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Cyprus Center for Algorithmic Transparency

Deliverables

White paper reports

Archive of white paper result produced during the CyCAT project

Evaluation of teacher training

Report documenting the questionnaire and interviewbased evaluation of the teacher training in order to assess the extent to which attitudes were changed knowledge was gained and the likelihood of students being impacted

Materials from Dagstuhl event

Summary report and archive of materials from the Dagstuhl or alternative event hosted by CyCAT

Materials from developer seminar

Archive of the materials created for the developer seminar as well as photos presentations and promotional materials from the event These shall be made available at the CyCAT project website

Evaluation of developer seminar

This document describes the questionnairebased evaluation of the developer seminar event described in WP2 The evaluation will assess changes in developer attitudes and the extent to which they believe that they will change their approach to their work in the future as a result of the seminar

Survey article

This deliverable is a journal article submission in the form of a survey article based on the work carried out in WP3

Educators' guide for promoting media-related algorithmic transparency

An easytoread practical guide for public school teachers released in both the English and Greek languages It shall detail core technical concepts surrounding algorithmic processes as well as some of the social and cultural consequences of the extensive use of proprietary information access systems

Materials from teacher training

An archive of all materials developed in the content of the teacher trainings as well as photos and presentations from the event These shall be made available at the CyCAT project website

"White paper on principles and processes for an ""algorithm watchdog"""

White paper report that outlines principles as well as processes for CyCAT to set up an algorithm watchdog mechanism as well as methods for scaling up the processes developed for application at the EU level

Evaluation of tool-based intervention

Evaluation of the tooldemo system developed in WP5 Depending on the nature of the tool developed it shall be evaluated in user studies with various target user groups

Materials from summer school

Archive of instructional materials from the CyCAT Summer School as well as photos and promotional materials from the event These shall be made available at the CyCAT project website

Agenda/material for Summer School

Agenda and instructional materials based in part on the deliverables of WPs 3 4 and 5 for the CyCAT Summer School event described in WP2

Summary of core technical concepts for end-users and developers.

This report documents the inventory of the technical concepts surrounding algorithms that can and should be understood by two user groups endusers and developers It serves as input to WP 5

Dataset of case studies

Dataset of representative case studies reported in the scientific literature as well as in the popular press in which algorithmic processes have resulted in systematic social andor cultural consequences

Dissemination materials

Archive of all dissemination promotional materials used for CyCAT leaflets posters videos

Materials from press conferences and public engagements

Archive of all photos presentations and demonstrations used during the public events and present conferences

Datasets

Archive of datasets developed during CyCAT research activities

OUC online course/module

Open distancelearning module at the Open University of Cyprus online platform The module will function as a selftaught course and will be based on materials developed through CyCAT activities and WPs

Literature review and bibliographic referencing system

Comprehensive review of the stateoftheart in algorithmic biases in intelligent systems in general and in information access systems in particular The deliverable includes the setup of a shared bibliographic referencing management system eg a public Mendeley group

CyCAT website and social media presences

A high impact external facing Web siteportal with two main sections 1 A public section to communicate the project objectives results and related information to the general public with constantly updated content and engaging exercises and discussions links to other relevant web sites a download area for all the project public documents and an open forum for public discussion on the key topics This website will also be linked to other relevant social platforms 2 A private project managementConsortium section password protected will also be developed in order to facilitate internal communication such as the application and reporting process for the Shortterm Staff Exchanges STSEs WP6

CyCAT online seminar series archive

Publicly accessible archive including the slides and video of the presentations given in the context of the CyCAT online seminar series

Tool-based intervention

Prototype toolsoftware based on one of the solutions generated in WP4

Publications

Report on the CyCAT winter school on fairness, accountability, transparency and ethics (FATE) in AI

Author(s): Kleanthous, Styliani; Otterbacher, Jahna; Bates, Jo; Giunchiglia, Fausto; Hopfgartner, Frank; Kuflik, Tsvi; Orphanou, Kalia; Paramita, Monica; Rovatsos, Michael; Shulner-Tal, Avital
Published in: ACM SIGIR Forum, Issue 1, 2021, Page(s) 1-9
Publisher: Association for Computing Machinery
DOI: 10.1145/3476415.3476419

