Author
Contributions by role
Author 2
Gaurav Dhiman
Jagat Guru Nanak Dev Punjab State Open University, India
Summary
Edited Journals
IECE Contributions

Research Article | 02 June 2025
A Hybrid Machine Learning Fuzzy Non-linear Regression Approach for Neutrosophic Fuzzy Set
IECE Transactions on Machine Intelligence | Volume 1, Issue 1: 42-51, 2025 | DOI: 10.62762/TMI.2025.561363
Abstract
Neutrosophic sets play a significant role for handling indeterminacy. In this paper, we introduce a novel fuzzy non-linear regression model to find the minimum spread of neutrosophic fuzzy sets. Kuhn-Tucker's necessary conditions are employed to estimate the parameters for non-linear regression models, which can be applied to any data set. The resulting hybrid model possesses the ability to minimise the spread of uncertainty in a much better fashion than the existing non-linear regression contenders which rely on KKT- based model. The hybrid approach reduces the maximum spread by 22.09% and improves prediction accuracy, as shown by a 22.23% reduction in RMSE. The study’s findings highligh... More >

Graphical Abstract
A Hybrid Machine Learning Fuzzy Non-linear Regression Approach for Neutrosophic Fuzzy Set

Open Access | Editorial | 31 December 2024
Advances in Machine Intelligence: Past, Present, and Future
IECE Transactions on Machine Intelligence | Volume 1, Issue 1: 1-5, 2024 | DOI: 10.62762/TMI.2024.631844
Abstract
Machine intelligence has evolved from being a purely theoretical idea into a fundamental element of contemporary technology, transforming industries and influencing society on a broad scale. This editorial delves into its historical development, recent advancements, and prospective future directions. It highlights the dynamic interaction between technological progress, innovative algorithms, and the ethical challenges that shape the field, offering a thorough and insightful overview. More >