Machine Learning Applications in Depression Research: A Comprehensive Review and Analysis Omkar S. Bankar, Yogesh M. Rajput, Vidya Kumbhar, T. P. Singh 2023 International Conference on Integration of Computational Intelligent System Icicis 2023, 2023 This research focuses on the analysis of the activity of the patients who are depressed (condition) and non-depressed (control) using a huge amount of time-series data which was collected using an actigraph watch (wristwatch), at every moment like zero activity, mean activity, etc. and classification of those by using machine learning models such as Decision Tree Classifier, Random Forest Classifier, and XGBoost algorithm. The primary objective was to determine the effectiveness of each algorithm in accurately classifying depression cases. The results of this research contribute to the growing body of knowledge surrounding the application of machine learning in mental health studies, particularly for depression.
Association redetection of Regular insulin and NPH insulin using statistical features Anupriya K. Kamble, Ramesh R. Manza, Yogesh M. Rajput, Shaikh Abdul Hannan Proceedings of the 5th International Conference on System Modeling and Advancement in Research Trends Smart 2016, 2017 Diabetes Mellitus (DM), commonly referred as diabetes is a disorder that most of the people suffer from and which also leads to death many of the times. Type 1, Type 2 and Gestational diabetes are the types of diabetes. The present study is of patients suffering from Type 1 DM. In Type 1 diabetes a patient has to take external insulin to maintain the blood glucose level (BGL). Insulin is a hormone produced in the pancreas which maintains the BGL of a person. BGL is responsible for a person's daily activity. Within a specified target range the blood glucose level has to be maintained. Thus the blood glucose monitoring helps one to link between blood glucose, food, exercise and insulin. The readings of the blood glucose level determine the best management strategy for diabetes. The complications occurring in diabetes reduces by maintaining good blood glucose control. Four to five types of insulin are available in which our focus is on Regular insulin and NPH insulin. Regular insulin is a short acting insulin and NPH insulin is an intermediate acting insulin. The association detection of first fifteen patients by doing statistical study has already been done in which no association was found. This study has been done on the next fifteen patients dataset, to verify same result are obtained or result differs from it.
Optimizing Freight Operations: Time Series Modeling for Job Volume Y Rajput, S Gaikwad, J Gaikwad ICT: Applications and Social Interfaces: Proceedings of ICTCS 2024, Volume 1 … , 2025 2025
Optimizing Freight Operations: Time Series Modeling for Job Volume Prediction Y Rajput, S Gaikwad, J Gaikwad International Conference on Information and Communication Technology for … , 2024 2024
Deep Learning-Based Building Energy Optimization Using BIM Data & Evaluating Energy Savings Potential Y Rajput, S Gaikwad, J Gaikwad International Conference on Information and Communication Technology for … , 2024 2024
Machine Learning Applications in Depression Research: A Comprehensive Review and Analysis OS Bankar, YM Rajput, V Kumbhar, TP Singh 2023 International Conference on Integration of Computational Intelligent … , 2023 2023 Citations: 1
Offline Signature Verification Using Neural Network Technology S Shukla, A Mittal, Y Rajput, V Kumbhar, TP Singh International Conference on Artificial Intelligence on Textile and Apparel … , 2023 2023
Classification of non-proliferative diabetic retinopathy in terms of dark and bright lesions using multi-layered perceptron (Mlp) Y Rajput, S Gaikwad, R Dhumal, J Gaikwad International Conference on Information and Communication Technology for … , 2023 2023 Citations: 1
