Изкуствените невронни мрежи като похват за допълване на иконометричния инструментариум
Artificial Neural Networks as a Technique for Supplementing the Econometric Toolkit

Author(s): Petar Ivanov
Subject(s): Economy, ICT Information and Communications Technologies
Published by: Университет за национално и световно стопанство (УНСС)
Keywords: artificial neural networks; machine learning
Summary/Abstract: Introduction to the nature of machine learning with a focus on artificial neural networks. Description of the structure, elements and mechanism of their functioning. Tracking the science progress based on them. Figuring out the benefits of their application as an econometric method. Clarifying the role of specific hyperparameters of theirs. Presenting a sample algorithm for application of artificial neural networks with stages ranging from data science to building an approximating model and its tuning.

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