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Advancing intuitive human-machine interaction with human-like social capabilities for education in schools

Leistungen

Report on ANIMATAS exploitable outputs

IPR evaluation of ANIMATAS results 5 UPMC IPR manager industrial partner Evaluation of patentable innovations IPR and confidentiality in accordance with the CA sensitization of participants to IPR issues

Report on Transferable Skills workshops attended

This report will contain details of the the Transferable Skills Workshops: TW1 Methods from experimental psychology (M7), TSW2 Developing technologies in educational settings (M13),TSW3 Employability skills and conducting research in industry (M20), TSW4 Entrepreneurship, innovation and exploitation (M29)

Mid-term report of robot’s embodiment and behaviour, their model and their impact

Description of models and experimental set-ups for agent and robot embodiment studies from (i) perceptual and (ii) generative standpoints

Validation by experimental tests of social learning mechanisms

Report on evaluations models allowing robots and virtual characters to learn new skills from humans in educational settings

Report on ANIMATAS final workshop

The final workshop report will serve to summarize at the end the achievements of ANIMATAS and to discuss the road ahead

Mid-term report on social learning mechanisms

Description of theoretical and experimental frameworks for allowing robots and virtual characters to learn new skills from humans in educational settings

Validation by experimental tests of the robot's personalised behaviour

Report on the evaluation of models allowing robots and virtual characters to adapt to users behaviors and preferences

Validation by experimental tests of robot's embodiment and behaviour

Report on the evaluation of models for robots and agents embodiment studies from i perceptual and ii generative standpoints

Overall recruitment of ESRs

Completed recruitment and start of all the ESR Fellow's individual research projects

Report on Technical workshops attended

This report will contain details of the the Transferable Skills Workshops TW1 Summer school on computational social sciences for social robots and embodied virtual characters M10 TW2 Virtual characters for computer games M17 TW3 Ethics in humanmachine interaction M29 TW4 Building industryguided showcases of the ANIMATAS research IMT M33

Consortium Agreement

Preparation and signature of the Consortium Agreement

Third Year Progress Report

Report on the overall progress of the project for the third year of implementation

Mid-term report on adaptation mechanisms and user models

Description of theoretical and experimental frameworks for allowing robots and virtual characters to adapt to users behaviors and preferences

Progress report - first year

Report on the overall progress of the project for the first year of implementation.

Plan for the Exploitation and Dissemination of Result

The plan will define a strategy for exploitation mainly through secondments where the industry beneficiaries and partners will have a close working knowledge of the ESRs and their project and will participate I shaping them, thus reinforcing the potential for further exploitation that will be established through the support of the Lutech technology transfer office of UPMC. The plan will also define strategy of dissemination of the results in the academic sector, the educational community, the media and the policy makers and will outline of the dissemination methods: web-site, e-newsletter and social media

Personal Career development plans

Individual career development plans prepared for each one of the recruited fellows. This plan will include a detailed set of proposed research, training and dissemination activities. Attention will be paid to the quality of the joint research training programme, with provision for supervision and mentoring arrangements and career guidance. Each document must be signed by both ESR and their Supervisor.

ANIMATAS website

Creation and publication of the dedicated project website

Veröffentlichungen

Explainable Agency by Revealing Suboptimality in Child-Robot Learning Scenarios

Autoren: Silvia Tulli; Marta Couto; Miguel Vasco; Elmira Yadollahi; Francisco S. Melo; Ana Paiva
Veröffentlicht in: Springer post-proceedings Lecture Notes in Artificial Intelligence, 2020
Herausgeber: Springer
DOI: 10.1007/978-3-030-62056-1_3

Influence of virtual agent politeness behaviors on how users join small conversational groups

Autoren: Sahba Zojaji; Christopher Peters; Catherine Pelachaud
Veröffentlicht in: Proceedings of the 20th ACM International Conference on Intelligent Virtual Agents, 2020, Seite(n) 1-8
Herausgeber: ACM Digital Library
DOI: 10.1145/3383652.3423917