Towards Algorithmic Transparency: A Diversity Perspective

Author(s): Giunchiglia, Fausto; Otterbacher, Jahna; Kleanthous, Styliani; Batsuren, Khuyagbaatar; Bogin, Veronika; Kuflik, Tsvi; Shulner Tal, Avital
Published in: arXiv preprint arXiv:2104.05658, Issue 1, 2021
Publisher: arXiv
DOI: 10.5281/zenodo.5783299

Crowdsourcing Human Oversight on Image Tagging Algorithms: An initial study of image diversity

Author(s): Kyriakou, Kyriakos; Barlas, Pinar; Kleanthous, Styliani; Christoforou, Evgenia; Otterbacher, Jahna
Published in: AAAI International Conference on Crowdsourcing and Human Computation, Issue 1, 2021
Publisher: AAAI
DOI: 10.5281/zenodo.5783447

User Perception of Algorithmic Digital Marketing in Conditions of Scarcity

Author(s): Pavlidou, Veronika; Otterbacher, Jahna; Kleanthous, Styliani
Published in: 17th European, Mediterranean, and Middle Eastern Conference (EMCIS), 2022, Page(s) 1-14
Publisher: Springer
DOI: 10.5281/zenodo.5971546

TExSS: Transparency and Explanations in Smart Systems

Author(s): Smith-Renner, Alison; Kleanthous, Styliani; Dodge, Jonathan; Dugan, Casey; Kyung Lee, Min; Lim, Brian; Kuflik, Tsvi; Sarkar, Advait; Shulner-Tal, Avital
Published in: Proceedings of the 26th International Conference on Intelligent User Interfaces - Companion, Issue 1, 2021, Page(s) 24-25
Publisher: Association for Computing Machinery
DOI: 10.1145/3397482.3450705

Person, Human, Neither: The Dehumanization Potential of Automated Image Tagging

Author(s): Pınar Barlas; Kyriakos Kyriakou; Styliani Kleanthous; Jahna Otterbacher
Published in: Proceedings of the AAAI/ACM Conference on AI, Ethics and Society, 2021, Page(s) 357-367
Publisher: Association for Computing Machinery
DOI: 10.1145/3461702.3462567

Educating Computer Science Students about Algorithmic Fairness, Accountability, Transparency and Ethics

Author(s): Maria Kasinidou; Styliani Kleanthous; Kalia Orphanou; Jahna Otterbacher
Published in: Proceedings of the 26th ACM Conference on Innovation and Technology in Computer Science Education, Issue 1, 2021, Page(s) 484-490
Publisher: Association for Computing Machinery
DOI: 10.5281/zenodo.5783213

It's About Time: A View of Crowdsourced Data Before and During the Pandemic

Author(s): Christoforou, Evgenia; Barlas, Pınar; Otterbacher, Jahna
Published in: Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems, Issue 1, 2021, Page(s) 1-14
Publisher: Association for Computing Machinery
DOI: 10.5281/zenodo.5783283

FairUMAP 2020: The 3rd Workshop on Fairness in User Modeling, Adaptation and Personalization

Author(s): Mobasher, Bamshad; Kleanthous, Styliani; Ekstrand, Michael; Berendt, Bettina; Otterbacher, Jahna; Shulner Tal, Avital
Published in: Proceedings of the 28th ACM Conference on User Modeling, Adaptation and Personalization, Issue 1, 2020, Page(s) 404-405
Publisher: Association for Computing Machinery
DOI: 10.1145/3340631.3398671

"""I agree with the decision, but they didn't deserve this""; Future Developers' Perception of Fairness in Algorithmic Decisions"

Author(s): Kasinidou, Maria; Kleanthous, Styliani; Barlas, Pınar; Otterbacher, Jahna
Published in: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, Issue 1, 2021, Page(s) 690-700
Publisher: Association for Computing Machinery
DOI: 10.5281/zenodo.5783320

FATE/MM 20: 2nd International Workshop on Fairness, Accountability, Transparency and Ethics

