Application of ANN, SVM and KNN in the Prediction of Diabetes Mellitus

Revathi, M; Godbin, A. Beena; Bushra, S. Nikkath; Sibi, S. Anslam

doi:10.1109/icesic53714.2022.9783577

Cited by 5 publications

(2 citation statements)

References 16 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…In order to identify diseases, machine learning aids in the extraction of information that is helpful from raw medical data. Artificial neural networks (ANNs) using different batch sizes, epochs, and methods like K-Nearest Neighbor [18].…”

Section: Literature Surveymentioning

confidence: 99%

Leukocytes Classification Using Convolutional Neural Network

Bushra¹,

Sheeba²,

Subasini³

et al. 2023

View full text Add to dashboard Cite

Maintaining a healthy life is very important in today’s world. Our body has ability to fight against contagious diseases with the aid of white blood corpuscles (WBC) which generates natural immune system. Preserving a good WBC count is crucial as it leads to various hematological problems, one among them is Leukemia, a condition which results in blood cancer, huge accumulation of WBC cells in bone marrow, an abnormal growth of WBC cells, hinders natural immune system fighting against infectious diseases. White blood cells can be categorised into Eosinophils, Lymphocytes, Monocytes, Neutrophils and Basophils. In this study, a pre-trained Convolutional neural network architecture called Le Net is used to automatically classify WBC cells. It efficiently classifies WBC cells from the given input sample blood cell images compared to other pre trained models such as Alex-Net and custom-built CNN called white capsule net. The hyper parameters Le Net are fine tuned to yield higher accuracy of 96%.

show abstract

Section: Literature Surveymentioning

confidence: 99%

Leukocytes Classification Using Convolutional Neural Network

Bushra¹,

Sheeba²,

Subasini³

et al. 2023

View full text Add to dashboard Cite

show abstract

“…The hundreds of millions of nuclei in the human brain are called neurons, and they are interconnected by axons. Synapses functions as transmitting signals between neurons, and dendrites are represented as receiving input [9]. Each neuron in this way receives signals from other neuron sides and transmits to each other.…”

Section: Model Construction Of Annmentioning

confidence: 99%

Stock Prediction Methodology using Artificial Neural Network: Application in Tesla stock price

Wu¹

2023

BCPBM

View full text Add to dashboard Cite

Contemporarily, the stock price fluctuates dramatically under the impact of lots of stochastic events (e.g., COVID-19, Russian-Ukraine conflicts). With the progress of machine learning techniques, it is feasible to predict the price accurately so that to inhibit the impacts of price variation. In this paper, the feasibility to forecast the price of underlying assets based on artificial neural network is investigated and discussed. For the sake of implementing the forecasting approach, the python Keras model is applied and different parameters are scanned. To give an intuitive example, the high volatility stock Tesla is selected as the target. According to the analysis, the state-of-art deep learning scenario is capable of prediction the price with high accuracy (i.e., above 95% R-square value). Nevertheless, some of the overfitting effects should be considered for applying such approach. Overall, these results shed light on guiding further exploration of implementing advanced machine learning approach to forecast the price of stock.

show abstract

Chest X-Ray Data Augmentation with Generative Adversarial Networks for Pneumonia and COVID-19 Diagnosis

2023

GANs for Data Augmentation in Healthcare

View full text Add to dashboard Cite

Application of ANN, SVM and KNN in the Prediction of Diabetes Mellitus

Cited by 5 publications

References 16 publications

Leukocytes Classification Using Convolutional Neural Network

Leukocytes Classification Using Convolutional Neural Network

Stock Prediction Methodology using Artificial Neural Network: Application in Tesla stock price

Chest X-Ray Data Augmentation with Generative Adversarial Networks for Pneumonia and COVID-19 Diagnosis

Contact Info

Product

Resources

About