RutujaaP/Evaluation-of-Boosting-Algorithms-for-P300-Detection-in-EEG-Signals

Brain-Computer Interfaces have impacted the lives of many, especially those whose mobility and ability to speak are affected. It is able to do so by bridging the gap between thoughts and devices. One of its most popular applications, the P300 Speller, is a powerful aid that allows the patients to regain a certain level of autonomy. Detection of a P300 peak and character identification are the two major components of a P300 speller. In this study, the first component of P300 speller is covered. Various conventional learning algorithms like Support Vector Machine, Discriminant Analysis, Neural Network and their variants have been used in previous studies. These methods have limitations: some are prone to overfitting; others require a large amount of training data, while there are some limitations that necessitate complicated computing thus making them less favorable for real-time analysis. Boosting algorithms are very less explored in the field of Electroencephalography (EEG) and less prone to most of the limitations of these conventional models. This paper evaluates the performances of LightGBM and CatBoost on the dataset used in the competition BCI NER 2015 on Kaggle. These algorithms have recently gained popularity and have proven to be powerful. Further, they are compared with the performances of XGBoost and AdaBoost and a maximum 1 Score of 0.84 was achieved using LightGBM as a classifier.

⭐ 6 | 🍴 1

ChungmanCheng/automate-booking-tennis-courts-on-Smartplay-LCSD

This project automates the process of booking tennis courts on the Smartplay LCSD website using Python and Selenium. It enables users to log in, search for available slots, and book courts automatically, improving the chances of securing a booking during peak hours.

⭐ 4 | 🍴 0

Kilo-411/Peak-a-BOO

Great tools i use with Linux and Termux. Must have for.any hacker

⭐ 2 | 🍴 1

suryasundarraj/bluemix-automated-toll-booth

Smart Toll Plaza System using RFID is an enhancement to the currently deployed manual toll collection system. Time and efficiency are a matter of priority in present days. To over come the major problem of traffic congestion at toll plaza during peak hours , this RF Id based smart toll collection system makes toll transaction more convenient for travellers. Considering the present toll collection system , where all vehicles have to stop and pay taxes. On an average each vehicle passing through a toll plaza has to wait approx. 2 minute in a toll at engine start condition which thereby aids in air pollution and wastage of fuel & money. If this system comes to existence, the waiting time at toll plaza will be reduced. In this project, an RF Id card in the vehicle will be scanned by the reader placed at the toll plaza to automate the toll collection and billing for the user. This system also supports a mobile app for notifying the user about the toll transaction. Further, this app can also assist the user to check their historical toll transactions, & manage money recharge. This system has a unique feature whereby the system can report a stolen vehicle if the vehicle’s owner blocks it.

⭐ 1 | 🍴 7