Authors: Amir Hussein, Marc Djandji, Reem A. Mahmoud, Mohamad Dhaybi, Hazem Hajj
Epilepsy is a chronic medical condition that involves abnormal brain activity causing patients to lose control of awareness or motor activity. As a result, detection of pre-ictal states, before the onset of a seizure, can be lifesaving. The problem is challenging because it is difficult to discern between electroencephalogram signals in pre-ictal states versus signals in normal inter-ictal states. There are three key challenges that have not been addressed previously: (1) the inconsistent performance of prediction models across patients, (2) the lack of perfect prediction to protect patients from any episode, and (3) the limited amount of pre-ictal labeled data for advancing machine learning methods. This article addresses these limitations through a novel approach that uses adversarial examples with optimized tuning of a combined convolutional neural network and gated recurrent unit. Compared to the state of the art, the results showed an improvement of 3x in model robustness as measured in reduced variations and superior accuracy of the area under the curve, with an average increase of 6.7%. The proposed method also exhibited superior performance with other advances in the field of machine learning and customized for epilepsy prediction including data augmentation with Gaussian noise and multitask learning.
Source Code Repository: https://github.com/aub-mind/Robust-Seizure-Prediction
Paper Link: https://dl.acm.org/doi/abs/10.1145/3386580
Model
Sample of Adversarial Examples
Results
Contacts
- Amir Hussein anh21@mail.aub.edu
- [Marc Djandji] mgd10@mail.aub.edu
Paper:
Cite our paper as:
@article{10.1145/3386580,
author = {Hussein, Amir and Djandji, Marc and Mahmoud, Reem A. and Dhaybi, Mohamad and Hajj, Hazem},
title = {Augmenting DL with Adversarial Training for Robust Prediction of Epilepsy Seizures},
year = {2020},
issue_date = {June 2020},
publisher = {Association for Computing Machinery},
address = {New York, NY, USA},
volume = {1},
number = {3},
issn = {2691-1957},
url = {https://doi.org/10.1145/3386580},
doi = {10.1145/3386580},
journal = {ACM Trans. Comput. Healthcare},
month = jun,
articleno = {18},
numpages = {18},
}
토토사이트 추천 순위 정보 및 사용법 완벽가이드 “안전빵” 입니다. 국내에 추정되는 메이저놀이터 업체는 약 100개 입니다. 하지만 모든 업체가 과연 안전할까요? 안전놀이터 토토사이트 모든 정보를 자세히 설명해드립니다.
Excelling in academics and earning top grades are every student’s wish. Students need to perform so many activities that include writing tasks, extra activities, and other academic work that have marks as well. Using UK assignment writing service would be a great option and also allow students to get some free time.
Bei Motorschaden-Ankauf.com bieten wir Ihnen ein schnelles und faires Angebot. Verkaufen Sie Ihr Auto unkompliziert, profitieren Sie von kostenloser Abholung und einer sicheren Zahlung. motorschaden auto verkaufenUnser Team sorgt dafür, dass der Verkauf für Sie stressfrei und transparent verläuft. Kontaktieren Sie uns noch heute und erhalten Sie Ihr individuelles Angebot
Thank you for your tireless pursuit of excellence in your writing.
ทางเข้าหวยเกาหลี
Sur VousRDV.fr, inscrivez-vous à l’alerte rendez vous préfecture pour gagner du temps face aux disponibilités limitées des préfectures. Ne perdez plus une minute à chercher un créneau, notre service vous informe dès qu’un Alerte rdv préfectureRDV préfecture devient disponible. Grâce à l’alerte rendez vous préfecture, vous pouvez facilement prendre rendez-vous pour vos démarches administratives et éviter les longues attentes. Inscrivez-vous dès maintenant et simplifiez vos démarches grâce à notre plateforme efficace et rapide.
또한 개인이 판단하기 힘든 토토사이트 먹튀검증
서비스가 필요하신 고객 분께서는, 언제든지 저희에게 문의 주시면 정밀하게 분석을 해드립니다.
The way you articulate your ideas demonstrates a deep understanding of the subject matter.
ติดต่อสอบถาม
Un abogado especializado en accidentes y lesiones personales es el profesional que querrás tener de tu lado en un caso como estos. Solo un experto en accidentes de tránsito podrá ayudarte a obtener la compensacion económica que mereces, para recuperarte de los daños provocados.
Abogados de Accidentes Ahora.
Local Business Listing is an online entry that contains essential details about a business, such as its name, address, phone number, website, hours of operation, and services offered. These listings appear on platforms like Google My Business, Yelp, Bing Places, and Facebook, helping businesses improve their online presence and attract local customers.
If I must say something, then nothing will stop the chatter within On-Page SEO
This paper on epilepsy prediction using deep learning augmentation with adversarial training has resulted in significant improvements in model accuracy and stability. The authors addressed three major challenges: heterogeneous performance across patients, inaccuracies in predictions, and limited pre-seizure data. Combining CNNs and GRUs with adversarial training models resulted in a 3-fold increase in model robustness and a 6.7% average AUC improvement. This approach is similar to how Run 3 players must adapt to unexpected obstacles, using optimal techniques to avoid falling into gaps, demonstrating the need for improved accuracy in challenging environments.
Gold365 is an online platform that has garnered attention for its diverse gaming options and user-friendly interface.
The over unity magnetic MICR toner that you pick has to be specifically designed for that particular screen-print website inside the printer. Guarantee your toner continues to be carefully tried to get reliable sign psychic readings, image permanence along with uniformity, and exceptional advantage acuity. Toner insurance coverage need to be reliable with no external toner lay down. quantum healing
Nulls Brawl is a fan-made private server that lets you play Brawl Stars with unlimited gems, coins, and all brawlers unlocked for free.
Your site has exceeded my expectations – thank you for that! ติดต่อหวยฮานอย
It’s not that I want to replicate your web page, but I really like the design. Could you let me know which theme are you using? Or was it custom made? olxtoto login
I’m new to your blog and i really appreciate the nice posts and great layout.”~~-. olxtoto login
Awesome! I appreciate your contribution to this matter. It has been useful. my blog: cityville cheats link alternatif olxtoto
Great post but check this https://spotiifyapk.com/