↪ Book Chapters
B2. H.I. Krebs, K.P. Michmizos, T. Susko, H. Lee, A. Roy, N. Hogan, " Beyond Human or Robot Administered Treadmill Training," (pp. 409-433) in D.J. Reinkensmeyer, V. Dietz (eds.): Neurorehabilitation Technology, Springer, August 2016 [link]
B1. K.P. Michmizos, K.S. Nikita, " Physiological Systems Modeling Simulation and Control," (pp. 745-787) in Z.O. Abu-Faraj (ed.): Handbook of Research on Biomedical Engineering Education and Advanced Bioengineering Learning: Interdisciplinary Concepts. IGI-Global, Hershey, PA, USA, 2012 [link]
↪ Peer-reviewed Publications
2020
69 [C]. G. Tang, N. Kumar, R. Yoo, K.P. Michmizos, "Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control," 2020 Conference on Robot Learning (CoRL), pp. 1-10, 2020.
68 [C]. L. Kozachkov, K.P. Michmizos, "Sequence Learning in Associative Neuronal-Astrocytic Networks," 2020 International Conference on Brain Informatics, pp. 349-360, 2020. [2nd Best Paper Award]
67 [C]. G. Tang, N. Kumar, K.P. Michmizos, "Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware," 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1-8, 2020. [arxiv'ed version]
66 [C]. I. Polykretis, G. Tang, K.P. Michmizos, "An Astrocyte-Modulated Neuromorphic Central Pattern Generator for Hexapod Robot Locomotion on Intel's Loihi," ACM Proceedings of the International Conference on Neuromorphic Systems (ICONS), pp. 1-8, 2020.
65 [C]. P. Balachandar, K.P. Michmizos, "A Spiking Neural Network Emulating the Structure of the Oculomotor System Requires No Learning to Control a Biomimetic Robotic Head," 8th IEEE International Conference on Biomedical Robotics and Biomechatronics (BioRob), NY, NY, Nov 29 - Dec 2, 2020. [arxiv'ed version] [2nd Best Paper Award]
64 [C]. N. Kumar, K.P. Michmizos, "Machine Learning for Motor Learning: EEG-based Continuous Assessment of Cognitive Engagement for Adaptive Rehabilitation Robots," 8th IEEE International Conference on Biomedical Robotics and Biomechatronics (BioRob), NY, NY, Nov 29 - Dec 2, 2020. [arxiv'ed version]
63 [C]. N. Kumar, K.P. Michmizos, "Deep Learning of Movement Intent and Reaction Time for EEG-informed Adaptation of Rehabilitation Robots," 8th IEEE International Conference on Biomedical Robotics and Biomechatronics (BioRob), NY, NY, Nov 29 - Dec 2, 2020. [arxiv'ed version]
62 [C]. I. Polykretis, K.P. Michmizos, "Astrocytes induce activity-dependent clocks on neuromorphic hardware," ACM Proceedings of the 8th Annual Neuroinspired Computational Elements Workshop, March 16-19, Heidelberg, Germany, 2020.
61 [C]. V. Ivanov, K.P. Michmizos, "Astrocytes impose criticality on a spiking reservoir network," ACM Proceedings of the 8th Annual Neuroinspired Computational Elements Workshop, March 16-19, Heidelberg, Germany, 2020.
60 [C]. G. Tang, K.P. Michmizos, "Real-time Mapping on a Neuromorphic Processor," ACM Proceedings of the 8th Annual Neuroinspired Computational Elements Workshop, March 16-19, Heidelberg, Germany, 2020.