The importance of fillers for text representations of speech transcripts

Autoren: Tanvi Dinkar; Pierre Colombo; Matthieu Labeau; Chloé Clavel
Veröffentlicht in: EMNLP (1), Ausgabe 10, 2020
Herausgeber: Association for comutational linguistics
DOI: 10.18653/v1/2020.emnlp-main.641

Questioning Wizard of Oz: Effects of Revealing the Wizard behind the Robot

Autoren: Jawairia Nasir, Philippe Oppliger, Barbara Bruno, Pierre Dillenbourg
Veröffentlicht in: 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2022
Herausgeber: IEEE

Understanding Children’s Trust Development through Repeated Interactions with a Virtual Social Robot

Autoren: Natalia Calvo-Barajas, Ginevra Castellano
Veröffentlicht in: 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2022
Herausgeber: IEEE

Cozmonaots: Designing an autonomous learning task with social and educational robots

Autoren: Rebecca Stower, Arvid Kappas
Veröffentlicht in: Interaction Design and Children (IDC ’21),, 2021
Herausgeber: ACM
DOI: 10.1145/3459990.3465210

Integrating an Observer in Interactive Reinforcement Learning to Learn Legible Trajectories

Autoren: Manuel Bied, Mohamed Chetouani
Veröffentlicht in: 2020 29th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2020, Seite(n) 760-767, ISBN 978-1-7281-6075-7
Herausgeber: IEEE
DOI: 10.1109/ro-man47096.2020.9223338

Cooperation between Independent Reinforcement Learners under Wealth Inequality and Collective Risks.

Autoren: Ramona Merhej, Fernando-P. Santos, Francisco S. Melo, Francisco C. Santos
Veröffentlicht in: AAMAS '21: 20th International Conference on Autonomous Agents and Multiagent Systems, 2021
Herausgeber: IFAAMAS

A Robot by Any Other Frame: Framing and Behaviour Influence Mind Perception in Virtual but not Real-World Environments

Autoren: Sebastian Wallkotter, Rebecca Stower, Arvid Kappas, Ginevra Castellano
Veröffentlicht in: Proceedings of the 2020 ACM/IEEE international conference on human-robot interaction, 2020, Seite(n) 609-618
Herausgeber: Association for Computing Machinery

SLOT-V: Supervised Learning of Observer Models for Legible Robot Motion Planning in Manipulation.

Autoren: Sebastian Wallkotter, Mohamed Chetouani, Ginevra Castellano
Veröffentlicht in: 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2022
Herausgeber: IEEE
DOI: 10.1109/ro-man53752.2022.9900568

"""""Oh no, my instructions were wrong!"" An Exploratory Pilot Towards Children’s Trust in Social Robots"""

Autoren: Rebecca Stower, Arvid Kappas
Veröffentlicht in: 29th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2020, Seite(n) 641-646
Herausgeber: IEEE

The effects of robot’s facial expressions on children’s first impressions of trustworthiness

Autoren: Natalia Calvo-Barajas, Giulia Perugia, Ginevra Castellano
Veröffentlicht in: Proceedings of the 2020 29th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2020, Seite(n) 165-171
Herausgeber: IEEE Press
DOI: 10.1109/ro-man47096.2020.9223456

How confident are you? Exploring the role of fillers in the automatic prediction of a speaker’s confidence

Autoren: Tanvi Dinkar; Ioana Vasilescu; Catherine Pelachaud; Chloé Clavel
Veröffentlicht in: ICASSP, Ausgabe 4, 2020, ISBN 978-1-5090-6631-5
Herausgeber: IEEE
DOI: 10.1109/icassp40776.2020.9054374

Does What Users Say Match What They Do? Comparing Self-Reported Attitudes and Behaviours towards a Social Robot

Autoren: Rebecca Stower, Karen Tatarian, Damien Rudaz, Marine Chamoux, Mohamed Chetouani, Arvid Kappas
Veröffentlicht in: 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2022
Herausgeber: IEEE

Efficacy of a ‘Misconceiving’ Robot to Improve Computational Thinking in a Collaborative Problem Solving Activity: A Pilot Study

