Machine Learning-Driven Prediction of Vitamin D Deficiency Severity with Hybrid Optimization
There is a growing need to predict the severity of vitamin D deficiency (VDD) through non-invasive methods due to its significant global health concerns. For vitamin D-level assessments, the 25-hydroxy vitamin D (25-OH-D) blood test is the standard, but it is often not a practical test. This study i...
| Published in: | Bioengineering |
|---|---|
| Main Authors: | Usharani Bhimavarapu, Gopi Battineni, Nalini Chintalapudi |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-02-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/2306-5354/12/2/200 |
Similar Items
Automatic Detection and Classification of Hypertensive Retinopathy with Improved Convolution Neural Network and Improved SVM
by: Usharani Bhimavarapu, et al.
Published: (2024-01-01)
by: Usharani Bhimavarapu, et al.
Published: (2024-01-01)
Automatic Classification of Hypertensive Retinopathy by Gray Wolf Optimization Algorithm and Naïve Bayes Classification
by: Usharani Bhimavarapu, et al.
Published: (2023-06-01)
by: Usharani Bhimavarapu, et al.
Published: (2023-06-01)
Improved Optimization Algorithm in LSTM to Predict Crop Yield
by: Usharani Bhimavarapu, et al.
Published: (2023-01-01)
by: Usharani Bhimavarapu, et al.
Published: (2023-01-01)
Brain Tumor Detection and Categorization with Segmentation of Improved Unsupervised Clustering Approach and Machine Learning Classifier
by: Usharani Bhimavarapu, et al.
Published: (2024-03-01)
by: Usharani Bhimavarapu, et al.
Published: (2024-03-01)
Multi-Classification of Lung Infections Using Improved Stacking Convolution Neural Network
by: Usharani Bhimavarapu, et al.
Published: (2023-09-01)
by: Usharani Bhimavarapu, et al.
Published: (2023-09-01)
A Fair and Safe Usage Drug Recommendation System in Medical Emergencies by a Stacked ANN
by: Usharani Bhimavarapu, et al.
Published: (2022-05-01)
by: Usharani Bhimavarapu, et al.
Published: (2022-05-01)
Automatic Detection and Classification of Diabetic Retinopathy Using the Improved Pooling Function in the Convolution Neural Network
by: Usharani Bhimavarapu, et al.
Published: (2023-08-01)
by: Usharani Bhimavarapu, et al.
Published: (2023-08-01)
Physical Activity Recommendation System Based on Deep Learning to Prevent Respiratory Diseases
by: Usharani Bhimavarapu, et al.
Published: (2022-10-01)
by: Usharani Bhimavarapu, et al.
Published: (2022-10-01)
Machine Learning Driven by Magnetic Resonance Imaging for the Classification of Alzheimer Disease Progression: Systematic Review and Meta-Analysis
by: Gopi Battineni, et al.
Published: (2024-12-01)
by: Gopi Battineni, et al.
Published: (2024-12-01)
ECG-based heart arrhythmia classification using feature engineering and a hybrid stacked machine learning
by: Raiyan Jahangir, et al.
Published: (2025-04-01)
by: Raiyan Jahangir, et al.
Published: (2025-04-01)
Optimized outdoor parking system for smart cities using advanced saliency detection method and hybrid features extraction model
by: Neeru Mago, et al.
Published: (2022-12-01)
by: Neeru Mago, et al.
Published: (2022-12-01)
Machine learning in medicine: Performance calculation of dementia prediction by support vector machines (SVM)
by: Gopi Battineni, et al.
Published: (2019-01-01)
by: Gopi Battineni, et al.
Published: (2019-01-01)
COVID-19 virus outbreak forecasting of registered and recovered cases after sixty day lockdown in Italy: A data driven model approach
by: Nalini Chintalapudi, et al.
Published: (2020-06-01)
by: Nalini Chintalapudi, et al.
Published: (2020-06-01)
Performance analysis of different machine learning algorithms in breast cancer predictions
by: Gopi Battineni, et al.
Published: (2020-09-01)
by: Gopi Battineni, et al.
Published: (2020-09-01)
Forecasting of COVID-19 epidemic size in four high hitting nations (USA, Brazil, India and Russia) by Fb-Prophet machine learning model
by: Gopi Battineni, et al.
Published: (2025-01-01)
by: Gopi Battineni, et al.
Published: (2025-01-01)
Using Deep Learning Techniques to Predict the level of E-learning Students by Analyzing Their Behavior
by: Mohamed Faek Nawaf Soud, et al.
Published: (2024-03-01)
by: Mohamed Faek Nawaf Soud, et al.
Published: (2024-03-01)
SARS-CoV-2 epidemic calculation in Italy by SEIR compartmental models
by: Gopi Battineni, et al.
Published: (2024-06-01)
by: Gopi Battineni, et al.
Published: (2024-06-01)
Model discovery, and replay fitness validation using inductive mining techniques in medical training of CVC surgery
by: Gopi Battineni, et al.
Published: (2022-06-01)
by: Gopi Battineni, et al.
Published: (2022-06-01)
Process Mining in Clinical Practice: Model Evaluations in the Central Venous Catheter Installation Training
by: Gopi Battineni, et al.
Published: (2022-04-01)
by: Gopi Battineni, et al.
Published: (2022-04-01)
Sentimental Analysis of COVID-19 Tweets Using Deep Learning Models
by: Nalini Chintalapudi, et al.
Published: (2021-04-01)
by: Nalini Chintalapudi, et al.
Published: (2021-04-01)
Second wave of COVID-19 in Italy: Preliminary estimation of reproduction number and cumulative case projections
by: Nalini Chintalapudi, et al.
