Diagnosing cardiovascular disease via intelligence in healthcare multimedia: a novel approach Geeitha Senthilkumar, Fadi Al Turjman, Rajagopal Kumar, Jothilakshmi Ramakrishnan International Journal of Nanotechnology, 2023 Diagnosing cardiovascular disease (CVD) in its early stages remains a challenge despite the existence of all medical technologies and devices that are being used.Besides the digitised form of collecting and organising data, prediction and diagnosis are two stumbling blocks in CVD.This study explores statistical machine learning models with a multimedia health care approach using AI to predict risk factors of heart diseases associated with type 2 diabetes mellitus (T2DM).This study investigates an efficacy of a mathematical model to perform attribute evaluation using information criteria-based selection in LASSO regression.The present study implements the deep learning algorithm using a multilayer perceptron (MLP) classifier with Gaussian process
Extended Kalman filter techniques and difference equation for time varying stochastic nonlinearities G. Vinu Priya, R. Jothilakshmi Aip Conference Proceedings, 2022 In this paper the Extended Kalman filter is designed for time varying dynamic model by linearizing the first order nonlinear system. Taylor's series expansion is applied in the Extended Kalman filter algorithm to identify the dominant element. The projected Extended Kalman filter consists of forecast and data assimilation. The forecast error covariance and posterior error covariance is obtained. The Iterated Extended Kalman filter improves the accuracy by linearizing the most recent estimate with higher computational time. An estimation error and stability conditions of nonlinear system is obtained and shown that estimation error is exponentially bounded with mean square.
Forward and backward difference equations in digital signal processing M Parveen Banu, R Jothilakshmi Journal of Physics Conference Series, 2021 The relationship between difference equations with constant coefficients, obtained by establishing forward and backward differences in the filter design concepts of digital signal processing is explored in this paper. Moreover, thecorrelation is established between the input-output difference equations along with definite time invariant linear systemand the state spacedifference equationsrelated to filter design andthisleads to identify the efficient adaptive filterdesign and validate its function. Finally, the state space illustration of a system is provided, that is acceptable to construct and validate a new developed system between the difference equation and the digital signal processor.
Incorporating Artificial Fish Swarm in Ensemble Classification Framework for Recurrence Prediction of Cervical Cancer Geeitha Senthilkumar, Jothilakshmi Ramakrishnan, Jaroslav Frnda, Manikandan Ramachandran, Deepak Gupta, Prayag Tiwari, Mohammad Shorfuzzaman, Mazin Abed Mohammed IEEE Access, 2021 IoT has facilitated predominant advancements in cancer research by incorporating Artificial intelligence (AI) that enables human decision-makers to achieve a better decision. Recently, Least Absolute Shrinkage and Selection Operator (LASSO) classifier has launched in predicting recurrence cancer genes in the cervix. At the initial phase, the recurrence gene expression of lncRNA is collected from Geo Datasets. Secondly, data imputation, accomplished with Mode and Mean Missing method (MMM-DI). Thirdly, feature selection is compassed using Hilbert-Schmidt independence criterion with Diversity based Artificial Fish Swarm (HSDAFS). In the HSDA.FS algorithm, the diversity parameter is added based on the gene value, and their risk score of the lncRNAs is computed using the Artificial intelligence (AI) technique. Finally, recurrence prediction, an ENSemble Classification Framework (ENSCF), is proposed based on recurrent neural networks. The prognostic factor is computed with a risk score of nine lncRNA signatures for 300 samples taken from GSE44001. The Chi-Square method has been used to obtain statistical results. The survival of the patient with recurrence cervical cancer is shown using the proposed model.
