Transactions on Machine Learning and Artificial Intelligence 2021-09-25T07:52:10+00:00 Thomas Harvey Open Journal Systems <p>Transactions on Machine Learning and Artificial Intelligence is peer-reviewed open access online journal that provides a medium of the rapid publication of original research papers, review articles, book reviews and short communications covering all areas of machine learning and artificial Intelligence. The journal publishes state-of-the-art research reports and critical evaluations of applications, techniques and algorithms in machine learning, artificial intelligence, cognitive science, software engineering, database systems, soft computing, optimization and modelling and related application areas.</p> Handwritten Signature Biometric Data Analysis for Personality Prediction System Using Machine Learning Techniques 2021-08-28T08:00:18+00:00 Shivanand S. Gornale Sathish Kumar Prakash S. Hiremath <p>Handwritten signature has been considered as one of the most widely accepted behavioral personal trait in Biometric security system; and&nbsp; It contains various dynamic and innate behavioral traits like shapes and patterns which can certainly find a person’s soft characteristics like age, gender, Personality, handedness and many more. Person’s signature or handwriting determines the state of the person’s mind or personality characteristics at the time of writing. This paper provides a personality prediction system of different characteristics determining the personality of a person based on offline handwritten signature Images. Experiments are carried out using supervised learning techniques. Results shows a significant recognition rate and validates the effectiveness against the state-of-art techniques in comparison to similar works.</p> 2021-09-25T00:00:00+00:00 Copyright (c) 2021 Shivanand S. Gornale, Sathish Kumar, Prakash S. Hiremath