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The First Biannual Neuroadaptive Technology Conference NAT ’17 CPONFERENCE ROGRAMME July 19 – July 21, 2017, Berlin, Germany The First Biannual Neuroadaptive Technology Conference Conference Programme © 2017 Society for Neuroadaptive Technology This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/4.0/ or send a letter to Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. The First Biannual Neuroadaptive Technology Conference is sponsored by Brain Products GmbH www.brainproducts.com zander laboratories Zander Laboratories BV Liverpool John Moores University Deutsche Forschungsgemeinschaft Technische Universität Berlin Team PhyPA General Chairs Dr Thorsten O. Zander Technische Universität Berlin, Germany Prof. Stephen Fairclough Liverpool John Moores University, UK Organizational Support Lena Andreessen Technische Universität Berlin, Germany - Review Process, Website, Communication, Keynotes, Conference Venue, Conference Programme, Conference Bags Laurens R. Krol Technische Universität Berlin, Germany - Website, Badges, Conference Programme, Conference Bags Kellyann Stamp Liverpool John Moores University, UK - Conference Programme Programme Committee Hasan Ayaz (Drexel University, USA ) Carryl Baldwin (George Mason University, USA ) Benjamin Blankertz (TU Berlin, Germany ) Anne-Marie Brouwer (TNO, The Netherlands ) Marc Cavazza (University of Kent, UK ) Guillaume Chanel (University of Geneva, Switzerland ) Frederic Dehais (ISAE, France ) Olaf Dimigen (Humbodt University Berlin, Germany ) Jan van Erp (University of Twente, The Netherlands ) Klaus Gramann (TU Berlin, Germany ) Giulio Jaccuci (University of Helsinki, Finland ) Tzyy-Ping Jung (University of California San Diego, USA ) Elsa Kirchner (University of Bremen, Germany ) Peter Hancock (University of Central Florida, USA ) Pim Haselager (Donders Institute, The Netherlands ) Fabien Lotte (INRIA, France ) Christian Muehl (German Aerospace Centre, Germany ) Anton Nijholt (University of Twente, The Netherlands ) Alan Pope (NASA, USA ) Gerwin Schalk (Wadsworth Center, USA ) Erin Solovey (Drexel University, USA ) Jon Touryan (Army Research Labs, USA ) Dick de Waard (University of Groningen, The Netherlands ) CONTENTS Preface 7 Conference Agenda 9 Keynote Lectures 13 IMPLICIT USER INTERFACES …………………………………………………14 Robert Jacob COMPUTATIONAL NEUROSCIENCE OF HUMAN EEG – I see a solution. ……………………………………………………………...15 Makoto Miyakoshi APPLIED NEUROTECHNOLOGY - Towards clinical applications of neuroadaptive brain-computer interfaces ………………………………………...17 Surjo Soekadar UBIQUITOUS NEUROTECHNOLOGY IN THE CLOUD - Into The Wild: When Neurotechnology Escapes the Lab and Other Adventures in Translation…………………………………………………………………………...19 Tim Mullen NEUROETHICS - Sense of agency and responsibility in neuroadapted action ..20 Pim Haselager Neuroadaptive Technology: Concepts 21 COGNITIVE PROBING FOR AUTOMATED NEUROADAPTATION Laurens Ruben Krol , Thorsten Oliver Zander …………………………………….........22 ENDOWING THE MACHINE WITH ACTIVE INFERENCE: A GENERIC FRAMEWORK TO IMPLEMENT ADAPTIVE BCI Jelena Mladenovic, Mateus Joffily, Jeremy Frey, Fabien