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Trusted Secure Data Sharing Space

Deliverables

Report on standardization activities

This report will present our recommendations about standardisation especially in the field of our use cases It will also include our exchanges with standardization bodies during our 2 workshops along the project

Smart Contracts

This deliverable will provide the results from T32 namely the necessary concepts for making use of smart contracts at the technical level within the TRUSTS European Data Market and the overview of relevant legal frameworks and respective legal challenges

Data Marketplaces with Interoperability Solution I

The first version of a series of three deliverables (D3.4, D3.5, D3.6) will summarize the integration requirements as well as guidelines for both the TRUSTS Platform to interact with existing platforms, the EOSC, and for future platforms to integrate with TRUSTS.

Legal and Ethical Requirements

This deliverable will provide an analysis of the legal and ethical frameworks and challenges relevant to the project in order to derive project-specific legal and ethical requirements.

Innovation Impact Assurance II

Continuous interactions with all work packages and tasks Regular checkpoints coordinated with project management

Communities engagement strategy

This report describes our strategy to widen the community around the platform and how to attract new stakeholders during the project and beyond its life time. It includes the presentation of a set of KPIs supporting the stakeholders acquisition process.

Report on the implementation of deep learning algorithms on distributed frameworks

This report will showcase the usage of computeintense neural networks over several nodes under the TRUSTS platform This deliverable is related to T44

Platform Status Report II

The deliverables report on the current state of the platform regarding its functionality and operational parameters eg number of integrated datasets transactions detected events error rates While platform releases are happening continuously following the DevOps principles these reports act as snapshot documentation of the platform

Sustainable business model for TRUSTS data marketplace II

Report describing the designed business model to sustain TRUSTS after the project end It will focus on the designed business models and on the validated and selected business models

Annual Dissemination Report II

The annual dissemination report collects analyses and reviews the dissemination activities undertaken by the consortium and gives feedback to the consortium partners to coordinate and structure the dissemination of the project as a whole

Data Governance, TRUSTS Knowledge Graph I

The deliverable contains the definition and specification of the Semantic layer, its utilized taxonomies, ontologies and metadata schemas. In addition, it elaborates on how the semantic layer supports the functionality of the TRUSTS platform.

Pilot planning and operational management reports II

The deliverable contains the implementation and testing plan for the pilots updated at the end of each demonstration phase period

Data Marketplaces with Interoperability Solution III

The third version of a series of three deliverables D34 D35 D36 will summarize the integration requirements as well as guidelines for both the TRUSTS Platform to interact with existing platforms the EOSC and for future platforms to integrate with TRUSTS

Legal and Policy Recommendations

This deliverable will develop recommendations for relevant stakeholders and policy makers based on the identified legal gaps identified and lessons learned

Accomplished training and capacity building programme

TRUSTS training programme to foster data science related skills for capacity building in Europes data economy has been successfully realised

Platform Status Report III

The deliverables report on the current state of the platform regarding its functionality and operational parameters eg number of integrated datasets transactions detected events error rates While platform releases are happening continuously following the DevOps principles these reports act as snapshot documentation of the platformBy M36 a preliminary version providing detailed information on the current status quo of the platform as well as an outlook on additional updates of the report to follow in M38 will be submitted In M38 a finalised version of D311 fully integrating essential insights of WP5 most importantly the lessons learned of D511 will be provided

Legal and Ethical Assessment

This deliverable will assess the legal and ethical considerations generated through the course of the project and especially through the integration of the requirements identified in D62 Legal and Ethical Requirements

Concept for training and capacity building programme

Concept for TRUSTS training programme in place to foster data (science) related skills for capacity building in Europe’s data economy.

Industry specific requirements analysis, definition of the vertical E2E data marketplace functionality and use cases definition I

Interim version of reports containing the detailed analysis of the requirements for a commercial financial and operators’ industry vertical data marketplace platform and the use cases definition including the target KPIs that would set the benchmarking for the actual measurements.

