Automatic Exam Evaluation based on Brain Computer Interface

12/01/2021
by   Hameda F Balat, et al.
0

Brain computer interface applications can be used to overcome learning problems, especially student anxiety, lack of focus, and lack of attention. This paper introduces a system based on brain computer interface (BCI) to be used in education to measure intended learning outcomes and measure the impact of noise on the degree of system accuracy. This system works online and is based on recorded brain signal dataset. The system can be considered as a special case of P300 speller accepting only letters from A to D. These are the possible answers to multiple-choice questions MCQ. The teacher makes exams, stores them in an exam database and delivers them to students. Students enroll into the system and record their brain signals. Brain signals go through preprocessing phase in which signals undergo low and high pass filter. Then the signals undergo a subsampling and segmentation. The features obtained are used as inputs to Linear Discriminant Analysis (LDA). Gained accuracy is 91

READ FULL TEXT
research
05/10/2019

A Survey on Deep Learning based Brain Computer Interface: Recent Advances and New Frontiers

Brain-Computer Interface (BCI) bridges the human's neural world and the ...
research
09/11/2017

Evaluation of Classical Features and Classifiers in Brain-Computer Interface Tasks

Brain-Computer Interface (BCI) uses brain signals in order to provide a ...
research
10/04/2021

A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers

Brain-Computer Interfaces (BCIs) enable converting the brain electrical ...
research
01/21/2021

Online LDA based brain-computer interface system to aid disabled people

This paper aims to develop brain-computer interface system based on elec...
research
01/05/2022

PIEEG: Turn a Raspberry Pi into a Brain-Computer-Interface to measure biosignals

This paper presents an inexpensive, high-precision, but at the same time...
research
12/11/2020

An algorithm for onset detection of linguistic segments in continuous electroencephalogram signals

A Brain Computer Interface based on imagined words can decode the word a...
research
08/26/2021

Online Optimization of Stimulation Speed in an Auditory Brain-Computer Interface under Time Constraints

The decoding of brain signals recorded via, e.g., an electroencephalogra...

Please sign up or login with your details

Forgot password? Click here to reset