aspg-33-4452-1792223361 20261017074921 American Scientific Publishing Group admin@americaspg.com American Scientific Publishing Group Galoitica: Journal of Mathematical Structures and Applications GJMSA 2834-5568 2026 13 2 Prem Kumar Singh Department of Computer Science and Engineering, Gandhi Institute of Technology and Management, Visakhapatnam, Andhra Pradesh 530045, India In recent times, investigating data with Turiyam attributes and its analysis has been considered one of the crucial tasks. It provides a way to characterize fuzziness in attributes in four independent ways: the true region (t), false region ( f ), indeterminate region (i), and liberal region (l). Numerous algorithms have been suggested for applications of the Turiyam set as a graph, a Turiyam matrix and algebraic properties of a Turiyam matrix. It tries to use words to calculate whenever there’s a human consciousness. One suitable example is the voting system in a democratic country like India where people vote according to their conduit metaphor or they select NOTA. There are, however, several older four valued methods, such as those of Nagarjuna (Catuskoti) and Aristotle’s logic and Belnap’s logic. The author gives an example to compare the Turiyam logic with each of these approaches in this paper. 2026 01 05 4452 https://creativecommons.org/licenses/by/4.0/ 10.54216/GJMSA.130201 https://americaspg.com/journal/33/article/4452 https://americaspg.com/storage/articles/manuscripts/01KXYCSM58SAK5XCSMG398S9DF.pdf