Business plan and Implementation action plan I

This document describes the strategy of the consortium to transform the platform into a sustainable ecosystem and the TRUSTS business plan (business target, services, pricing, costs, remuneration of partners, etc.).

Dissemination and communication Strategy, design guide, materials and communication channels

This deliverable will revisit and update the communication plan and strategy, and establish impact measurement instruments and strategies. It will also comprise a solid design guide depicting the branding and visual language the project will use. In line with this, the main PR materials are produced and the first iteration of the main project website and social media channels is established.

Business plan and Implementation action plan II

This document is the updated version of D77 and it describes the strategy of the consortium to transform the platform into a sustainable ecosystem and the TRUSTS business plan business target services pricing costs remuneration of partners etc

Sustainable business model for TRUSTS data marketplace I

Report describing the designed business model to sustain TRUSTS after the project end. It will focus on the taxonomy for data marketplace business models.

Annual Public Report III

Report on the projects progress targeting the general public The report will focus on the impact of the conducted work

Data Governance, TRUSTS Knowledge Graph II

The deliverable contains the definition and specification of the Semantic layer its utilized taxonomies ontologies and metadata schemas In addition it elaborates on how the semantic layer supports the functionality of the TRUSTS platform D38 is a revised and updated version of D37 covering the final state of semantic technologies in TRUSTS including all related software components

Pilot planning and operational management reports III

The deliverable contains the implementation and testing plan for the pilots updated at the end of each demonstration phase period

Performance evaluation and lessons learned report II

Second report per demonstration phase containing a critical evaluation and findings from the pilots lessons learned the degree the KPIs have been met and suggestions for improvements

Pilot planning and operational management reports I

The deliverable contains the implementation and testing plan for the pilots, updated at the end of each demonstration phase period.

Architecture design and technical specifications document I

First version of the periodically updated report on the TRUSTS platform specification that is based on the results communicated in D2.1 and D2.2 and D2.3. The document describes the architectural decisions taken and their rationale. Furthermore, D2.6 will in addition report on the application of the testing and benchmarking framework provided by T2.3.

Annual Public Report II

Report on the projects progress targeting the general public The report will focus on the impact of the conducted work

Supporting mechanisms for Intellectual Property Rights Protection and Data Stewardship I

For D7.4 and D7.5 we will conduct 3 workshops with stakeholders of the Data Market Austria (data owners / providers, data users / buyers, data aggregators / resellers) on their practical challenges and perspectives regards IPR protection and Data Stewardship. A report will be drafted, outlining related (1) legal requirements to be embedded in the platform's terms of use, (2) defined mechanisms to report suspected IP infringement, (3) proposed onboarding IPR protection information and education requirements for TRUSTS user groups, (4) proposed Data Stewardship support services for different (potential) data provider groups to optimize eased attraction and onboarding of (SME) data providers.

Data Marketplaces with Interoperability Solution II

The second version of a series of three deliverables D34 D35 D36 will summarize the integration requirements as well as guidelines for both the TRUSTS Platform to interact with existing platforms the EOSC and for future platforms to integrate with TRUSTS

TRUSTS Infrastructure II

The second and updated version of D3.1 consists of documents that provide an overview on the services of the infrastructure and guidelines how to use it in the TRUSTS context. The infrastructure will be continuously improved with updated report in M12.

TRUSTS Infrastructure I

The first version of this deliverable consists of documents that provide an overview on the services of the infrastructure and guidelines how to use it in the TRUSTS context. This version will be available in M3 so that development can use the most crucial services as soon as possible. The infrastructure will be continuously improved with updated report in M12.

Industry specific requirements analysis, definition of the vertical E2E data marketplace functionality and use cases definition II

Second version of the two reports containing the detailed analysis of therequirements for a commercial financial and operators industry vertical data marketplace platform and the use cases definition including the target KPIs that would set the benchmarking for the actual measurements

Methodologies for the technological/business validation of use case results I

First version of the two reports defining the methodologies for the technological and business validation of the TRUSTS platform within and across each vertical use case. They also include the definition of test reports format and benchmarking for the validation of the KPIs.