Autoren: Utku Norman, Alexandra Chin, Barbara Bruno, Pierre Dillenbourg
Veröffentlicht in: 31st IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2022, Seite(n) 1413–1420
Herausgeber: IEEE

Explainability in Autonomous Pedagogical Agents

Autoren: Silvia Tulli
Veröffentlicht in: Proceedings of the AAAI Conference on Artificial Intelligence, Ausgabe 23743468, 2020, Seite(n) 13738-13739, ISSN 2374-3468
Herausgeber: AAAI Press
DOI: 10.1609/aaai.v34i10.7141

Exploring the Difference between Solving and Teaching in Sensorimotor Tasks

Autoren: Manuel Bied; Mohamed Chetouani
Veröffentlicht in: HRI '20: ACM/IEEE International Conference on Human-Robot Interaction, 2020
Herausgeber: ACM Digital Library
DOI: 10.1145/3371382.3378284

What Teachers Need for Orchestrating Robotic Classrooms

Autoren: Sina Shahmoradi, Aditi Kothiyal, Jennifer K. Olsen, Barbara Bruno, Pierre Dillenbourg
Veröffentlicht in: European Conference on Technology Enhanced Learning (EC-TEL), Ausgabe LNCS 12315, 2020, Seite(n) 87-101, ISBN 978-3-030-57717-9
Herausgeber: Springer

Reward Seeking or Loss Aversion?: Impact of Regulatory Focus Theory on Emotional Induction in Children and Their Behavior Towards a Social Robot

Autoren: Maha Elgarf, Natalia Calvo-Barajas, Ana Paiva, Ginevra Castellano, and Christopher Peter
Veröffentlicht in: Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems (CHI '21), 2021
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3411764.3445486

Robots for Learning - R4L - Inclusive Learning

Autoren: Wafa Johal, James Kennedy, Vicky Charisi, Hae Won Park, Ginevra Castellano, Pierre Dillenbourg
Veröffentlicht in: Companion of the 2018 ACM/IEEE International Conference on Human-Robot Interaction - HRI '18, 2018, Seite(n) 397-398, ISBN 9781-450356152
Herausgeber: ACM Press
DOI: 10.1145/3173386.3173567

The near future of children's robotics

Autoren: Vicky Charisi, Alyssa M. Alcorn, James Kennedy, Wafa Johal, Paul Baxter, Chronis Kynigos
Veröffentlicht in: Proceedings of the 17th ACM Conference on Interaction Design and Children - IDC '18, 2018, Seite(n) 720-727, ISBN 9781-450351522
Herausgeber: ACM Press
DOI: 10.1145/3202185.3205868

Towards Virtual Agents for Supporting Appropriate Small Group Behaviors in Educational Contexts

Autoren: Sahba Zojaji, Christopher Peters
Veröffentlicht in: 2019 11th International Conference on Virtual Worlds and Games for Serious Applications (VS-Games), 2019, Seite(n) 1-2, ISBN 978-1-7281-4540-2
Herausgeber: IEEE
DOI: 10.1109/vs-games.2019.8864528

Towards an Adaptive Regulation Scaffolding through Role-based Strategies

Autoren: Sooraj Krishna, Catherine Pelachaud, Arvid Kappas
Veröffentlicht in: Proceedings of the 19th ACM International Conference on Intelligent Virtual Agents - IVA '19, 2019, Seite(n) 264-267, ISBN 9781-450366724
Herausgeber: ACM Press
DOI: 10.1145/3308532.3329412

Learning By Collaborative Teaching: An Engaging Multi-Party CoWriter Activity

Autoren: Laila El Hamamsy, Wafa Johal, Thibault Asselborn, Jauwairia Nasir, Pierre Dillenbourg
Veröffentlicht in: 2019 28th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2019, Seite(n) 1-8, ISBN 978-1-7281-2622-7
Herausgeber: IEEE
DOI: 10.1109/ro-man46459.2019.8956358

Rock Your Story - Effects of Adapting Personality Behavior through Body Movement on Story Recall

Autoren: Maha Elgarf, Christopher Peters
Veröffentlicht in: Proceedings of the 7th International Conference on Human-Agent Interaction - HAI '19, 2019, Seite(n) 241-243, ISBN 9781-450369220
Herausgeber: ACM Press
DOI: 10.1145/3349537.3352779

Robot Analytics: What Do Human-Robot Interaction Traces Tell Us About Learning?