Published: (2021-09-01)
by: Nalini Chintalapudi, et al.
Published: (2021-09-01)
Unveiling the IoT's dark corners: anomaly detection enhanced by ensemble modelling
by: Jisha Jose, et al.
Published: (2024-04-01)
by: Jisha Jose, et al.
Published: (2024-04-01)
Diagnosis of each main coronary artery stenosis based on whale optimization algorithm and stacking model
by: Ziyu Jin, et al.
Published: (2022-03-01)
by: Ziyu Jin, et al.
Published: (2022-03-01)
Automated damage diagnosis of concrete jack arch beam using optimized deep stacked autoencoders and multi-sensor fusion
by: Yang Yu, et al.
Published: (2023-04-01)
by: Yang Yu, et al.
Published: (2023-04-01)
Attack prevention in IoT through hybrid optimization mechanism and deep learning framework
by: Regonda Nagaraju, et al.
Published: (2022-12-01)
by: Regonda Nagaraju, et al.
Published: (2022-12-01)
RDET stacking classifier: a novel machine learning based approach for stroke prediction using imbalance data
by: Amjad Rehman, et al.
Published: (2023-11-01)
by: Amjad Rehman, et al.
Published: (2023-11-01)
MSFSS: A whale optimization-based multiple sampling feature selection stacking ensemble algorithm for classifying imbalanced data
by: Shuxiang Wang, et al.
Published: (2024-05-01)
by: Shuxiang Wang, et al.
Published: (2024-05-01)
Ensemble technique to predict heart disease using machine learning classifiers
by: Aparna Chaurasia, et al.
Published: (2023-03-01)
by: Aparna Chaurasia, et al.
Published: (2023-03-01)
Empowering Diagnostics: An Ensemble Machine Learning Model for Early Liver Disease Detection
by: Abdulrahman Ahmed Jasim, et al.
Published: (2025-06-01)
by: Abdulrahman Ahmed Jasim, et al.
Published: (2025-06-01)
Diagnosing Vascular Aging Based on Macro and Micronutrients Using Ensemble Machine Learning
by: Carmen Patino-Alonso, et al.
Published: (2023-03-01)
by: Carmen Patino-Alonso, et al.
Published: (2023-03-01)
Innovative Date Fruit Classifier Based on Scatter Wavelet and Stacking Ensemble
by: Ali A. Al-Kharaz, et al.
Published: (2024-06-01)
by: Ali A. Al-Kharaz, et al.
Published: (2024-06-01)
Development of Hybrid Intrusion Detection System Leveraging Ensemble Stacked Feature Selectors and Learning Classifiers to Mitigate the DoS Attacks
by: P. Mamatha, et al.
Published: (2025-02-01)
by: P. Mamatha, et al.
Published: (2025-02-01)
JDroid: Android malware detection using hybrid opcode feature vector
by: Recep Sinan Arslan
Published: (2025-07-01)
by: Recep Sinan Arslan
Published: (2025-07-01)
Detection of Typical Transient Signals in Water by XGBoost Classifier Based on Shape Statistical Features: Application to the Call of Southern Right Whale
by: Zemin Zhou, et al.
Published: (2024-09-01)
by: Zemin Zhou, et al.
Published: (2024-09-01)
Improved Carpooling Experience through Improved GPS Trajectory Classification Using Machine Learning Algorithms
by: Manish Kumar Pandey, et al.
Published: (2022-08-01)
by: Manish Kumar Pandey, et al.
Published: (2022-08-01)
Forecasting Electricity Demand in Turkey Using Optimization and Machine Learning Algorithms
by: Mustafa Saglam, et al.
Published: (2023-06-01)
by: Mustafa Saglam, et al.
Published: (2023-06-01)
Feature Selection Problem and Metaheuristics: A Systematic Literature Review about Its Formulation, Evaluation and Applications
by: José Barrera-García, et al.
Published: (2023-12-01)
by: José Barrera-García, et al.
Published: (2023-12-01)
Fault diagnosis of photovoltaic strings by using machine learning‐based stacking classifier
by: Bo Liu, et al.
Published: (2024-02-01)
by: Bo Liu, et al.
Published: (2024-02-01)
Proactive detection of anomalous behavior in Ethereum accounts using XAI-enabled ensemble stacking with Bayesian optimization
by: Vasavi Chithanuru, et al.
Published: (2025-03-01)
by: Vasavi Chithanuru, et al.
Published: (2025-03-01)
Acoustic-based models to assess herd-level calves' emotional state: A machine learning approach
by: Maíra Martins da Silva, et al.
Published: (2024-12-01)
by: Maíra Martins da Silva, et al.
Published: (2024-12-01)
Similar Items
-
Automatic Detection and Classification of Hypertensive Retinopathy with Improved Convolution Neural Network and Improved SVM
by: Usharani Bhimavarapu, et al.
Published: (2024-01-01) -
Automatic Classification of Hypertensive Retinopathy by Gray Wolf Optimization Algorithm and Naïve Bayes Classification
by: Usharani Bhimavarapu, et al.
Published: (2023-06-01) -
Improved Optimization Algorithm in LSTM to Predict Crop Yield
by: Usharani Bhimavarapu, et al.
Published: (2023-01-01) -
Brain Tumor Detection and Categorization with Segmentation of Improved Unsupervised Clustering Approach and Machine Learning Classifier
by: Usharani Bhimavarapu, et al.
Published: (2024-03-01) -
Multi-Classification of Lung Infections Using Improved Stacking Convolution Neural Network
by: Usharani Bhimavarapu, et al.
Published: (2023-09-01)