2019
59 [C]. G Tang, A Shah, K.P. Michmizos, "Spiking neural network on neuromorphic hardware for energy-efficient unidimensional SLAM," 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Macau, China, Nov 4-8, 2019. [link] [publicity]
58 [C]. G. Tang, I. Polykretis, V. Ivanov, K.P. Michmizos, "Introducing Astrocytes on a Neuromorphic Processor: Synchronization, Local Plasticity and Edge of Chaos," ACM Proceedings of the 7th Annual Neuro-inspired Computational Elements Workshop, Albany, NY, March 26th – 28th, 2019. [link] [arxiv'ed version]
57 [C]. I. Polykretis, V. Ivanov, K.P. Michmizos, "Computational Astrocyence: Astrocytes encode inhibitory activity into the frequency and spatial extent of their calcium elevations," IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI’19), Chicago, IL, May 19-22, 2019. [link]
56 [C]. V. Ivanov, I. Polykretis, K.P. Michmizos, "Axonal Conduction Velocity Impacts Neuronal Network Oscillations," IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI’19), Chicago, IL, May 19-22, 2019. [link]
2018
55 [J]. S. khan, J. Hasmhi, F. Mamashli, K.P. Michmizos, M. Kitzbichler, H. Bharadwaj, Y. Bekhti, S. Ganesan, K.A. Garel, S. Whitfield-Gabrieli; R.L. Gollub, J. Kong; L.M. Vaina, K.D. Rana, S. Stufflebeam, M.S. Hamalainen, T. Kenet " Maturation Trajectories of Cortical Resting-State Networks Depend on the Mediating Frequency Band ," NeuroImage (in press), doi: 10.13140/RG.2.2.25250.53446 2018 [link]
53 [C]. I. Polykretis, V. Ivanov, K.P. Michmizos, "The Astrocytic Microdomain as a Generative Mechanism for Local Plasticity," International Conference on Brain Informatics, Arlington, TX, December 7-9, 2018 (pp. 153-162)
53 [C]. I. Polykretis, V. Ivanov, K.P. Michmizos, " A Neural-Astrocytic Network Architecture: Astrocytic calcium waves modulate synchronous neuronal activity," International Conference on Neuromorphic Systems (ICONS), Knoxville, Tennessee, July 23-26, 2018 (pp. 1-8)
52 [C]. G. Tang, K.P. Michmizos, " Gridbot: An autonomous robot controlling by a spiking neural network mimicking the brain's navigational system," International Conference on Neuromorphic Systems (ICONS), Knoxville, Tennessee, July 23-26, 2018 (pp. 1-8)
51 [C]. G. Tang, K.P. Michmizos, " Gridbot: A Spiking Neural Network Model of the Brain’s Navigation System for Autonomous Robots," 6th Neuro Inspired Computational Elements Workshop (NICE 2017), Intel Hillsboro, OR, February 27th- March 1st, 2018
50 [C]. L. Kozachkov, K.P. Michmizos, " Brain-morphism: Astrocytes as Memory Units," 6th Neuro Inspired Computational Elements Workshop (NICE 2017), Intel Hillsboro, OR, February 27th- March 1st, 2018
2017
49 [J]. L. Kozachkov, K.P. Michmizos, " A Computational Role for Astrocytes in Memory," arXiv:1707.05649, 2017
48 [J]. L. Kozachkov, K.P. Michmizos, " The Causal Role of Astrocytes in Slow-Wave Rhythmogenesis: A Computational Modelling Study," arXiv:1702.03993, 2017
47 [J]. K.P. Michmizos, H. I. Krebs, " Pediatric Robotic Rehabilitation: Current knowledge and future trends in treating children with sensorimotor impairments,"
Neurorehabilitation, pp. 1-8, doi: 10.3233/NRE-171458, 2017 [link]
46 [J]. F. Mamashli, S. Khan, H.M. Bharadwaj, K.P. Michmizos, S. Ganesan, K. Garel, J. Hashmi, M. Herbert, M. Hamalainen, T. Kenet, " Auditory Processing in Noise is Associated with Complex Patterns of Disrupted Functional Connectivity in Autism Spectrum Disorder," Autism Research, 10 (4), 631-647, 2017 [link]