Autoren: Jauwairia Nasir, Utku Norman, Wafa Johal, Jennifer K. Olsen, Sina Shahmoradi, Pierre Dillenbourg
Veröffentlicht in: 2019 28th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2019, Seite(n) 1-7, ISBN 978-1-7281-2622-7
Herausgeber: IEEE
DOI: 10.1109/ro-man46459.2019.8956465

Effect of Agents’ Transparency on Teamwork

Autoren: Silvia Tulli, Filipa Correia, Samuel Mascarenhas, Samuel Gomes, Francisco S. Melo, Ana Paiva
Veröffentlicht in: 1st International Workshop on EXplainable TRansparent Autonomous Agents and Multi-Agent Systems at International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2019), 2019
Herausgeber: AAMAS

For The Record - A Public Goods Game For Exploring Human-Robot Collaboration

Autoren: Correia, Filipa and Mascarenhas, Samuel and Gomes, Samuel and Tulli, Silvia and Santos, Fernando P. and Santos, Francisco C. and Prada, Rui and Melo, Francisco S. and Paiva, Ana
Veröffentlicht in: Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems, 2019, Seite(n) 2351–2353
Herausgeber: International Foundation for Autonomous Agents and Multiagent Systems

MobiAxis: An Embodied Learning Task for Teaching Multiplication with a Social Robot

Autoren: K. Tatarian, S. Wallkotter, S. Buyukgoz, R. Stower, and M. Chetouani
Veröffentlicht in: Robots for Learning : R4L – Building Interaction for Classroom Robots Workshop at the 28th IEEE International Conference on Robot & Human Interactive Communication (Ro-Man 2019)., 2019
Herausgeber: Robots for Learning : R4L – Building Interaction for Classroom Robots Workshop

The Role of Trust and Social Behaviours in Children's Learning from Social Robots

Autoren: Rebecca Stower
Veröffentlicht in: 2019 8th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos (ACIIW), 2019, Seite(n) 1-5, ISBN 978-1-7281-3891-6
Herausgeber: IEEE
DOI: 10.1109/aciiw.2019.8925269

FRACTOS - Learning to be a Better Learner by Building Fractions

Autoren: Sooraj Krishna, Catherine Pelachaud, Arvid Kappas
Veröffentlicht in: Companion of the 2020 ACM/IEEE International Conference on Human-Robot Interaction, 2020, Seite(n) 314-316, ISBN 9781-450370578
Herausgeber: ACM
DOI: 10.1145/3371382.3378318

CardBot - Towards an affordable humanoid robot platform for Wizard of Oz Studies in HRI

Autoren: Sooraj Krishna, Catherine Pelachaud
Veröffentlicht in: Companion of the 2020 ACM/IEEE International Conference on Human-Robot Interaction, 2020, Seite(n) 73-73, ISBN 9781-450370578
Herausgeber: ACM
DOI: 10.1145/3371382.3378203

"""And then what happens?"" Promoting Children’s Verbal Creativity Using a Robot"

Autoren: Maha Elgarf, Natalia Calvo-Barajas, Patricia Alves-Oliveira, Giulia Perugia, Ginevra Castellano, Christopher Peters, Ana Paiva
Veröffentlicht in: International Conference on Human-Robot Interaction (HRI 2022), 2022, Seite(n) 71-79
Herausgeber: ACM/IEEE

Is There 'ONE way' of Learning? A Data-driven Approach

Autoren: Jauwairia Nasir; Barbara Bruno; Pierre Dillenbourg
Veröffentlicht in: 22nd ACM International Conference on Multimodal Interaction (ICMI) - Companion publication, Ausgabe 6, 2020
Herausgeber: ACM Digital Library
DOI: 10.1145/3395035.3425200

Can a Social Robot Be Persuasive Without Losing Children's Trust?

