Research

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2021

Kyritsis, Konstantinos; Fagerberg, Petter; Ioakimidis, Ioannis; Chaudhuri, Ray K; Reichmann, Heinz; Klingelhoefer, Lisa; Delopoulos, Anastasios

Assessment of real life eating difficulties in Parkinson’s disease patients by measuring plate to mouth movement elongation with inertial sensors Journal Article

In: Scientific Reports, 11 (1), pp. 1–14, 2021.

Abstract | Links | BibTeX | Tags: LSTM, Parkinson’s disease, Support vector machines

2020

Kyritsis, Konstantinos; Fagerberg, Petter; Ioakimidis, Ioannis; Klingelhoefer, Lisa; Reichmann, Heinz; Delopoulos, Anastasios

Using IMU sensors to assess motor degradation of PD patients by modeling in-meal plate-to-mouth movement elongation Inproceedings

In: 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), pp. 494–497, IEEE 2020.

Abstract | Links | BibTeX | Tags: Accelerometers, control, Degradation, Feature extraction, Mouth, PD, Sensors, Support vector machines

2018

Kyritsis, Konstantinos; Diou, Christos; Delopoulos, Anastasios

End-to-end Learning for Measuring in-meal Eating Behavior from a Smartwatch Inproceedings

In: 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 5511–5514, IEEE 2018.

Abstract | Links | BibTeX | Tags: Accelerometers, Gyroscopes, Hidden Markov models, Mouth, Sensors, Support vector machines, Training

Papadopoulos, Alexandros; Kyritsis, Konstantinos; Sarafis, Ioannis; Delopoulos, Anastasios

Personalised meal eating behaviour analysis via semi-supervised learning Inproceedings

In: 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 4768–4771, IEEE 2018.

Abstract | Links | BibTeX | Tags: Adaptation models, Entropy, Feature extraction, Hidden Markov models, Mouth, Support vector machines, Training

2017

Kyritsis, Konstantinos; Tatli, Christina Lefkothea; Diou, Christos; Delopoulos, Anastasios

Automated analysis of in meal eating behavior using a commercial wristband IMU sensor Inproceedings

In: 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 2843–2846, IEEE 2017.

Abstract | Links | BibTeX | Tags: Acceleration, Accelerometers, Feature extraction, Gyroscopes, Hidden Markov models, Mouth, Support vector machines