Информация, машинное обучение, киберфизические системы, информационная безопасность

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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Average
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