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Главная страница » Конкурсные работы участников » Технические науки » Выпускная квалификационная работа “Применение рекуррентных нейронных сетей для цели автоматизации стенографирования законотворческого процесса”

Выпускная квалификационная работа “Применение рекуррентных нейронных сетей для цели автоматизации стенографирования законотворческого процесса”

Автор (ы)

Неустроев Николай Арианович

Аффилиация

Северо-Восточный федеральный университет имени М.К.Аммосова,

Научный руководитель

Иванова Мария Анатольевна

Аннотация

Актуальность: Большой объем текста, подлежащего стенографированию, определяет задачу частичной автоматизации набора текста.
Частичная автоматизация набора текста может применяться в целях стенографирования любых мероприятий, связанных с законодательной деятельностью Государственной Думы.

Цель: разработать модель предсказания следующего символа в тексте, позволяющую автоматизировать набор текста.

Задачи:

изучить литературу;
изучить применяемые для решения аналогичных задач методы;
найти и получить доступ к источнику данных;
выбрать наиболее подходящие методы;
разработать и воплотить в программном коде выбранные методы;
экспериментальным путём выбрать оптимальный метод.

Объектом исследования в настоящей работе являются рекуррентные нейронные сети.

Предметом исследования в настоящей работе является предсказание следующего элемента в последовательности с помощью рекуррентных нейронных сетей.

Основные результаты:

В рамках исследования были построены нейросетевые модели долгой краткосрочной памяти и управляемых рекуррентных блоков, решающие задачу предсказывания (классификации) следующего элемента текстовой последовательности — печатного знака. Достигнутое минимальное значение функции потерь — функции перекрёстной энтропии — 0,3803 за 50 эпох.
Кроме того, модели научились составлять слова и словосочетания, не ставить знаки препинания в середине слов, придерживаться официально-делового стиля речи.

Содержание работы

Автор предпочел не показывать работу на сайте