Seizure Detection and Probability Prediction using Random Forests

Seizure Detection and Probability Prediction using Random Forests

Registration ID: IJNRD_208603

Published ID: IJNRD2311133

DOI: Click Here to Get

Udayan Gaikwad , Mukta Patil , Saniya Inamadar , Akash Bhagwat

Seizure Detection, Probability Prediction, Random Forests, FFT, Machine Learning Classifiers, Ictal Data, Interictal Data, Data Pre-processing, Feature Set, Correlation Coefficients, Eigenvalues, Per-Patient Classifiers, Prediction Module, Probability of Seizure, Visualization

This paper implements methodologies for seizure detection and prediction using mathematical techniques like FFT and Machine Learning classifiers such as Random Forest. The dataset for this project includes both training data, called Ictal and testing data called Interictal. For data pre-processing the Fast Fourier Transform is applied to each 1 second clip, taking frequency magnitudes in the range 1-47Hz and discarding phase information. Correlation coefficients and their eigenvalues are then calculated in both the time and frequency domains and are appended to the FFT data to form the feature set. This feature set is then trained on a Random Forest classifier using 3000 trees. The approach is used to train per-patient classifiers. A prediction module concludes this project by presenting the probability of seizure within a patient. The results are visualized for easy and clear representation.

Published Paper   E-Certificate

"Seizure Detection and Probability Prediction using Random Forests", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.8, Issue 11, page no.b250-b255, November-2023, Available :https://ijnrd.org/papers/IJNRD2311133.pdf

Volume 8 Issue 11, November-2023

Pages : b250-b255

Paper Reg. ID: IJNRD_208603

Published Paper Id: IJNRD2311133

Downloads: 000121141

Research Area: Computer Engineering 

Country: Pune, Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2311133.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2311133

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

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