Lotte, Jeremie Mattout …..24 LEARNING FROM LABEL PROPORTIONS IN BCI -- A SYMBIOTIC DESIGN FOR STIMULUS PRESENTATION AND SIGNAL DECODING David Hübner, Thibault Verhoeven, Konstantin Schmid, Klaus-Robert Müller, Michael Tangermann, Pieter-Jan Kindermans ...........................................................27 Evaluation Methodology 30 FROM UNIVARIATE TO MULTIVARIATE ANALYSIS OF fNIRS DATA Jessica Gemignani, Eike Middell, Benjamin Blankertz ………………………………….31 A GENERALIZED DEEP LEARNING FRAMEWORK FOR CROSS-DOMAIN LEARNING IN BRAIN COMPUTER INTERFACES Amelia Solon, Stephen Gordon, Vernon Lawhern, Brent Lance ……………………….34 1 TIME-FREQUENCY SENSITIVITY CHARACTERIZATION OF SINGLE- TRIAL OSCILLATORY EEG COMPONENTS Andreas Meinel , Torsten Koller , Michael Tangermann ............................................36 Neuroergonomics 38 EEG, ECG AND EOG RESPONSES TO AUTOMATED, REAL DRIVING Anne-Marie Brouwer, Laurens Krol, Matthew Jaswa, Anne Snelting, Oded Flascher, Thorsten Zander ………………………………………………………………………………39 CLASSIFICATION OF CONCENTRATION LEVELS USING DEEP NEURAL NETWORKS Ali Berkol, Emre Oner Tartan, Gozde Kara, Prof. Dr. Zeliha Eser, Hamit Erdem, Tansel Kasar ................................................................................................................41 ASSESSING IMPLICIT ATTITUDES DURING HUMAN-TECHNOLOGY INTERACTION BASED ON NEUROELECTRICAL EVIDENCE Victoria Sinram, Kathrin Pollmann, Mathias Vukelic …………………………………...43 EEG Methodology 46 BETWEEN-SUBJECT TRANSFER LEARNING FOR CLASSIFICATION OF ERROR-RELATED SIGNALS IN HIGH-DENSITY EEG Martin Voelker, Sofie Berberich, Ecaterina Andreev, Lukas D.J. Fiederer, Wolfram Burgard, Tonio Ball ………………………………………………………………………...47 TRACING RHYTHMIC REGULARITY PROCESSING: BEAT-BASED BETA POWER MODULATION IN EEG SOURCE SPACE Stephanie Brandl, Sven Dähne, Benjamin Blankertz, Klaus-Robert Müller and Manon Grube1 .........................................................................................................................51 EXPRESS ESTIMATION OF BRAIN RHYTHM POWER FOR LOW-LATENCY NEUROFEEDBACK Nikolai Smetanin, Alexei Ossadtchi ………................……………………………………54 Neuroadaptive Technology: Applications 56 INVESTIGATING NEUROADAPTIVE TECHNOLOGY FOR SPEED READING APPLICATIONS Lena Merle Andreeßen, Peter Gerjets, Detmar Meurers, Thorsten O. Zander ..........57 TOWARD NEUROADAPTIVE PERSONAL LEARNING ENVIRONMENTS Ruixue Liu, Erin Walker, Erin Solovey ........................................................................59 GAZE DIRECTION AND THE EEG MARKER FOR INTENTION/EXPECTATION IN HYBRID INTERFACES Sergei L. Shishkin, Olesia V. Korsun, Alexey A. Medyntsev, Anastasia A. Fedorova, Yuri O. Nuzhdin, Bogdan L. Kozyrskiy, Ignat A. Dubynin, Boris M. Velichkovsky ….62 2 Physiological Computing 1 65 WEARABLE SENSORS, DRIVING AND THE VISUALIZATION OF CARDIOVASCULAR STRESS DURING EVERYDAY LIFE Chelsea Dobbins and Stephen Fairclough ……………………………………………...