Autoren: Natalia Calvo; Maha Elgarf; Giulia Perugia; Christopher Peters; Ginevra Castellano
Veröffentlicht in: HRI (Companion), Ausgabe 5, 2020
Herausgeber: ACM Digital Library
DOI: 10.1145/3371382.3378272

Once Upon a Story

Autoren: Elgarf, Maha; Skantze, Gabriel; Peters, Christopher
Veröffentlicht in: Proceedings of the 21th ACM International Conference on Intelligent Virtual Agents, Ausgabe 7, 2021
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3472306.3478359

The Effects of Motivational Strategies and Goal Attainment on Children’s Trust in a Virtual Social Robot: A Pilot Study

Autoren: Natalia Calvo-Barajas, Giulia Perugia, Ginevra Castellano
Veröffentlicht in: Interaction Design and Children, 2021, Seite(n) 537-541, ISBN 9781450384520
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3459990.3465202

When Positive Perception of the Robot Has No Effect on Learning

Autoren: Jauwairia Nasir*, Utku Norman*, Barbara Bruno, Pierre Dillenbourg
Veröffentlicht in: 29th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN), 2020
Herausgeber: IEEE

Temporal pathways to learning: How learning emerges in an open-ended collaborative activity

Autoren: Jauwairia Nasir, Mortadha Abderrahim, Aditi Kothiyal, Pierre Dillenbourg
Veröffentlicht in: Computers and Education: Artificial Intelligence, Ausgabe Vol 3, 2022, ISSN 2666-920X
Herausgeber: Oxford Elsevier Ltd.
DOI: 10.1016/j.caeai.2022.100093

How does Modality Matter? Investigating the Synthesis and Effects of Multi-modal Robot Behavior on Social Intelligence

Autoren: Karen Tatarian; Rebecca Stower; Damien Rudaz; Marine Chamoux; Arvid Kappas; Mohamed Chetouani
Veröffentlicht in: International Journal of Social Robotics, Ausgabe 18754791, 2021, ISSN 1875-4791
Herausgeber: Springer Verlag
DOI: 10.1007/s12369-021-00839-w

Many are the ways to learn identifying multi-modal behavioral profiles of collaborative learning in constructivist activities

Autoren: Jauwairia Nasir, Aditi Kothiyal, Barbara Bruno, Pierre Dillenbourg
Veröffentlicht in: International Journal of Computer-Supported Collaborative Learning, Ausgabe 16, 2021, Seite(n) 485–523, ISSN 1556-1607
Herausgeber: Springer Verlag
DOI: 10.1007/s11412-021-09358-2

Explainable Embodied Agents Through Social Cues: A Review

Autoren: Sebastian Wallkotter, Silvia Tulli, Ginevra Castellano, Ana Paiva, Mohamed Chetouani
Veröffentlicht in: ACM Transactions on Human-Robot Interaction, Ausgabe 10 (3), 2021, ISSN 2573-9522
Herausgeber: Association for Computing Machinery
DOI: 10.1145/3457188

What if Social Robots Look for Productive Engagement?

Autoren: Jauwairia Nasir, Barbara Bruno, Mohamed Chetouani, Pierre Dillenbourg
Veröffentlicht in: International Journal of Social Robotics, Ausgabe 14, 2022, Seite(n) 55-71, ISSN 1875-4791
Herausgeber: Springer Verlag
DOI: 10.1007/s12369-021-00766-w

Studying Alignment in a Collaborative Learning Activity via Automatic Methods: The Link Between What We Say and Do

Autoren: Utku Norman, Tanvi Dinkar, Barbara Bruno, Chloé Clavel
Veröffentlicht in: Dialogue and Discourse, Ausgabe Vol 13, n02, 2022, ISSN 2152-9620
Herausgeber: D&D
DOI: 10.5210/dad.2022.201

A Meta-analysis on Children’s Trust in Social Robots

Autoren: Rebecca Stower; Natalia Calvo-Barajas; Ginevra Castellano; Arvid Kappas
Veröffentlicht in: Springer, Ausgabe 5, 2021, ISSN 2193-1801
Herausgeber: Springer Science and Business Media Deutschland GmbH
DOI: 10.1007/s12369-020-00736-8