Ulam-Hyers Stability of Second Order Difference Equations using Laplace Transforms S Malathi EKSPLORIUM-BULETIN PUSAT TEKNOLOGI BAHAN GALIAN NUKLIR 46 (02), 856–867-856–867 , 2025 2025
Integration of 5G technologies for enhanced performance in optical network communication with channel allocation and reallocation M Parveen Banu, R Jothilakshmi, S Radha Rammohan, R Vijay Anand, ... Optical and Quantum Electronics 56 (6), 975 , 2024 2024 Citations: 1
A mutual certificate-based data privacy scheme for ubiquitous and sustainable computing system users TSB Damodhar, P Anandan, C Nalini, MA Jerlin, A Victor, K Anusha, ... Sustainable Energy Technologies and Assessments 58, 103356 , 2023 2023 Citations: 1
ANFIS for prediction of epidemic peak and infected cases for COVID-19 in India R Kumar, F Al-Turjman, LNB Srinivas, M Braveen, J Ramakrishnan Neural Computing and Applications 35 (10), 7207-7220 , 2023 2023 Citations: 38
A comprehensive study of fourier and wavelet transform: features & applications MGV Priya, R Jothilakshmi, SM Chithra, V Ramasamy, KD Kumar, ... Journal of Data Acquisition and Processing 38 (1), 4741 , 2023 2023 Citations: 4
BIBO stability and decomposition analysis of signals and system with convolution techniques CB Sumathi, R Jothilakshmi Ratio Mathematica 46 , 2023 2023 Citations: 1
Linear predictor and autocorrelation for noisy and delayed digital signal GV Priya, R Jothilakshmi Ratio Mathematica 46 , 2023 2023 Citations: 1
AVQS-NN: Adaptive Virtualization for Quantum Services for application support using Neural Networks S Nakeeb Noor alleema a, Christalin Nelson Selvin b, Vijayakumar Varadarajan ... Applied Soft Computing , 2023 2023 Citations: 3
Extended Kalman filter techniques and difference equation for time varying stochastic nonlinearities GV Priya, R Jothilakshmi AIP Conference Proceedings 2385 (1), 130057 , 2022 2022
Forward and backward difference equations in digital signal processing M Parveen Banu, R Jothilakshmi Journal of Physics: Conference Series 1964 (2), 022022 , 2021 2021
Incorporating artificial fish swarm in ensemble classification framework for recurrence prediction of cervical cancer G Senthilkumar, J Ramakrishnan, J Frnda, M Ramachandran, D Gupta, ... IEEE Access 9, 83876-83886 , 2021 2021 Citations: 43
A framework for task allocation in IoT-oriented industrial manufacturing systems N Velusamy, F Al-Turjman, R Kumar, J Ramakrishnan Computer Networks 190, 107971 , 2021 2021 Citations: 12
An Algorithm for the Inverse Distance-2 Dominating Set of a Graph KA Bibi, A Lakshmi, R Jothilakshmi Applied Mathematics and Scientific Computing: International Conference on … , 2019 2019
Laplacian Minimum Dominating Energy of some special classes of Graphs KA Bibi, B Vijayalakshmi, R Jothilak JETIR 5 (8) , 2018 2018 Citations: 1
COMPARISON BETWEEN CONSISTENT MARKED GRAPH AND SOME CHEMICAL COMPOUNDS KA Bibi, B Vijayalakshmi, R Jothilakshmi 2018
An Algorithm for the independent distance -2 dominating set of a graph RJ A.Lakshmi, K.Ameenal Bibi Journal of Emerging Technologies and Innovative Research 5 (8), 373-377 , 2018 2018
Laplacian minimum dominating energy of some special classes of graphs BVRJ K.Al Bibi Journal of Emerging Technologies and Innovative Research 5, 191-197 , 2018 2018
Comparison between consistent marked graph and some chemical compounds K.Ameenal Bibi, B.Vijayalakshmi and R.Jothilakshmi Journal of Emerging Technologies and Innovative Research 5, 184 - 190 , 2018 2018
The Split Distance 2 Domination in Graphs RJ A.Lakshmi, K.Ameenal Bibi International Journal of Engineering & Technology 7, 589-592 , 2018 2018 Citations: 1
Bounds of Laplacian energy of a Hybercube Graph BVRJ K.A Bibi International Journal of Engineering & Technology 7, 582-584 , 2018 2018 Citations: 1
MOST CITED SCHOLAR PUBLICATIONS