The Development of a Tool for the Detection of Cotton Wool Spots, Haemorrhage, and Exudates Using Multi-resolution Analysis Y Rajput, S Gaikwad, R Dhumal, J Gaikwad International Conference on Network Security and Blockchain Technology, 299-310 , 2023 2023 Citations: 1
A Novel Method for Non-Proliferative Diabetic Retinopathy Disease Classification Using Image Processing Techniques Yogesh Rajput, Sonali Gaikwad, Rajesh Dhumal, Jyotsna Gaikwad NEUROQUANTOLOGY 20 (11), 8002-8011 , 2022 2022 Citations: 1
Person Identification System Based on Iris Patterns Using Statistical and Machine Learning Techniques Sonali Gaikwad, Jyotsna Gaikwad, Yogesh Rajput Neuroquantology Journal 20 (14), 784-790 , 2022 2022
Design new wavelet filter for detection and grading of non-proliferative diabetic retinopathy lesions Y Rajput, SA Hannan, D Patil, R Manza International Conference on Recent Trends in Image Processing and Pattern … , 2020 2020 Citations: 34
Design and development of new algorithm for person identification based on iris statistical features and retinal blood vessels bifurcation points Y Rajput, SA Hannan, ME Alzahrani, D Patil, R Manza International Conference on Recent Trends in Image Processing and Pattern … , 2018 2018 Citations: 2
Comparison with Evaluation of Intra Ocular Pressure Using Different Segmentation Techniques for Glaucoma Diagnosis DD Patil, RR Manza, RJ Ramteke, Y Rajput, S Harke International Conference on Recent Trends in Image Processing and Pattern … , 2018 2018
EEG-based emotion recognition using different neural network and pattern recognition techniques–A review YM Rajput, AH Hannan, ME Alzahrani, RR Manza, DD Patil International Journal of Computer Sciences and Engineering 6 (9) , 2018 2018 Citations: 23
Association redetection of regular insulin and NPH insulin using statistical features AK Kamble, RR Manza, YM Rajput, SA Hannan 2016 International Conference System Modeling & Advancement in Research … , 2016 2016 Citations: 22
Review on Diagnosis of Diabetes in Pima Indians AKK Ramesh R. Manza, Yogesh M. Rajput IJCA Proceedings on National Conference on Digital Image and Signal … , 2016 2016 Citations: 8
Inner Iris Localization and Statistical Feature Extraction of CASIA and KVKR Databases YMR Ramesh R. Manza, Karbhari V. Kale IJCA Proceedings on National Conference on Digital Image and Signal … , 2016 2016 Citations: 1
Design New Biorthogonal Wavelet Filter for Extraction of Exudates from Fundus Images YMR Ramesh R. Manza, Deepali D. Rathod International Journal of Computer Applications 1 (NCDISP 2016 - Number 1), 1-5 , 2016 2016
Classification and calculation of retinal blood vessels parameters MB Patwari, RR Manza, YM Rajput, DD Rathod, M Saswade, ... IEEE's international conferences for convergence of technology, Pune, India, 1-6 , 2016 2016 Citations: 23
Understanding Bio-Medical Image Processing Using MATLAB RR Manza, MB Patwari, YM Rajput, Deepali Rathod shroff publishers and distributors pvt. ltd , 2016 2016
Design New Biorthogonal Wavelet Filter for Extraction of Blood Vessels and Calculate the Statistical Features YM Rajput, RR Manza, RD Deepali, MB Patwari, M Saswade, ... Information Systems Design and Intelligent Applications: Proceedings of … , 2016 2016
MOST CITED SCHOLAR PUBLICATIONS
Design new wavelet filter for detection and grading of non-proliferative diabetic retinopathy lesions Y Rajput, SA Hannan, D Patil, R Manza International Conference on Recent Trends in Image Processing and Pattern … , 2020 2020.0 Citations: 34
Retinal optic disc detection using speed up robust features YM Rajput, RR Manza, MB Patwari, N Deshpande National Conference on Computer & Management Science [CMS-13] , 2013 2013.0 Citations: 27
Automated localization of optic disk, detection of microaneurysms and extraction of blood vessels to bypass angiography P Manjiri, M Ramesh, R Yogesh, S Manoj, D Neha Proceedings of the 3rd International Conference on Frontiers of Intelligent … , 2015 2015.0 Citations: 26