45 [J]. K.P. Michmizos, B. Lindqvist, S. Wong, E.L. Hargreaves, G.D. Mitsis, S.F. Danish, K.S. Nikita, " Computational Neuromodulation: Future Challenges for Deep Brain Stimulation,"
IEEE Signal Processing Magazine, 34(2), 114-119, 2017 [link]
44 [J}. K. Kostoglou, K.P. Michmizos, P. Stathis, D. Sakas, K.S. Nikita, G.D. Mitsis, " Classification and prediction of clinical improvement in Deep Brain Stimulation from intraoperative microelectrode recordings," IEEE Transactions on Biomedical Engineering, 64(5), 1123-1130, 2017 [link]
43 [C]. G. Tang, K.P. Michmizos," NeuRobotics: A Spiking Neural Network Model of the Brain’s Spatial Navigation System for Autonomous Robots ," Cognitive Computational Neuroscience (CCN), NY, September 2017
42 [C]. N.Kumar, C.Trivedi, D. Pantazis, D. Metaxas, K.P. Michmizos," Camera-based Detection of the Early Stages of Fatigue: Validation with MEG and Self-Assessment Data ," Cognitive Computational Neuroscience (CCN), NY, September 2017
41 [C]. L. Kozachkov, K.P. Michmizos," On the Computational Roles of Astrocytes," Cognitive Computational Neuroscience (CCN), NY, September 2017
40 [C]. P. Balachandar, K.P. Michmizos, " NeuRobotics: A Spiking Neural Network Model of the Oculomotor System for Controlling a Biomimetic Robotic Head," Cognitive Computational Neuroscience (CCN), NY, September 2017
39 [C]. L. Kozachkov, K. Feigelis, K.P. Michmizos, " A Biomimetic Neural-Astrocytic Network: Adding a Slow Layer for Fast Information Processing," 5th Neuro Inspired Computational Elements Workshop (NICE 2017), IBM Research - Almaden, March 6th-8th, 2017 [poster]
38 [C]. P. Balachandar, K.P. Michmizos, " Neuromorphic Robotic Attention: A spike-based oculomotor controller," 5th Neuro Inspired Computational Elements Workshop (NICE 2017), IBM Research - Almaden, March 6th-8th, 2017 [poster]
37 [C]. G. Tang, K.P. Michmizos, " GRIDBOT: Spike-based head direction cells employing Bayesian inference," 5th Neuro Inspired Computational Elements Workshop (NICE 2017), IBM Research - Almaden, March 6th-8th, 2017 [poster]
2016
36 [J]. S. Khan, J.A. Hashmi, F. Mamashli, H.M.Bharadwaj, S. Ganesan, K.P. Michmizos, M. Kitzbichler, M. Zetino, K. Garel, M. Hamalainen, T. Kenet, " Altered Onset Response Dynamics in Somatosensory Processing in Autism Spectrum Disorder," Frontiers in Neuroscience, section Child and Adolescent Psychiatry, 2016 [link]
35 [C]. Y Mohsenzadeh, K.P. Michmizos, D Metaxas, D Pantazis, " Mental fatigue in a prolonged multiple object tracking task," Society for Neuroscience, San Diego, November 12-16, 2016
34 [C]. Y Mohsenzadeh, K.P. Michmizos, D Metaxas, D Pantazis, " Neural and pupil diameter effects of mental fatigue," 20th International Conference on Biomagnetism, Seoul, South Korea, October 1-6, 2016
33 [C]. J. Ames, K.P. Michmizos, " A Biologically Inspired Image Classifier: Adaptive Feature Detection," IEEE EMBC '16, Orlando, USA, 2016 [link]
32 [C]. R. Kommalapati, K.P. Michmizos, " Virtual Reality for Pediatric Neuro-Rehabilitation: Adaptive Visual Feedback of Movement to Engage the Mirror Neuron System," IEEE EMBC '16, Orlando, USA, 2016 [link]
31 [C]. H.I. Krebs, K.P. Michmizos, L. Monterosso, J. Mast, " Pediatric Anklebot: Pilot Clinical Trial," IEEE BioRob '16, Singapore, 2016 [link]
[ --- ComBra Lab founded ---]
2015
