59 results for “R. Shanmugam”

Research ArticleOpen accessIn the author namesIoT-Integrated CNN Deep Learning for Automated Breast Cancer Detection and DiagnosisYamini Kalva, R. Ganesh Babu, Sindhu V. et al.Breast cancer continues to be a primary cause of death in women, requiring prompt and accurate diagnosis to enhance treatment results. Traditional diagnostic techniques depend on manual assessment, which leads to possible misclassification, significant inter-observer variability, and delays in decision-making. Current deep learning models, including CNNs, frequently experience feature loss, gradient declining and restricted adaptability to real-time data. To overcome … …Journal of Computer Science, Vol. 22, Issue 4 · 30 Mar 2026 · 1,761 accessesView PDF Cite

Research ArticleOpen accessIn the author namesExploratory Data Analysis of Applications of Encryption for Netflix by ML ModelsAnanth Maria Pushpa, Subramanian ShanmugamThis study examines the performance of various machine learning algorithms in analyzing Netflix's dataset, with a focus on encryption methods used for data protection. We evaluated several models including Ada BoostM1, IBk, Random Forest, and Decision Stump using multiple performance metrics. This work analysis revealed that the Ada BoostM1 model achieved the highest accuracy at 97.14%, outperforming other algorithms. It … …Journal of Computer Science, Vol. 21, Issue 9 · 24 Nov 2025 · 1,930 accessesView PDF Cite

Research ArticleOpen accessIn the author namesArduino Based IOT Platform for Remote Monitoring of Heart Attacks and Patients FallsManikandan Shanmugam, Monisha SinghInternet of things (IoT) is a networking concept that allows connection of various smart devices. This concept plays a huge role in the healthcare industry. The developed system is a working prototype for real-time monitoring of patient falls and heart attacks. The process of developing this system included an architecture, which was built using Arduino UNO and Arduino NANO along … …Journal of Computer Science, Vol. 14, Issue 4 · 30 Apr 2018 · 9,134 accessesView PDF Cite

Research ArticleOpen accessIn the author namesIs Air Pollution Controlled Enough? “Tapered Probabilities” AnswerRamalingam ShanmugamAir pollution is dangerous sespecially to the residents in cities, as it causes lung, heart, or respiratory illness. Public health professionals ponder whether the air pollution is significantly controilled. The amount of existing air pollution is measurable, but not its regulated level, which is therefore as a parameter in a novel manner in this article. However, there is no suitable … …Current Research in Medicine, Vol. 8, Issue 1 · 6 Nov 2017 · 12,734 accessesView PDF Cite

Research ArticleOpen accessIn the author namesLevel of Non-Matching Primary Transplant Cases According to Repeat Transplants Cases and a New Bivariate Poisson DistributionRamalingam ShanmugamIn their practice, healthcare administrators and professionals often wonder about the non-matching level organs in transplants for the sake of future forecasting. Currently, there is no appropriate methodology to analyze the pertinent transplant data and describe the patterns. The lack of a suitable methodology in the literature originates from an incorrect impression that the primary transplant cases and the repeat … …Current Research in Medicine, Vol. 8, Issue 1 · 10 Jul 2017 · 9,154 accessesView PDF Cite

Research ArticleOpen accessIn the author namesRoad Safety When Drivers Use Alcohol and Marijuana: Confounded Poisson Distribution Helps to UnderstandRamalingam Shanmugam, Ram Tripathi, Karan SinghSelf-admitted users of alcohol and/or marijuana while driving haunt road safety regulating agencies in general and community groups such as Mothers Against Drunk Driving (MADD) in particular. Motivated by such data in a survey, by 6,612 drivers above 18 years old in USA during years 2013-2015, we thought of interpreting how the road safety is in the scenarios. Needless to … …International Journal of Research in Nursing, Vol. 8, Issue 1 · 3 Jun 2017 · 7,174 accessesView PDF Cite