Author(s): Alameda-Pineda, Xavier; Redi, Miriam; Otterbacher, Jahna; Sebe, Nicu; Chang, Shih-Fu
Published in: Proceedings of the 28th ACM International Conference on Multimedia, Issue 1, 2020, Page(s) 4761-4762
Publisher: Association for Computing Machinery
DOI: 10.1145/3394171.3421896

Preserving the memory of the first wave of COVID-19 pandemic: Crowdsourcing a collection of image search queries

Author(s): Orphanou, Kalia; Christoforou, Evgenia; Otterbacher, Jahna; Lestari Paramita, Monica; Hopfgartner, Frank
Published in: Proceedings of the Third symposium on Biases in Human Computation and Crowdsourcing. Third symposium on Biases in Human Computation and Crowdsourcing, Issue 1, 2021
Publisher: CEUR Workshop Proceedings
DOI: 10.5281/zenodo.5782997

OPIAS: Over-Personalization in Information Access Systems

Author(s): Barlas, Pinar; Chrysanthou, Antrea; Kleanthous, Styliani; Kyriakou, Kyriakos; Otterbacher, Jahna
Published in: Adjunct Publication of the 28th ACM Conference on User Modeling, Adaptation and Personalization, 2020
Publisher: Association for Computing Machinery
DOI: 10.1145/3386392.3397607

Intelligent user interfaces for algorithmic transparency in emerging technologies

Author(s): Kleanthous, Styliani; Kuflik, Tsvi; Otterbacher, Jahna; Hartman, Alan; Dugan, Casey; Bogina, Veronika
Published in: Proceedings of the 24th International Conference on Intelligent User Interfaces: Companion, Issue 1, 2019, Page(s) 129-130
Publisher: Association for Computing Machinery
DOI: 10.1145/3308557.3313125

OpenTag: Understanding Human Perceptions of Image Tagging Algorithms

Author(s): Kyriakou, Kyriakos; Barlas, Pinar; Kleanthous, Styliani; Otterbacher, Jahna
Published in: The Eighth AAAI Conference on Human Computation and Crowdsourcing, Issue 1, 2020
Publisher: AAAI
DOI: 10.5281/zenodo.4028252

Emotion-based Stereotypes in Image Analysis Services

Author(s): Kyriakou, Kyriakos; Kleanthous, Styliani; Otterbacher, Jahna; Papadopoulos A., George
Published in: In Adjunct Publication of the 28th ACM Conference on User Modeling, Adaptation and Personalization, 2020, Page(s) 252-259
Publisher: Association for Computing Machinery
DOI: 10.1145/3386392.3399567

Expected Most of the Results, but Some Others... Surprised Me': Personality Inference in Image Tagging Services

Author(s): Kasinidou, Maria; Kleanthous, Styliani; Otterbacher, Jahna
Published in: Lecture Notes in Computer Science, Issue 1, 2021, Page(s) 187-195, ISSN 1611-3349
Publisher: Springer Link
DOI: 10.5281/zenodo.5783037

FairUMAP 2021: The 4th Workshop on Fairness in User Modeling, Adaptation and Personalization

Author(s): Mobasher, Bamshad; Kleanthous, Styliani; Berendt, Bettina; Otterbacher, Jahna; Kuflik, Tsvi; Shulner Tal, Avital
Published in: Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization, Issue 1, 2021
Publisher: Association for Computing Machinery
DOI: 10.1145/3450614.3461454

Shifting our Awareness, Taking Back Tags: Temporal Changes in Computer Vision Services' Social Behaviors

Author(s): Barlas, Pinar; Krahn, Maximilian; Kleanthous, Styliani; Kyriakou, Kyriakos; Otterbacher, Jahna
Published in: AAAI International Conference on Web and Social Media (AAAI ICWSM), 2022
Publisher: Association for the Advancement of Artificial Intelligence
DOI: 10.5281/zenodo.6240529

Crowdwork as a Snapshot in Time: Image Annotation Tasks during a Pandemic

Author(s): Christoforou, Evgenia; Barlas, Pinar; Otterbacher, Jahna
Published in: The Eighth AAAI Conference on Human Computation and Crowdsourcing, 2020
Publisher: AAAI
DOI: 10.5281/zenodo.4028277

