Сигмоїдальна функція моделі активації нейрону на основі доктрини умовної оптимізації ентропії багатоопційних функцій
DOI:
https://doi.org/10.18372/1990-5548.58.13518Ключові слова:
Активація нейрону, функція активації, сигмоїдальна функція, логістична функція, доктрина багатоопційності, умовна оптимальність, гібридно-опційна функція ефективності, псевдо-ентропія, варіаційна задачаАнотація
Здійснено спробу відкрити правдоподібну причину, що пояснює обґрунтування функції активації моделі нейрону, типа сигмоїдальної функції подібної до логістичної функції, в термінах доктрини багатоопційної умовної оптимальності для невизначеності спеціальних функцій гібридно-опційної ефективності. У випадку, що вивчається відображення вхідної інформації у вихідну обумовлене ентропією умовно оптимального розподілу функцій активації стосовно індукованого локального поля нейрону. Запропоновано оцінювати спрямування невизначеності комбінованою гібридною псевдо-ентропійною функцією. Це є новим поглядом на наукове пояснення добре відомої залежності виведеної іншим шляхом. Теоретичні міркування, які розвиваються, а також математичні викладки підтверджуються числовим моделюванням та побудованими діаграмами.
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