30 [J]. K.P. Michmizos, S. Rossi, P. Cappa, H.I. Krebs " Robot-Aided Neurorehabilitation: A Pediatric Robot for Ankle Rehabilitation," IEEE Transactions on Neural Systems and Rehabilitation Engineering, 23(6), pp. 1056 - 1067, doi: 10.1109/TNSRE.2015.2410773, 2015 [link]
29 [J]. S. Khan, K.P. Michmizos, M. Tommerdahl, S. Ganesan, M. Kitzbichler, M. Zetino, K. Garel, M. Herbert, M. Hamalainen, T. Kenet " Somatosensory cortex functional connectivity abnormalities in autism show opposite trends, depending on direction and spatial scale," Brain, 138(5):1394-409. doi: 10.1093/brain/awv043, 2015 [link]
28 [J]. K.P. Michmizos, P. Frangou, P. Stathis, D.E. Sakas, K.S. Nikita " Beta - band frequency peaks inside the subthalamic nucleus as a biomarker for motor improvement after Deep Brain Stimulation in Parkinson’s disease," IEEE Journal of Biomedical and Health Informatics, 19 (1), 174-180, 2015 [link]
2014
27 [J]. K.P. Michmizos, L. Vaisman, H.I. Krebs " A Comparative analysis of speed profile models for ankle pointing movements: Evidence that lower and upper extremity discrete movements are controlled by a single invariant strategy," Frontiers in Human Neuroscience, 2014 [link]
26 [J]. K.P. Michmizos, H.I. Krebs, " Reaction time in ankle movements: a diffusion model analysis,"
Experimental Brain Research , 232(11), pp. 3475-88, 2014 [link]
25 [J]. K.P. Michmizos, H.I. Krebs, " Pointing with the ankle: the speed-accuracy tradeoff,"
Experimental Brain Research, 232(2), pp. 647-657, 2014 [link]
24 [J]. S. Khan, J. Lefèvre, S. Baillet, K.P. Michmizos, S. Ganesan, M. Kitzbichler, M. Zetino, M. Hämäläinen, C. Papadelis, T. Kenet, " Encoding Cortical Dynamics in Sparse Features,"
Frontiers in Human Neuroscience, (9 pp.), 2014 [link]
23 [C]. K.P. Michmizos, S. Khan, M. Hamalainen, T. Kenet, " From spikes to MEG signals: A Computational Model Mimics Abnormalities in Cortical Feed-forward and Feed-back Connectivity in Autism Spectrum Disorders," IEEE EMBC '14, Chicago, Illinois, 2014 [link]
22 [C] K.P. Michmizos, H.I. Krebs, " A Hierarchical Bayesian Modeling of the Ankle Reaction Time," IEEE EMBC '14, Chicago, Illinois, 2014 [link]
21 [C]. K.P. Michmizos, H.I. Krebs, " Modeling Reaction Time in the Ankle," IEEE BioRob '14, pp. 542 - 547, Sao Paolo, Brazil, 2014 [link]
2013
20 [C]. A. Siqueira, K.P. Michmizos, H.I. Krebs, " Development of a robotic system for bilateral telerehabilitation," COBEM '13, Sao Paolo, Brazil, 2013 [link]
19 [C]. P.D. Frangou, K.P. Michmizos, P. Stathis, D. Sakas, K.S. Nikita, " Beta band peak in Local Field Potentials as a marker of clinical improvement in Parkinsons disease after Deep Brain Stimulation," IFMBE MEDICON '13, Sevilla, Spain, 2013 [ Top 10 finalist for best paper award ] [link]
18 [C]. K.P. Michmizos, P.D. Frangou, P. Stathis, D. Sakas, K.S. Nikita, " Beta band peak localizes the optimal Deep Brain Stimulation contact in Parkinson's disease patients ," International Conference on Deep Brain Stimulation, Dusseldorf, Germany, 2013[link]
2012
17 [J]. K.P. Michmizos, D.E. Sakas, K.S. Nikita, " Parameter identification for a local field potential driven model of the parkinsonian subthalamic nucleus spike activity,"
Neural Networks, (11 pp.), 2012 [link]
16 [J]. K.P. Michmizos, D.E. Sakas, K.S. Nikita, " Prediction of the timing and the rhythm of the parkinsonian subthalamic nucleus neural spikes using the local field potentials,"
