プロフィール詳細

プロジェクトを作成

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Dr. Ramzi H.に依頼

Canada

Research Scientist and Machine Learning Engineer | Expert in Python, R, Matlab | 10+ years of experience

プロフィール概要

I hold a BSc and MSc in Biomedical Engineering, and Ph.D. in Biomedical Signal and Image Processing. I also hold certifications in Neural Engineering, Advanced Signal Processing, and Deep Learning. I've received several research awards and co-authored a number of peer-reviewed publications. My research interests are: Sensor data analytics (smartphone and wearable), digital health, electrophysiological and biomechanical signal processing, neuroimaging data analytics, artificial intelligence in healthcare, and wearable medical device design. I have more than 10 years of combined experience in clinical and academic settings, and I co-founded and held the CTO position of a medical startup.

専門分野

• ★ Biostatistics
• ★ Machine Learning
• ★ Wearable Technology
• ☆ Biomedical Engineering
• ☆ Data Analysis
• ☆ Medical Devices
• ☆ Medical Device Development
• ☆ Medical Device Design
• ☆ Psychiatry
• ☆ Geriatric Psychiatry

サービス

• Writing
• Research
• Consulting
• Data & AI
• Product Development

Writing Medical Writing

Research Scientific and Technical Research, Systematic Literature Review

Consulting Healthcare Consulting, Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Algorithm Design-ML, Data Visualization, Big Data Analytics, Data Cleaning, Data Processing, Data Insights

Product Development Quality Assurance & Control (QA/QC), Concept Development, Prototyping

職務経験

Postdoctoral Fellow

Centre for Addiction and Mental Health

12月 2021 - 4月 2023

lab engineer

Rafik Hariri University

9月 2015 - 3月 2022

Lecturer

Rafik Hariri University

2月 2015 - 6月 2021

Chief Technology Officer

Weglo

1月 2015 - 1月 2020

Biomedical Engineer

Makassed General Hospital

8月 2011 - 9月 2015

学歴

Doctorate

Universite de Lyon

10月 2014 - 10月 2018

PhD (Biomedical Engineering)

Université de Lyon

10月 2014 - 10月 2018

Masters of Science

Rafik Hariri University

9月 2011 - 6月 2013

認定資格

• Graduate Research Award

  Rafik Hariri University

  8月 2013 - 現在

出版物

PREPRINT

Ramzi Halabi, Arend Hintze, Abigail Ortiz (2023). Multi-resolution Time-frequency Spectral Derivative Spike Detection for Episode Onset Detection using Passively Collected Sensor Data .

Ramzi Halabi, Arend Hintze, Abigail Ortiz (2023). Multi-resolution Time-frequency Spectral Derivative Spike Detection for Episode Onset Detection using Passively Collected Sensor Data .

Ramzi Halabi, Arend Hintze, Abigail Ortiz (2023). Multi-resolution Time-frequency Spectral Derivative Spike Detection for Episode Onset Detection using Passively Collected Sensor Data .

Ramzi Halabi, Christina Gonzalez-Torres, Stephane MacLean, Muhammad Ishrat Husain, Abhishek Pratap, Martin Alda, Benoit H. Mulsant, Abigail Ortiz(2023). A new approach to assess postural dynamics and its association with higher illness burden in bipolar disorder . Institute of Electrical and Electronics Engineers ({IEEE})

JOURNAL ARTICLE

Ramzi Halabi, Ethan H. Kim, Jessica L. Jenness, Adam Bryant Miller, Massimiliano de Zambotti, Kara S. Bagot, Fiona C. Baker, Abhishek Pratap(2023). Association of Demographic and Socioeconomic Indicators With the Use of Wearable Devices Among Children . JAMA Network Open. 6. (3). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString e235681. American Medical Association ({AMA})

Ramzi Halabi, Sophia Xueying Li, Rahavi Selvarajan, Molly Woerner, Isabell Griffith Fillipo, Sreya Banerjee, Brittany Mosser, Felipe Jain, Patricia A Arean, Abhishek Pratap(2022). Recruitment and Retention in Remote Research: Learnings From a Large, Decentralized Real-world Study . JMIR Formative Research. 6. (11). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString e40765. {JMIR} Publications Inc.

Ramzi Halabi, Sophia Xueying Li, Rahavi Selvarajan, Molly Woerner, Isabell Griffith Fillipo, Sreya Banerjee, Brittany Mosser, Felipe Jain, Patricia Areán, Abhishek Pratap (2022). Recruitment and Retention in Remote Research: Learnings From a Large, Decentralized Real-world Study . JMIR Formative Research.

Ramzi Halabi, Sophia Xueying Li, Rahavi Selvarajan, Molly Woerner, Isabell Griffith Fillipo, Sreya Banerjee, Brittany Mosser, Felipe Jain, Patricia A Arean, Abhishek Pratap(2022). Recruitment and Retention in Remote Research: Learnings From a Large, Decentralized Real-world Study . JMIR Formative Research. 6. (11). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString e40765. {JMIR} Publications Inc.

Ramzi Halabi(2022). Recruitment & Retention in Remote Research: Learnings from a Large Decentralized Real-World Study . JMIR Formative Research. {JMIR} Publications Inc.

CONFERENCE PAPER

Chehimy, K., Halabi, R., Diab, M.O., Hassan, M., Mheich, A.(2021). Comparing Healthy Subjects and Alzheimer's Disease Patients using Brain Network Similarity: A Preliminary Study . International Conference on Advances in Biomedical Engineering, ICABME. 2021-October. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 189-192.

Masri, G., Harb, H., Diab, N., Halabi, R.(2021). Design and Control of a Myoelectric Prosthetic Hand using Multi-Channel Blind Source Separation Techniques . International Conference on Advances in Biomedical Engineering, ICABME. 2021-October. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 54-58.

Halabi, R., El Banna, I., Malaeb, R., Halabi, R., Diab, M.(2019). Novel Approach for Wireless EMG Database Collection: Applied to Muscle Building Workout Routine Optimization . International Conference on Advances in Biomedical Engineering, ICABME. 2019-October.

Al-Nahhas, M., Yassine, H., Baassiri, N., Halabi, R., Sabbah, M., Diab, M.(2019). Physio-Vibes: A Biomedical Engineering Educational Kit for Highschool and Sophomore Students . International Conference on Advances in Biomedical Engineering, ICABME. 2019-October.

Sabbah, M., Ei-Khatib, R., Jebbawi, Y., Halabi, R., Zantout, R., Diab, M.O.(2018). Robotic Interface Controller for Minimally Invasive Surgery . 1st International Conference on Computer Applications and Information Security, ICCAIS 2018.

Halabi, R., Diab, M., Badaoui, M.E., Moslem, B., Guillet, F.(2017). Leg-specific separation of running vertical ground reaction force signals . International Conference on Advances in Biomedical Engineering, ICABME. 2017-October.

Halabi, R., Diab, M., Badaoui, M.E., Moslem, B., Guillet, F.(2017). Vertical ground reaction force spectral analysis for fatigue assessment . International Conference on Advances in Biomedical Engineering, ICABME. 2017-October.

Halabi, R., Diab, M.O., Moslem, B., Khalil, M., Marque, C.(2012). Cross-correlation analysis of multichannel uterine EMG signals . Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 3106-3109.

Halabi, R., Diab, M.O., Moslem, B., Khalil, M., Marque, C.(2012). Detecting missing signals in multichannel recordings by using higher order statistics . Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 3110-3113.