Cognitive Computational Model Using Machine Learning Algorithm in Artificial Intelligence Environment

Date
2022
Authors
Liu, Shangyi
Spiridonidis, Constantin-Viktor
Abdulrazzqa, Mohammed
Journal Title
Journal ISSN
Volume Title
Publisher
Sciendo
Abstract
In order to explore the application of machine learning algorithm to intelligent analysis of big data in an artificial intelligence (AI) environment, make cognitive computing meet the requirements of AI and better assist humans to carry out data analysis, first, the theoretical basis of machine learning algorithm is elaborated. Then, a cognitive computational model based on the machine learning algorithm is proposed, including the essence, principle, function, training method of deep belief network (DBN) algorithm, as well as the joint use of DBN algorithm and multilayer perceptron. Finally, the proposed algorithm is simulated. The results show that under the same parameter conditions, the accuracy rate of the DBN algorithm combined with multilayer perceptron is higher than that of the DBN algorithm; when the number of units is >40, the accuracy rate of the DBN algorithm combined with multilayer perceptron is significantly higher than that of the DBN algorithm; when the number of units is 30, the best effect can be obtained, and the error rate is <0.05, but the DBN algorithm cannot achieve this effect alone; when the number of network layers is specified as four, the error rate of the DBN algorithm combined with multilayer perceptron is <0.05, forming the optimal level. In the AI environment, the performance of the cognitive computational model based on the DBN algorithm and multilayer perceptron can reach the highest level, which makes the computer become a handy intelligent auxiliary tool for human beings. © 2021 Liu et al., published by Sciendo.
Description
This article is not available at CUD collection. The version of scholarly record of this article is published in Applied Mathematics and Nonlinear Sciences (2022), available online at: https://doi.org/10.2478/amns.2021.2.00112
Keywords
92B20, artificial intelligence, cognitive computational model, DBN algorithm, machine learning, multilayer perceptron
Citation
Liu, S., Spiridonidis, C. -., & Abdulrazzqa, M. (2022). Cognitive computational model using machine learning algorithm in artificial intelligence environment. Applied Mathematics and Nonlinear Sciences, https://doi.org/10.2478/amns.2021.2.00112