…66 EVALUATING FNIRS-BASED WORKLOAD DISCRIMINATION IN A REALISTIC DRIVING SCENARIO Christian Herff , Felix Putze , Tanja Schultz . …………………………………………….69 FIVE LAYER MODEL FOR PHYSIOLOGICAL COMPUTING Ilkka Johannes Kosunen ……………………………………………………………………..71 Passive BCI 73 DETECTION OF FEEDBACK-RELATED MENTAL STATES WITH ERROR- RELATED SPECTRAL PERTURBATION Mahta Mousavi, Adam S Koerner, Qiong Zhang, Eunho Noh, Virginia R de Sa ……74 A COLLABORATIVE BCI TRAINED TO AID GROUP DECISIONS IN A VISUAL SEARCH TASK WORKS Well WITH SIMILAR TASKS Davide Valeriani, Caterina Cinel, Riccardo Poli ………………………………………..77 PASSIVE BCI TOOLS FOR MENTAL state estimation in aeroSPACE APPLICATIONS Raphaëlle N. Roy, Kevin Verdiere, Sébastien Scannella, Frédéric Dehais …………79 Physiological Computing 2 81 CORTICO-CORTICAL SPECTRAL RESPONSES ELICITED BY CLOSED LOOP STIMULATION IN THE SHEEP SOMATOSENSORY CORTEX C. Alexis Gkogkidis, Xi Wang, Mortimer Gierthmuehlen, Joerg Haberstroh, Martin Schuettler, Joern Rickert, Thomas Stieglitz, Tonio Ball ..............................................82 CLASSIFICATION OF EMOTIONS USING CONVOLUTIONAL NEURAL NETWORKS – AN EEG STUDY Sunghan Lee, Sangjun Han, Cheolki Im, Sung Chan Jun ……………………………….85 CLASSIFICATION OF CORTICAL RESPONSES TO VISUAL TARGETS DURING A PHYSICAL-COGNITIVE INTERACTION TASK Michael W. Nonte, Jamie R. Lukos, J. Cortney Bradford ……………………………….88 Neuroadaptive Technology: Methods 91 INVESTIGATING RESPONSES TO LETTER PRESENTATIONS IN A SEGMENT SPELLER Joshua M Stivers, Virginia R de Sa ………………………………………………………92 3 USING BCIS FOR BENCHMARKING ADAPTIVE AND LOW-RESOLUTION DAQ EEG APPROACHES W. David Hairston, Michael Nonte ………………………………………………………...95 INTELLIGENT THRESHOLD SELECTION FOR BIOCYBERNETIC LOOP IN AN ADAPTIVE VIDEO GAME CONTEXT Elise Labonte-Lemoyne, Francois Courtemanche, Marc Fredette, Pierre-Majorique Leger, Sylvain Senecal ……………………………………………………………………….97 MoBI 100 MOBILE BRAIN / BODY IMAGING (MoBI) OF PHYSICAL INTERACTION WITH DYNAMICALLY MOVING OBJECTS Evelyn Jungnickel, Klaus Gramann ………………………………………………………101 EEG AND EMG SYNCHRONIZATION AND JITTER ESTIMATION FOR MOBI EXPERIMENTS Fiorenzo Artoni, Annalisa Barsotti, Eleonora Guanziroli, Franco Molteni, Alberto Landi, Silvestro Micera …………………………………………………………………….103 NEURAL CORRELATES OF HUMAN single- and dual-task NATURAL WALKING IN THE URBAN ENVIRONMENT Sara Pizzamiglio, Hassan Abdalla, Duncan Turner ……………………………………106 Neuroethics 110 NEUROETHICS FOR NEUROADAPTIVE TECHNOLOGY: THE CASE OF PASSIVE BRAIN-COMPUTER INTERFACES Kirsten Brukamp …………………………………………………………………………….111 HACKING MINDS, HACKING BRAINS, HACKING AUGMENTED BODIES: ETHICAL ASPECTS OF NEUROHACKING Marcello Ienca ………………………………………………………………………………113 EVALUATING BRAIN READING’S PRACTICAL APPLICABILITY Giulio Mecacci ………………………………………………………………………………115 Wearable Sensors 117 INTERACTING WITH WEARABLE COMPUTERS BY MEANS OF FUNCTIONAL ELECTRICAL MUSCLE STIMULATION Pedro Lopes ………………………………………………………………………………….118 MEASURING ACADEMIC STRESS ‘IN THE WILD’ WITH WEARABLE SENSORS: REMOVAL OF NOISE FROM WEARABLE SENSOR DATA USING FIR FILTERS Benjamin Harris, Chelsea Dobbins, Stephen Fairclough and Paulo Lisboa ………121 4 MOBILE BRAIN/BODY IMAGING (MOBI) OF SPATIAL KNOWLEDGE ACQUISITION DURING UNCONSTRAINED EXPLORATION IN VR Lukas Gehrke, Klaus Gramann ..................................................................................123