adeelsohailahmed / machine-learning-algorithms-comparison-on-banknote-authentication

Source code used in comparing different machine learning algorithms for banknote authentication dataset.

An Empirical Performance Comparison of Machine Learning Methods for the Detection of Forged Banknotes

Abstract

This paper seeks to compare the performance of different machine learning methods (stochastic gradient descent, k-nearest neighbors’ classifier, decision tree classifier, logistic regression) employed to detect the forgery of banknotes and determine the most suitable method for the detection of forged or counterfeit banknotes.

Keywords: Banknote, KNN Classifier, Decision Tree Classifier, Logistic Regression, Stochastic Gradient Descent, Performance Comparison, Counterfeit Detection