Incorporating artificial fish swarm in ensemble classification framework for recurrence prediction of cervical cancer G Senthilkumar, J Ramakrishnan, J Frnda, M Ramachandran, D Gupta, ... IEEE Access 9, 83876-83886 , 2021 2021 Citations: 43
ANFIS for prediction of epidemic peak and infected cases for COVID-19 in India R Kumar, F Al-Turjman, LNB Srinivas, M Braveen, J Ramakrishnan Neural Computing and Applications 35 (10), 7207-7220 , 2023 2023 Citations: 38
Applications of distance-2 dominating sets of graph in networks KA Bibi, A Lakshmi, R Jothilakshmi Advances in Computational Sciences and Technology 10 (9), 2801-2810 , 2017 2017 Citations: 18
Convergence analysis of extended Kalman filter in a noisy environment through difference equations S Elizabeth, R Jothilakshmi International Journal of Pure and Applied Mathematics 91 (1), 33-41 , 2014 2014 Citations: 13
A framework for task allocation in IoT-oriented industrial manufacturing systems N Velusamy, F Al-Turjman, R Kumar, J Ramakrishnan Computer Networks 190, 107971 , 2021 2021 Citations: 12
Solving fuzzy transportation problem using zero point maximum allocation method L Sujatha, P Vinothini, R Jothilakshmi Int. J. Curr. Adv. Res 7, 173-178 , 2018 2018 Citations: 10
An Algorithm for Minimal and Minimum distance-2 dominating sets of Graph KA Bibi, A Lakshmi, R Jothilakshmi Global Journal of pure and applied Mathematics, ISSN-0978-1768 vol 13, 1117-1126 , 2017 2017 Citations: 7
Effectiveness of the Extended Kalman filter through difference equations R Jothilakshmi Nonlinear dynamics and systems theory 15 (3), 290-297 , 2015 2015 Citations: 7
Periodical Solutions for Extended Kalman Filter’s Stability R Jothilakshmi, S Saraswathy International Journal of Science and Application 1 (1), 1-11 , 2015 2015 Citations: 5
A comprehensive study of fourier and wavelet transform: features & applications MGV Priya, R Jothilakshmi, SM Chithra, V Ramasamy, KD Kumar, ... Journal of Data Acquisition and Processing 38 (1), 4741 , 2023 2023 Citations: 4
AVQS-NN: Adaptive Virtualization for Quantum Services for application support using Neural Networks S Nakeeb Noor alleema a, Christalin Nelson Selvin b, Vijayakumar Varadarajan ... Applied Soft Computing , 2023 2023 Citations: 3
Accurate Split Domination, Accurate Non Split Domination of a Graph KA Bili, A Lakshmi, R Jothilakshmi International journal of Computational and Applied Mathematics 12 (1), 115-124 , 2017 2017 Citations: 3
Quantifying and reducing the signal noise using nonlinear Stochastic Difference Equations S Elizabeth, R Jothilakshmi Applied Mechanics and Materials 573, 489-494 , 2014 2014 Citations: 3
The non-split distance-2 domination in graphs KA Bibi, A Lakshmi, R Jothilakshmi Indian J. Med. Res 9 (2), 109-119 , 2017 2017 Citations: 2
Observability and controllability of MIMO control systems via difference equations S Elizabeth, R Jothilakshmi International Journal of Computer Applications 62 (1), 37-42 , 2013 2013 Citations: 2
Integration of 5G technologies for enhanced performance in optical network communication with channel allocation and reallocation M Parveen Banu, R Jothilakshmi, S Radha Rammohan, R Vijay Anand, ... Optical and Quantum Electronics 56 (6), 975 , 2024 2024 Citations: 1
A mutual certificate-based data privacy scheme for ubiquitous and sustainable computing system users TSB Damodhar, P Anandan, C Nalini, MA Jerlin, A Victor, K Anusha, ... Sustainable Energy Technologies and Assessments 58, 103356 , 2023 2023 Citations: 1
BIBO stability and decomposition analysis of signals and system with convolution techniques CB Sumathi, R Jothilakshmi Ratio Mathematica 46 , 2023 2023 Citations: 1
Linear predictor and autocorrelation for noisy and delayed digital signal GV Priya, R Jothilakshmi Ratio Mathematica 46 , 2023 2023 Citations: 1
Laplacian Minimum Dominating Energy of some special classes of Graphs KA Bibi, B Vijayalakshmi, R Jothilak JETIR 5 (8) , 2018 2018 Citations: 1
