Appaji Pundalik Naik

Multidimensional Scaling Method and Some Practical Applications

B. Manjunatha, Appaji Pundalik Naik, K. R. Mahendra, Manju Prem S., Gunashekhar H., N. R. Kiran, Damodhara G. N. & Karthik R. · Archives of Current Research International · 2024

Multi-Dimensional Scaling (MDS) is a data visualization method that identifies clusters of points by representing the distances or dissimilarities between sets of objects in a lower-dimensional space. This paper explores the theoretical concepts of MDS, various methods of impleme...

Open access Research Article 10.9734/acri/2024/v24i6814

Theoretical Foundations and Application of Hidden Markov Models

B. Manjunatha, Karthik R., N. R. Kiran, Appaji Pundalik Naik, Damodhara G. N., Gunashekhar H., Manju Prem S. & K. R. Mahendra · Journal of Scientific Research and Reports · 2024

Hidden Markov Models (HMMs) are effective statistical techniques used to uncover underlying patterns in observable sequential data This paper provides a comprehensive overview of the theoretical foundations of HMMs, including key algorithms essential for their implementation, suc...

Open access Research Article 10.9734/jsrr/2024/v30i82303