The Effect of Different Dimensionality Reduction Techniques on Machine Learning Overfitting Problem

• Published in: International journal of advanced computer science & applications Vol. 12; no. 4
• Main Authors: Salam, Mustafa Abdul, Taher, Ahmad, Samy, Mustafa, Mohamed, Khaled
• Format: Journal Article
• Language: English
• Published: West Yorkshire Science and Information (SAI) Organization Limited 2021
• Subjects: Artificial neural networks; Comparative studies; Discriminant analysis; Machine learning; Principal components analysis; Reduction; Set theory; Support vector machines

In most conditions, it is a problematic mission for a machine-learning model with a data record, which has various attributes, to be trained. There is always a proportional relationship between the increase of model features and the arrival to the overfitting of the susceptible model. That observati...