Transparency Paths - Documenting the Diversity of User Perceptions

Author(s): Fausto Giunchiglia; Styliani Kleanthous; Jahna Otterbacher; Tim Draws
Published in: Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization, Issue 1, 2021, Page(s) 415-420
Publisher: Association for Computing Machinery
DOI: 10.1145/3450614.3463292

Interacting in mixed reality: exploring behavioral differences between children and adults

Author(s): Antrea Chrysanthou; Kleanthous, Styliani; Matsi, Elena
Published in: Proceedings of the 25th International Conference on Intelligent User Interfaces, Issue 2, 2020
Publisher: Association for Computing Machinery
DOI: 10.5281/zenodo.3747427

Recent Studies of XAI - Review

Author(s): Hu, Zhongli Fillipo, Kuflik, Tsvi, Mocanu, Ionela Georgiana, Najafian, Shabanam, & Shulner Tal, Avital
Published in: Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), 2021
Publisher: Association for Computing Machinery
DOI: 10.5281/zenodo.5973434

ExSS-ATEC: Explainable Smart Systems for Algorithmic Transparency in Emerging Technologies 2020

Author(s): Smith-Renner, Alison; Kleanthous, Styliani; Lim, Brian; Kuflik, Tsvi; Stumpf, Simone; Otterbacher, Jahna; Sarkar, Advait; Dugan, Casey; Shulner, Avital
Published in: Proceedings of the 25th International Conference on Intelligent User Interfaces Companion, Issue 1, 2020, Page(s) 7-8
Publisher: Association for Computing Machinery
DOI: 10.1145/3379336.3379361

Analyzing user's task-driven interaction in mixed reality

Author(s): Styliani Kleanthous, Elena Matsi
Published in: Proceedings of the 24th International Conference on Intelligent User Interfaces - IUI '19, 2019, Page(s) 340-344, ISBN 9781-450362726
Publisher: ACM Press
DOI: 10.1145/3301275.3302286

" ""End to End"" Towards a Framework for Reducing Biases and Promoting Transparency of Algorithmic Systems "

Author(s): Shulner Tal, Avital; Batsuren, Khuyagbaatar; Bogina, Veronika; Giunchiglia, Fausto; Hartman, Alan; Kleanthous Loizou, Styliani; Kuflik, Tsvi; Otterbacher, Jahna
Published in: 14th International Workshop On Semantic And Social Media Adaptation And Personalization (SMAP 2019),, Issue 1, 2019
Publisher: IEEE
DOI: 10.5281/zenodo.3401877

CogNet: a Large-Scale Cognate Database

Author(s): Batsuren, Khuyagbaatar; Bella, Gábor; Giunchiglia, Fausto
Published in: Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, Issue 1, 2019, Page(s) 3136–3145
Publisher: Association for Computational Linguistics
DOI: 10.5281/zenodo.3401891

Shaping the Reaction: Community Characteristics and Emotional Tone of Citizen Responses to Robotics Videos at TED versus YouTube

Author(s): Kleanthous, Styliani; Otterbacher, Jahna
Published in: Adjunct Publication of the 27th Conference on User Modeling, Adaptation and Personalization, Issue 1, 2019, Page(s) 325-330, ISBN 978-1-4503-6711-0
Publisher: ACM Press
DOI: 10.5281/zenodo.3401887

Aligning the IndoWordNet with the Princeton WordNet

Author(s): Chandran Nair, Nandu; Velayuthan, Rajendra S.; Batsuren, Khuyagbaatar
Published in: 3rd International Conference on Natural Language and Speech Processing, Issue 1, 2019, Page(s) 9-16
Publisher: ICNLSP
DOI: 10.5281/zenodo.3401897

Fairness in Proprietary Image Tagging Algorithms: A Cross-Platform Audit on People Images

Author(s): Kyriakou, Kyriakos; Barlas, Pinar; Kleanthous, Styliani; Otterbacher, Jahna
Published in: Proceedings of the Thirteenth International AAAI Conference on Web and Social Media, Issue 1, 2019, Page(s) 313-322, ISBN 978-1-57735-806-0
Publisher: AAAI
DOI: 10.5281/zenodo.3326950

Social B(eye)as: Human and machine descriptions of people images

Author(s): Barlas, PInar; Kyriakou, Kyriakos; Kleanthous, Styliani; Otterbacher, Jahna
Published in: Proceedings of the Thirteenth International AAAI Conference on Web and Social Media, Issue 1, 2019, Page(s) 583-591, ISSN 2334-0770
Publisher: AAAI
DOI: 10.5281/zenodo.3326827

What Makes an Image Tagger Fair?

