Recent time investigating data with Turiyam attributes and its analysis is considered as one of the most crucial tasks. The reason is that it contains four valued uncertainties where human consciousness is involved. There are many data sets where the conduit metaphor of human consciousness is depicted like political data, acting, voting, citations, retraction of the paper or conflict analysis. The investigating agency or medical data or their log files exploration is totally based on Turiyam awareness of the expert. It is like considering two truths which might be independent from each other some time rather than the partial truth of Aristotle logic. One of the examples is retraction or citation of a paper cannot be partial. It has a hidden agenda to fulfill the conduit metaphor of the author/reviewer/reader or editor. Belnap logic is totally based on dealing with the unknown logic using four values rather than its fuzziness. Hence this talk will focus on comparing all these available four valued logic with an example for various applications. It can be useful for AI, Robotics, or investigating the interesting pattern in the data. 

Dr. Prem Kumar Singh has more than 15 Years of experience in teaching and research. Currently, he is working as Full Professor at Department of Computer Science and Engineering, Gandhi Institute of Technology and Management (Deemed-to-be-University)-Visakhapatnam, Andhra Pradesh 530045, India. He holds a Post-Doc in Computer Science from Faculty of Computer Science and Information Technology, University of Malaya-Kuala Lumpur which was fully funded by HIR Lab Malaysian Govt of Higher Education. He holds a PhD degree in Computer Science from School of Information Technology and Engineering, VIT University-Vellore which was fully funded by NBHM Department of Atomic Energy, Govt of India. His current research interests are complex data analysis, graph theory, uncertainty analysis and its mathematization. He is well known for the work on bipolar, three-polar, m-polar, and complex graphs. He recently introduced the Turiyam set for dealing uncertainty in the fourth dimension. These works were acknowledged by more than 110 peer reviewed conferences and Journals which received more than 3000 citations, 31 H-index and 72 i10 papers. He served as Technical Program Committee, Reviewer, Guest Editor, Editorial board member as well as Speaker for more than 350 peer reviewed conferences and journals. He has completed more than 3 research project.  He is Editor-In-Chief for “Journal of Neutrosophic and Fuzzy Systems” and Associate Editor for “Journal of Artificial Intelligence and Technology”.  He is listed as top 2% Scientist by Stanford University using Scopus data set from year 2019, 2020, 2021, 2022, 2023, 2024 and 2025 as well.