Application of Support Vector Machine (SVM) and Proximal Support Vector Machine (PSVM) for fault classification of monoblock centrifugal pump. - N. R. Sakthivel; V. Sugumaran; Binoy B. Nair (Int. J. Data Anal. Tech. Strateg., 2010)

Decision support system using artificial immune recognition system for fault classification of centrifugal pump. - N. R. Sakthivel; Binoy B. Nair; V. Sugumaran; Rajakumar S. Rai (Int. J. Data Anal. Tech. Strateg., 2011)

Use of histogram features for decision tree-based fault diagnosis of monoblock centrifugal pump. - N. R. Sakthivel; V. Indira; Binoy B. Nair; V. Sugumaran (Int. J. Granul. Comput. Rough Sets Intell. Syst., 2011)

Soft computing approach to fault diagnosis of centrifugal pump. - N. R. Sakthivel; Binoy B. Nair; V. Sugumaran (Appl. Soft Comput., 2012)

Automatic rule learning using roughset for fuzzy classifier in fault categorization of mono-block centrifugal pump. - N. R. Sakthivel; V. Sugumaran; Binoy B. Nair (Appl. Soft Comput., 2012)

Application of standalone system and hybrid system for fault diagnosis of centrifugal pump using time domain signals and statistical features. - N. R. Sakthivel; Binoy B. Nair; V. Sugumaran; Rajakumar S. Roy (Int. J. Data Min. Model. Manag., 2012)

Artificial intelligence applications in financial forecasting - a survey and some empirical results. - Binoy B. Nair; V. P. Mohandas (Intell. Decis. Technol., 2015)

An intelligent recommender system for stock trading. - Binoy B. Nair; V. P. Mohandas (Intell. Decis. Technol., 2015)

Modeling of Consumption Data for Forecasting in Automated Metering Infrastructure (AMI) Systems. - A. Jayanth Balaji; D. S. Harish Ram; Binoy B. Nair (CSOC (3), 2016)

Machine Learning Approaches to Electricity Consumption Forecasting in Automated Metering Infrastructure (AMI) Systems: An Empirical Study. - A. Jayanth Balaji; D. S. Harish Ram; Binoy B. Nair (CSOC (2), 2017)

Application of Clustering Techniques for Video Summarization - An Empirical Study. - Alvina Anna John; Binoy B. Nair; P. N. Kumar (CSOC (1), 2017)

Clustering stock price time series data to generate stock trading recommendations: An empirical study. - Binoy B. Nair; P. K. Saravana Kumar; N. R. Sakthivel; U. Vipin (Expert Syst. Appl., 2017)

Chatter prediction in boring process using machine learning technique. - S. Saravanamurugan; S. Thiyagu; N. R. Sakthivel; Binoy B. Nair (Int. J. Manuf. Res., 2017)

A deep learning approach to electric energy consumption modeling. - A. Jayanth Balaji; D. S. Harish Ram; Binoy B. Nair (J. Intell. Fuzzy Syst., 2019)

Future Engineering Curricula: Balancing Domain Competence with CPS Readiness. - Binoy B. Nair; D. S. Harish Ram; Manoj Kumar Panda; A. Jayanth Balaji; T. Gireesh Kumar; Vivek Mohan (IEEE Des. Test, 2020)

Deep Learning Based Approach to Generate Realistic Data for ADAS Applications. - Rajat Kumar Soni; Binoy B. Nair (ICCCSP, 2021)

Driver's Face Detection in Poor Illumination for ADAS Applications. - Saksham Srivastava; S. Adarsh 002; Binoy B. Nair; K. I. Ramachandran (ICCCSP, 2021)

Robotic Hand Rehabilitation System. - Dineshkumar; N. R. Sakthivel; Binoy B. Nair (CoRR, 2021)

Improving Range estimation accuracy of an ultrasonic Sensor using an adaptive Neuro-fuzzy Inference System. - S. Adarsh 002; K. I. Ramachandran; Binoy B. Nair (Int. J. Robotics Autom., 2022)

A Novel Feature Encoding Scheme for Machine Learning Based Malware Detection Systems. - Vipin Das; Binoy B. Nair; Rajagopalan Thiruvengadathan (IEEE Access, 2024)

A Novel Approach to Faster Convergence and Improved Accuracy in Deep Learning-Based Electrical Energy Consumption Forecast Models for Large Consumer Groups. - A. Jayanth Balaji; Binoy B. Nair; D. S. Harish Ram; Kuruvachan Kalluvelil George (IEEE Access, 2025)

Machine Learning Approaches for Fault Detection in Internal Combustion Engines: A Review and Experimental Investigation. - A. Srinivaas; N. R. Sakthivel; Binoy B. Nair (Informatics, 2025)