Author(s): Pinar Barlas, Styliani Kleanthous, Kyriakos Kyriakou, Jahna Otterbacher
Published in: Proceedings of the 27th ACM Conference on User Modeling, Adaptation and Personalization - UMAP '19, 2019, Page(s) 95-103, ISBN 9781-450360210
Publisher: ACM Press
DOI: 10.1145/3320435.3320442

The Relationship Between Students' Engagement and the Development of Transactive Memory Systems in MUVE: An Experience Report

Author(s): Nisiotis, Louis; Kleanthous, Styliani
Published in: Proceedings of the 2019 ACM Conference on Innovation and Technology in Computer Science Education, Issue 2, 2019, Page(s) 71-77, ISBN 978-1-4503-6895-7
Publisher: ACM Press
DOI: 10.5281/zenodo.3401899

How Do We Talk About Other People? Group (Un)Fairness in Natural Language Image Descriptions

Author(s): Otterbacher, Jahna; Barlas, Pinar; Kleanthous, Styliani; Kyriakou, Kyriakos
Published in: The Seventh AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2019), Issue 1, 2019, Page(s) 106-114
Publisher: Association for the Advancement of Artificial Intelligence
DOI: 10.5281/zenodo.3401881

Integrating FATE/Critical Data Studies into Data Science Curricula: Where are we going and how do we get there?

Author(s): Bates, Jo; Cameron, David; Checco, Alessandro; Clough, Paul; Hopfgartner, Frank; Mazumdar, Suvodeep; Sbaffi, Laura; Stordy, Peter; de la Vega de León, Antonio
Published in: Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, Issue 1, 2020, Page(s) 425–435, ISBN 9781-450369367
Publisher: Association for Computing Machinery
DOI: 10.1145/3351095.3372832

Building the Mongolian WordNet

Author(s): Batsuren, Khuyagbaatar; Ganbold, Amarsanaa; Chagnaa, Altangerel; Giunchiglia, Fausto
Published in: Proceedings of the 10th Global Wordnet Conference, Issue 1, 2019, Page(s) 238-244
Publisher: CLARIN-PL digital
DOI: 10.5281/zenodo.3685575

Fairness in Algorithmic and Crowd-Generated Descriptions of People Images

Author(s): Otterbacher, Jahna
Published in: Proceedings of the 1st International Workshop on Fairness, Accountability, and Transparency in MultiMedia, Issue 1, 2019
Publisher: Association for Computing Machinery
DOI: 10.1145/3347447.3352693

Visualizing Program Genres' Temporal-Based Similarity in Linear TV Recommendations

Author(s): Bogina, Veronika; Sheidin,Julia;Kuflik, Tsvi; Berkovsky, Shlomo
Published in: Proceedings of the International Conference on Advanced Visual Interfaces, 2020
Publisher: Association for Computing Machinery
DOI: 10.1145/3399715.3399813

Bursting the Bubble: Tool for Awareness and Research about Overpersonalization in Information Access Systems

Author(s): Antrea Chrysanthou; Pınar Barlas; Kyriakou, Kyriakos; Kleanthous, Styliani; Otterbacher, Jahna
Published in: Proceedings of the 25th International Conference on Intelligent User Interfaces Companion, Issue 3, 2020, Page(s) 112-123
Publisher: Association for Computing Machinery
DOI: 10.5281/zenodo.3747435

"To ""See"" is to Stereotype: Image Tagging Algorithms, Gender Recognition, and the Accuracy – Fairness Trade-of"

Author(s): Barlas, Pinar; Kyriakou, Kyriakos; Guest, Olivia; Kleanthous, Styliani; Otterbacher, Jahna
Published in: Proc. ACM Hum.-Comput. Interact., Issue 4, 2020, Page(s) 232-232:31, ISSN 2573-0142
Publisher: ACM Press
DOI: 10.5281/zenodo.4028263