Towards Transparent Robot Learning Through TDRL-Based Emotional Expressions

Autoren: Joost Broekens; Mohamed Chetouani
Veröffentlicht in: IEEE Transactions on Affective Computing, Ausgabe 3, 2021, ISSN 1949-3045
Herausgeber: Institute of Electrical and Electronics Engineers
DOI: 10.1109/taffc.2019.2893348

Engagement in Human-Agent Interaction: An Overview

Autoren: Catharine Oertel, Ginevra Castellano, Mohamed Chetouani, Jauwairia Nasir, Mohammad Obaid, Catherine Pelachaud, Christopher Peters
Veröffentlicht in: Frontiers in Robotics and AI, Ausgabe 7, 2020, ISSN 2296-9144
Herausgeber: Frontiers
DOI: 10.3389/frobt.2020.00092

Robots for Learning

Autoren: Wafa Johal, Ginevra Castellano, Fumihide Tanaka, Sandra Okita
Veröffentlicht in: International Journal of Social Robotics, Ausgabe 10/3, 2018, Seite(n) 293-294, ISSN 1875-4791
Herausgeber: Springer Verlag
DOI: 10.1007/s12369-018-0481-8

Automating the Production of Communicative Gestures in Embodied Characters

Autoren: Brian Ravenet, Catherine Pelachaud, Chloé Clavel, Stacy Marsella
Veröffentlicht in: Frontiers in Psychology, Ausgabe 9, 2018, ISSN 1664-1078
Herausgeber: Frontiers Research Foundation
DOI: 10.3389/fpsyg.2018.01144

Applying IDC theory to education in the Alps region: a response to Chan et al.’s contribution

Autoren: Pierre Dillenbourg, Kevin Gonyop Kim, Jauwairia Nasir, Shuqing Teresa Yeo, Jennifer K. Olsen
Veröffentlicht in: Research and Practice in Technology Enhanced Learning, Ausgabe 14/1, 2019, ISSN 1793-7078
Herausgeber: SpringerOpen
DOI: 10.1186/s41039-019-0111-6

Two ways to make your robot proactive: Reasoning about human intentions or reasoning about possible futures

Autoren: Sera Buyukgoz, Jasmin Grosinger, Mohamed Chetouani, Alessandro Soffiotti
Veröffentlicht in: Frontiers in Robotics and AI, Ausgabe Vol 9, 2022, ISSN 2296-9144
Herausgeber: Frontiers in Robotics and AI
DOI: 10.3389/frobt.2022.929267

Exploring Behavioral Creativity of a Proactive Robot

Autoren: Sera Buyukgoz, Amit Kumar Pandey, Marine Chamoux, Mohamed Chetouani
Veröffentlicht in: Frontiers in Robotics and AI, Ausgabe Vol 8, 2021, ISSN 2296-9144
Herausgeber: Frontiers in Robotics and AI
DOI: 10.3389/frobt.2021.694177

Hurry Up, We Need to Find the Key! How Regulatory Focus Design Affects Children’s Trust in a Social Robot

Autoren: Natalia Calvo-Barajas; Maha Elgarf; Giulia Perugia; Ana Paiva; Christopher Peters; Ginevra Castellano
Veröffentlicht in: Frontiers in Robotics and AI, Ausgabe 4, 2021, ISSN 2296-9144
Herausgeber: Frontiers in Robotics and IA
DOI: 10.3389/frobt.2021.652035

Orchestration of Robotic Activities in Classrooms: Challenges and Opportunities

Autoren: Sina Shahmoradi, Jennifer K. Olsen, Stian Haklev, Wafa Johal, Utku Norman, Jauwairia Nasir, Pierre Dillenbourg
Veröffentlicht in: Transforming Learning with Meaningful Technologies - 14th European Conference on Technology Enhanced Learning, EC-TEL 2019, Delft, The Netherlands, September 16–19, 2019, Proceedings, Ausgabe 11722, 2019, Seite(n) 640-644, ISBN 978-3-030-29735-0
Herausgeber: Springer International Publishing
DOI: 10.1007/978-3-030-29736-7_57

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