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Восстановление зависимостей

учебное пособие
descriptionPublicationkeyboard_double_arrow_right Other literature type 01 Jan 2020 Russian Publisher:Санкт-Петербургский политехнический университет Петра Великого

doi: 10.18720/spbpu/2/s20-61

Восстановление зависимостей

Abstract

Пособие соответствует ФГОС ВПО по направлению 16.03.01 Â«Ð¢ÐµÑ Ð½Ð¸Ñ‡ÐµÑÐºÐ°Ñ физика», магистерские программы 16.03.01_01 "Физика и Ñ‚ÐµÑ Ð½Ð¸ÐºÐ° полупроводников", 16.04.01_02 "Физика структур пониженной размерности", 16.04.01_08 "Физика Ð¼ÐµÐ´Ð¸Ñ†Ð¸Ð½ÑÐºÐ¸Ñ Ñ‚ÐµÑ Ð½Ð¾Ð»Ð¾Ð³Ð¸Ð¹". Изложены методы извлечения информации о Ñ„Ð¸Ð·Ð¸Ñ‡ÐµÑÐºÐ¸Ñ Ð¿Ñ€Ð¾Ñ†ÐµÑÑÐ°Ñ Ð¸Ð· ÑÐºÑÐ¿ÐµÑ€Ð¸Ð¼ÐµÐ½Ñ‚Ð°Ð»ÑŒÐ½Ñ‹Ñ Ð´Ð°Ð½Ð½Ñ‹Ñ . Задачи линейной и нелинейной аппроксимации, а также регрессии, методы увеличения устойчивости ÑÑ‚Ð¸Ñ Ð·Ð°Ð´Ð°Ñ‡, робастные методы аппроксимации и регрессии, анализ Ð´Ð°Ð½Ð½Ñ‹Ñ , Ð¸Ð¼ÐµÑŽÑ‰Ð¸Ñ Ð²Ñ‹Ð±Ñ€Ð¾ÑÑ‹, сглаживание ÑÐ¼Ð¿Ð¸Ñ€Ð¸Ñ‡ÐµÑÐºÐ¸Ñ Ð·Ð°Ð²Ð¸ÑÐ¸Ð¼Ð¾ÑÑ‚ÐµÐ¹ – рассмотрены как представители класса Ð¾Ð±Ñ€Ð°Ñ‚Ð½Ñ‹Ñ Ð½ÐµÐºÐ¾Ñ€Ñ€ÐµÐºÑ‚Ð½Ñ‹Ñ Ð·Ð°Ð´Ð°Ñ‡. Основное внимание уделено приемам практической реализации методов решения проблем восстановления зависимостей, анализу Ð¸Ñ Ð´Ð¾ÑÑ‚Ð¾Ð¸Ð½ÑÑ‚Ð² и недостатков на основе решения ÐºÐ¾Ð½ÐºÑ€ÐµÑ‚Ð½Ñ‹Ñ Ð¿Ñ€Ð¸Ð¼ÐµÑ€Ð¾Ð². Содержание пособия опирается как на классические, так и на современные достижения вычислительной математики и математической физики. Предназначено для студентов, аспирантов, а также слушателей факультета повышения квалификации преподавателей СПбПУ, Ð·Ð°Ð½Ð¸Ð¼Ð°ÑŽÑ‰Ð¸Ñ ÑÑ обработкой и интерпретацией ÑÐºÑÐ¿ÐµÑ€Ð¸Ð¼ÐµÐ½Ñ‚Ð°Ð»ÑŒÐ½Ñ‹Ñ Ð´Ð°Ð½Ð½Ñ‹Ñ .

Keywords

Вычислительная математика, Математическая физика, Физический эксперимент

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citations
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
Average
Average
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