Mitigating Bias in Algorithmic Systems - A Fish-Eye View

Author(s): Orphanou, Kalia; Otterbacher, Jahna; Kleanthous, Styliani; Batsuren, Khuyagbaatar; Giunchiglia, Fausto; Bogina, Veronika; Shulner-Tal, Avital; Hartman, Alan; Kuflik, Tsvi
Published in: ACM Computing Surveys, 2022, ISSN 0360-0300
Publisher: Association for Computing Machinary, Inc.
DOI: 10.5281/zenodo.6240582

Fairness, explainability and in‐between: understanding the impact of different explanation methods on non‐expert users' perceptions of fairness toward an algorithmic system

Author(s): Shulner-Tal, Avital; Kuflik, Tsvi; Kliger, Doron
Published in: Ethics and Information Technology, Issue 1, 2022, ISSN 1388-1957
Publisher: Kluwer Academic Publishers
DOI: 10.5281/zenodo.5956011

Educating Software and AI Stakeholders About Algorithmic Fairness, Accountability, Transparency and Ethics

Author(s): Bogina, Veronika; Hartman, Alan; Kuflik, Tsvi; Shulner-Tal, Avital
Published in: International Journal of Artificial Intelligence in Education, Issue 1, 2021, ISSN 1560-4306
Publisher: Springer
DOI: 10.1007/s40593-021-00248-0

Lessons Learned Using a Virtual World to Support Collaborative Learning in the Classroom

Author(s): Nisiotis, Louis; Kleanthous, Styliani
Published in: Journal of Universal Computer Science, Issue 1, 2020, ISSN 0948-6968
Publisher: Springer Verlag
DOI: 10.5281/zenodo.5783378

Do you see what I see? Images of the COVID-19 pandemic through the lens of Google

Author(s): Lestari Paramita, Monica; Orphanou, Kalia; Christoforou, Evgenia; Otterbacher, Jahna; Hopfgartner, Frank
Published in: Information Processing & Management, Issue 1, 2021, ISSN 0306-4573
Publisher: Pergamon Press Ltd.
DOI: 10.5281/zenodo.5783014

Feelings' Rating and Detection of Similar Locations, Based on Volunteered Crowdsensing and Crowdsourcing

Author(s): Ntalianis, Klimis S.; Kener, Andreas; Otterbacher, Jahna
Published in: IEEE Access TBD, Issue 1, 2019, Page(s) 90215 - 90229, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.5281/zenodo.3333356

Perception of fairness in algorithmic decisions: Future developers' perspective

Author(s): Kleanthous, Styliani; Kasinidou, Maria; Barlas, Pınar; Otterbacher, Jahna
Published in: Patterns, Issue 1, 2022, ISSN 2666-3899
Publisher: Elsevier
DOI: 10.5281/zenodo.5782913

Democratizing AI: From Theory to Practice

Author(s): Clough, Paul D.; Otterbacher, Jahna
Published in: Handbook of Research on Artificial Intelligence, Innovation and Entrepreneurship, Issue 1, 2022
Publisher: Edward Elgar Publishing Ltd..
DOI: 10.5281/zenodo.4590975

Linguistic Bias in Crowdsourced Biographies: A Cross-lingual Examination

Author(s): Jahna Otterbacher, Ioannis Katakis, Pantelis Agathangelou
Published in: Multilingual Text Analysis - Challenges, Models, and Approaches, 2018, Page(s) 411-440, ISBN 978-981-327-487-7
Publisher: WORLD SCIENTIFIC
DOI: 10.1142/9789813274884_0012

What Is Beautiful Continues to Be Good - People Images and Algorithmic Inferences on Physical Attractiveness

Author(s): Maria Matsangidou, Jahna Otterbacher
Published in: Human-Computer Interaction – INTERACT 2019 - 17th IFIP TC 13 International Conference, Paphos, Cyprus, September 2–6, 2019, Proceedings, Part IV, Issue 11749, 2019, Page(s) 243-264, ISBN 978-3-030-29389-5
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-29390-1_14

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