Personal identification algorithm based on retinal blood vessels bifurcation MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande 2014 international conference on intelligent computing applications, 203-207 , 2014 2014.0 Citations: 26
Detection and counting the microaneurysms using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande Int. J. Appl. Inform. Syst 6, 11-17 , 2013 2013.0 Citations: 26
Extraction of the retinal blood vessels and detection of the bifurcation points MB Patwari, RR Manza, YM Rajput, NK Deshpande, M Saswade International Journal of Computer Applications 77 (2), 29-34 , 2013 2013.0 Citations: 26
Automatic detection of retinal venous beading and tortuosity by using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, N Deshpande Int. J. Comput. Appl 975, 8887 , 2014 2014.0 Citations: 24
Review on detection and classification of diabetic retinopathy lesions using image processing techniques MB Patwari, RR Manza, YM Rajput, M Saswade, NK Deshpande International Journal of Engineering Research & Technology (IJERT), ISSN … , 2013 2013.0 Citations: 24
EEG-based emotion recognition using different neural network and pattern recognition techniques–A review YM Rajput, AH Hannan, ME Alzahrani, RR Manza, DD Patil International Journal of Computer Sciences and Engineering 6 (9) , 2018 2018.0 Citations: 23
Classification and calculation of retinal blood vessels parameters MB Patwari, RR Manza, YM Rajput, DD Rathod, M Saswade, ... IEEE's international conferences for convergence of technology, Pune, India, 1-6 , 2016 2016.0 Citations: 23
Retinal blood vessels extraction using 2D median filter YM Rajput, RR Manza, MB Patwari, N Deshpande National Conference in Advances in computing (NCAC’13) 5, 06 , 2013 2013.0 Citations: 23
Association redetection of regular insulin and NPH insulin using statistical features AK Kamble, RR Manza, YM Rajput, SA Hannan 2016 International Conference System Modeling & Advancement in Research … , 2016 2016.0 Citations: 22
Design and Development of New Algorithm for person identification Based on Iris statistical features and Retinal blood Vessels Bifurcation points”” International Conference on … Y Rajput, SA Hannan, ME Alzaharani, DPR Manza Santosh K , 0 Citations: 22
Detection of non-proliferative diabetic retinopathy lesions using wavelet and classification using K-means clustering YM Rajput, RR Manza, MB Patwari, DD Rathod, PL Borde, PL Yannawar 2015 International Conference on Communication Networks (ICCN), 381-387 , 2015 2015.0 Citations: 17
Secondary glaucoma diagnosis technique using retinal nerve fiber layer arteries GC Bedke, RR Manza, DD Patil, YM Rajput 2015 International Conference on Pervasive Computing (ICPC), 1-4 , 2015 2015.0 Citations: 14
Extraction of cotton wool spot using multi resolution analysis and classification using K-means clustering YM Rajput, RR Manza, MB Patwari Int J Comput Appl 975, 1-5 , 2015 2015.0 Citations: 12
Calculation of retinal blood vessels tortuosity by using image processing techniques and statistical techniques MB Patwari, DRR Manza, YM Rajput, M Saswade, NK Deshpande, ... 2nd International Conference on System Modeling & Advancement in Research … , 2013 2013.0 Citations: 12
Localization of optic disc and macula using multilevel 2-D wavelet decomposition based on haar wavelet transform DD Rathod, RR Manza, YM Rajput, MB Patwari, M Saswade, ... Int J Eng Res Technol IJERT 3 (7), 474-478 , 2014 2014.0 Citations: 11
Review on Diagnosis of Diabetes in Pima Indians AKK Ramesh R. Manza, Yogesh M. Rajput IJCA Proceedings on National Conference on Digital Image and Signal … , 2016 2016.0 Citations: 8
Fractals for complexity analysis of diabetic retinopathy in retinal vasculature images N Akhter, Y Rajput, S Tharewal, KV Kale, R Manza International Journal of research in Engineering and Technology 3 (03) , 2014 2014.0 Citations: 6