IEEE Transactions of Information Technology in Biomedicine, (8 pp.), 2012 [link]
15 [C]. K. Kostoglou, K.P. Michmizos, P. Stathis, D. Sakas, K.S. Nikita , G. Mitsis, " Prediction of the Parkinsonian subthalamic nucleus spike activity from local field potentials using nonlinear dynamic models," IEEE BIBE '12, Larnaca, Cyprus, 2012 [link]
14 [C]. K.P. Michmizos, H.I. Krebs, " Assist-as-Needed in Lower Extremity Robotic Therapy for Children with Cerebral Palsy," IEEE BioRob ’12, Rome, Italy, June 2012 [ link]
13 [C]. K.P. Michmizos, H.I. Krebs, " Serious Games for the Pediatric Anklebot," ΙΕΕΕ BioRob ‘12 Rome, Italy, June 2012 [link]
2011
12 [J]. K.P. Michmizos, D.E. Sakas, K.S. Nikita, " Toward relating the subthalamic nucleus spiking activity with the local field potentials acquired intranuclearly ,"
IOP Measurement Science and Technoloy 22(11), (9 pp.), 2011 [link]
11 [C]. K.P. Michmizos, K.S. Nikita, " Addition of deep brain stimulation signal to a local field potential driven Izhikevich model masks the pathological firing pattern of an STN neuron," IEEE EMBC ’11, Boston, USA, August 2011 [link]
10 [C]. K.P. Michmizos, K.S. Nikita, " Local field potential driven Izhikevich model predicts a subthalamic nucleus neuron activity," ΙΕΕΕ EMBC ‘11 Boston, USA, August 2011 [link]
2010
09 [C]. K.P. Michmizos, V. Papavasileiou, D. Sakas, K.S.Nikita, " Mathematical Physiological Modeling of the relation between local field potentials and spikes recorded inside the Subthalamic Nucleus," IEEE ITAB 2010, Corfu, Greece, November 2010 [link]
08 [C]. K.P. Michmizos, K.S. Nikita, " Can We Infer Subthalamic Nucleus Spike Trains from Intranuclear Local Field Potentials?," IEEE EMBC '10, Buenos Aires, Argentina, September 2010 [link]
2009
07 [C]. K.P. Michmizos, D.E. Sakas, K.S. Nikita, " An in-silico model of an STN neuron that uses the LFPs to predict the spikes," Consciousness and its Measures, Limassol, Cyprus, November 29- December 1, 2009
06 [C]. K.P. Michmizos, G.L. Tagaris, D.E. Sakas, K.S. Nikita, " Employing LFPs and spikes to model the non-linear behavior of the STN," 18th Annual Computational Neuroscience Meeting, Berlin, Germany, BMC Neuroscience 10 doi:10.1186/1471-2202-10-S1-P320J1, July 2009
05 [C]. K.P. Michmizos, G.L. Tagaris, D.E. Sakas, K.S. Nikita, " Towards Input Output Non-Linear Modeling of the Subthalamic Nucleus using Intranuclear Recordings," IEEE NER '09, Antalya, Turkey, April 2009
2008
04 [C]. K.P. Michmizos, G.L. Tagaris, D.E. Sakas, K.S. Nikita, " Automatic Intra-Operative Localization of STN using the Beta Band Frequencies of Microelectrode Recordings ," IEEE BIBE '08 2008, Athens, Greece
2007
03 [C]. K.P. Michmizos, H.L. Galiana, " A Biomimetic robotic Head using A model of ocular tracking," Festival on International Conferences on Caregiving, Dissability, Aging and Technologies, Toronto, July 2007
02 [C]. K.P. Michmizos, C. Argyropoulos, V. Aidinis, G. Nikiforidis, K. Berberidis, " A proposal of a novel segmentation technique of microarray images," IEEE IST 2007, Krakow, Poland, May 2007
2003
01 [C]. I. Nikita, K.P. Michmizos, K. Berberidis, G. Kostopoulos, " Carbachol induces fast oscillations (20-45Hz) with greater probability and intensity in ventral than in dorsal hippocampal slices of the rat," National Convention of the Hellenic Society of Neurosciences, Athens, October, 2003[ best paper award ]
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