Annual Public Report I

Report on the project’s progress, targeting the general public. The report will focus on the impact of the conducted work

Performance evaluation and lessons learned report I

First report per demonstration phase containing a critical evaluation and findings from the pilots lessons learned the degree the KPIs have been met and suggestions for improvements

Annual Dissemination Report I

The annual dissemination report collects, analyses and reviews the dissemination activities undertaken by the consortium and gives feedback to the consortium partners to coordinate and structure the dissemination of the project as a whole.

Final Dissemination Report

The final dissemination report collects analyses and reviews the dissemination activities undertaken by the consortium as a whole

Technical & Quality Assurance & Risk Assessment Plan

The plan will incorporate details on the quality assurance processes adopted within TRUSTS. It will define all processes and instruments to be used for the regular quality monitoring and risk assessment in the form of a handbook.

Architecture design and technical specifications document II

Second version of the periodically updated report on the TRUSTS platform specification that is based on the results communicated in D21 and D22 and D23 The document describes the architectural decisions taken and their rationale Furthermore D27 will in addition report on the application of the testing and benchmarking framework provided by T23

Definition and analysis of the EU and worldwide data market trends and industrial needs for growth

Report containing the detailed analysis of the EU & worldwide data (market) economy (regulatory framework, trends, growth rates, best practises et al) especially in financial and operator industries where the growth requires the establishment of data marketplaces as catalysts as well as the respective regulatory and standardization state of the art and trends.

Research Ethics

This deliverable will provide all information regarding the compliance of the project research activities with research ethics and, in particular, with the H2020 Programme Ethics Guidance.

Methodologies for the technological/business validation of use case results II

Second version of the two reports defining the methodologies for the technological and business validation of the TRUSTS platform within and across each vertical use case They also include the definition of test reports format and benchmarking for the validation of the KPIs

Supporting mechanisms for Intellectual Property Rights Protection and Data Stewardship II

For D74 and D75 we will conduct 3 workshops with stakeholders of the Data Market Austria data owners providers data users buyers data aggregators resellers on their practical challenges and perspectives regards IPR protection and Data Stewardship A report will be drafted outlining related 1 legal requirements to be embedded in the platforms terms of use 2 defined mechanisms to report suspected IP infringement 3 proposed onboarding IPR protection information and education requirements for TRUSTS user groups 4 proposed Data Stewardship support services for different potential data provider groups to optimize eased attraction and onboarding of SME data providers

Innovation Impact Assurance I

Continuous interactions with all work packages and tasks. Regular checkpoints, coordinated with project management.

Platform Status Report I

This deliverable reports on the current state of the platform regarding its functionality and operational parameters eg number of integrated datasets transactions detected events error rates While platform releases are happening continuously following the DevOps principles these reports act as snapshot documentation of the platform

Profiles and Brokerage I

This deliverable constitutes demonstrator systems that show practical application of the developed algorithms with production data. It identifies suitable recommendation use cases and applicable algorithms and datasets to support them, as well as a proof-of concept demonstrator.

Website update, materials

This deliverable reconsiders the website in light of the research undertaken in WP 2-6 as well as the realization of the use cases. Materials (posters, leaflets, etc.) are produced based on the insights developed. The Website will host also the ongoing collection of stakeholder analysis.

