Research on the Natural Language Recognition Method Based on Cluster Analysis Using Neural Network

Table 1

Comparative analysis of presented object-oriented knowledge-based system.

Method	Clustering algorithm	Outcomes
Yang et al. [45]	Centroid update k-means	Well known neural network-based clustering method but a limited amount of data is utilized
Kilinc and Uysal [46]	Soft clustering	Utilized the nonparametric clustering approach, which reduces model complication
Hsu and Lin [47]	k-means	Robust outcomes are obtained using the combination of k-means and feature attribute engineering
Method presented in this article	Carpenter and Grossberg's adaptive resonance neural network ART2 and Kohonen learning method	Established a knowledge dynamic extraction framework for conversion of natural language to the object-oriented knowledge system