Research
Machine Learning-Assisted Measurements, specifically:
- Fundamentals of Machine Learning in Measurement: VIM/GUM-compliant Uncertainty Quantification for Regression and Classification, Measurement Standards.
- Vision Based Measurement: Human
Activity Recognition, Driver Yawning Detection, Food Computing:
Image-Based Calorie Measurement, Eating/Cooking Activity Recognition.
- Multimedia Systems and Network Measurements: Autonomous Network Fault Diagnosis, Action Recommendation for Network
Operation Centers, Network Delay Prediction, Bandwidth Prediction
in Video Networks, Player Engagement Estimation in Games, Serious
Games for Medical Diagnosis: ADHD and VSMD Detection.
- IoT Measurements: Machinery Fault Detection, Operation Status Tracking, IoT Data Acquisition and Transport.
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Designations,
Awards, and Honours
- IEEE Instrumentation and Measurement Society Technical Award, "for contributions to the advancement of machine learning-assisted measurements", 2023
- Best Paper Award, “Memory-Efficient
High-Accuracy Food Intake Activity Recognition with 3D mmWave Radars”,
ACM Multimedia Workshop on Multimedia Assisted Dietary Management 2023
- Career and 2023 Top-2%-cited Scientist, Artificial Intelligence and Image Processing, standardized
citation indicators
- IEEE Instrumentation and Measurement Society Distinguished Service Award, 2021
- George S.
Glinski Award for Excellence in Research,
recognizing Faculty of Engineering’s Researcher of the Year, University
of Ottawa, 2019
- IEEE Fellow, "for
contributions to multimedia systems and network measurements", 2017
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Activities
Institutional:
Editorial Board:
Conference Organizing:
Technical Societies:
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Publications
See publications list on my Google
Scholar profile
(updated frequently by Google). |
Teaching
- ELG
5121/CSI 7163: Multimedia Communications (Fall '19, Winter '23)
- ELG
5100: Software
Engineering Project Management
(Winter
'06, '07, '08, '18, Fall '09, '10, '11, '13, '14, '15, '18, '19, '20, '21, '22)
- ELG
4913: Electrical Engineering Design Project II (Winter '21, '22)
- ELG
4912: Electrical Engineering Design Project I (Fall '09,
'10, '11, '20, '21)
- GNG
1106: Fundamentals of Engineering Computation (Fall '02,
'11, '14, '18, '19, '20)
- SEG
4105:
Software Project Management (Fall '04, '05, '06, '07, '09, '10, '11,
'13, '14, '15, '18, '19)
- EMP
5117: Foundations of Software Engineering (Winter '18)
- ELG 5374:
Computer Communication Networks (Fall '15)
- ITI
1120: Introduction to Computing I (Fall '13)
- CEG
4395:
Computer Network Management (Winter '06, '07, '08)
- CEG
4185:
Computer Network Design (Winter '08)
- CEG
4183:
Higher Layer Network Protocols (Winter '04, '05; Fall '05, '06, '07)
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Postdoc, PhD, and
Master's researchers trained
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Recent Talks
- Uncertainty-Assisted Trustworthy Decision Making with Machine Learning,
Taiwan Instrument Research Institute, National Applied Research
Laboratories, Hsinchu, Taiwan, Three lectures: June 26, July 17, and
July 29, 2024.
- Towards Superintelligent Network Operation Centers, Internet of Senses Research Center, National Tsing Hua University, Hsinchu, Taiwan, June 20, 2024. recording available.
- Quantifying Uncertainty in Machine Learning-Assisted Measurements, IEEE Learning Network Course Number: IMS-VT53, posted May 22, 2024. recording available.
- Towards Network Operation Center Automation with Reinforcement Learning,
IEEE International Conference on Computing, Networking and Communications, Big Island, Hawaii, USA, February 22, 2024.
- Quantifying Uncertainty in Machine Learning-Assisted Sensing, IEEE Sensors Applications Symposium, Ottawa, Canada, July 18, 2023.
- Towards Automating Network Operation Centers with AI, IEEE International Conference on Computing, Networking and Communications, Honolulu, Hawaii, USA, February 22 2023.
- Quantifying and Communicating Uncertainty in Machine Learning-Assisted Measurement, Keynote, IEEE International Conference on Sensing, Measurement & Data Analytics, December 22 2022 .
- Quantifying Uncertainty in Machine Learning Based Measurement, Keynote, IEEE International Conference on Imaging Systems and Techniques 2021, New York, USA, August 24 2021.
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