COMPUTATIONAL MODEL FOR MENTAL FACTOR CLASSIFICATION

ICTACT Journal on Soft Computing ( Volume: 12 , Issue: 4 )

Abstract

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Artificial Wisdom is advancement of Artificial Intelligence where wisdom should be recognized with the intelligence. Wisdom can be realized by adding values in the positive decisions. This is resulted in to the overall behavior of human being. Behavior can be demonstrated with the help of simulating thought process. Thoughts are generated in the mind along with the mental state. Mental state also known as mental factor is responsible for arousal of different types of thoughts. Ancient Indian cannon Abhidhamm claimed 52 mental factors. These are categorized in three classes such as Ethically Variable Factor, Unwholesome Factor and Beautiful Factor. Proposed computational model of consciousness demonstrates the classification of the mental states. Dataset consists of 445 samples collected from various respondents by asking three questions. Preprocessing is performed by using the techniques of Natural language processing and nonaxiomatic logic. Convolutional Neural Network Machine learning technique applied to classify the mental factors. Performance of the proposed system is measured by applying statistical measures such as Accuracy, Precision, Specificity, Recall and F1-Score. Accuracy for small and large database is obtained as 86.92% and 93.02% respectively.

Authors

R.J. Ramteke, S.S. Gharde
KBC North Maharashtra University, India

Keywords

Cognitive Science, Artificial Wisdom, Thought Generation, Consciousness, Mental Factors

Published By
ICTACT
Published In
ICTACT Journal on Soft Computing
( Volume: 12 , Issue: 4 )
Date of Publication
July 2022
Pages
2685-2689

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