Publications

Multi-Party Computation in the GDPR

Author(s): Lukas Helminger, Christian Rechberger
Published in: Privacy Symposium, 2022
Publisher: Privacy Symposium

Popularity Bias in Collaborative Filtering-Based Multimedia Recommender Systems

Author(s): Emanuel Lacic., Leon Fadljevic, Franz Weissenboeck, Stefanie Lindstaedt, Dominik Kowald
Published in: 44th European Conference on Information Retrieval (ECIR'2022) - BIAS workshop, 2022
Publisher: Springer
DOI: 10.48550/arxiv.2203.00376

Position Paper on Simulating Privacy Dynamics in Recommender Systems

Author(s): Peter Muellner, Elisabeth Lex, Dominik Kowald
Published in: 2021
Publisher: Cornell University
DOI: 10.48550/arxiv.2109.06473

The Openness of Data Platforms: A Research Agenda

Author(s): Mark de Reuver, Hosea Ofe, Wirawan Agahari, Antragama Ewa Abbas and Anneke Zuiderwijk-vanEijk
Published in: First ACM Data Economy Workshop (DE2022) ACM, New York, NY, USA, 2022
Publisher: N/A
DOI: 10.1145/3565011.3569056

What Drives Readership? An Online Study on User Interface Types and Popularity Bias Mitigation in News Article Recommendations

Author(s): Emanuel Lacic., Leon Fadljevic, Franz Weissenboeck, Stefanie Lindstaedt, Dominik Kowald
Published in: Proceedings of the 44th European Conference on Information Retrieval (ECIR'2022), 2022
Publisher: Springer
DOI: 10.48550/arxiv.2111.14467

Toward Business Models for a Meta-Platform: Exploring Value Creation in the Case of Data Marketplaces

Author(s): Antragama Ewa Abbas, Hosea Ayaba Ofe, Anneke Zuiderwijk, Mark de Reuver
Published in: The 56th Hawaii International Conference on System Sciences (HICSS), 2023
Publisher: N/A

A systematic review of data management platforms

Author(s): Michael Boch, Stefan Gindl, Alan Barnett, George Margetis, Victor Mireles, Emmanouil Adamakis, Petr Knoth
Published in: WorldCIST'22, 2022
Publisher: WorldCIST'22
DOI: 10.1007/978-3-031-04819-7_2

Business Data Sharing through Data Marketplaces: A Systematic Literature Review

Author(s): Antragama Ewa Abbas, Wirawan Agahari, Montijn Van De Ven, Anneke Zuiderwijk & Mark De Reuver
Published in: 2021, Page(s) 12, ISBN 978-961-286-385-9
Publisher: University of Maribor Press

CryptoTL: Private, efficient and secure transfer learning

Author(s): Roman Walch, Samuel Sousa, Lukas Helminger, Stefanie Lindstaedt, Christian Rechberger, Andreas Trügler
Published in: 2022
Publisher: N/A
DOI: 10.48550/arxiv.2205.11935

Preparing Future Business Data Sharing via a Meta-Platform for Data Marketplaces: Exploring Antecedents and Consequences of Data Sovereignty

Author(s): Antragama Ewa Abbas, Hosea Ayaba Ofe, Anneke Zuiderwijk, Mark de Reuver
Published in: 35th Bled eConference - Digital Restructuring and Human, 2022, ISBN 978-961-286-616-7
Publisher: N/A
DOI: 10.18690/um.fov.4.2022

Recommendations in a Multi-Domain Setting: Adapting for Customization, Scalability and Real-Time Performance

Author(s): Emanuel Lacic., Leon Fadljevic, Franz Weissenboeck, Stefanie Lindstaedt, Dominik Kowald
Published in: 44th European Conference on Information Retrieval (ECIR'2022) - industry day, 2022
Publisher: N/A
DOI: 10.48550/arxiv.2203.01256

Privacy in Open Search: A Review of Challenges and Solutions

Author(s): Samuel Sousa, Roman Kern & Christian Guetl
Published in: 2021
Publisher: Cornell University
DOI: 10.5281/zenodo.5887680

Privacy preserving techniques for trustworthy data sharing: Opportunities and Challenges for future research

Author(s): Lidia Dutkiewicz, Yuliya Miadzvetskaya, Lukas Helminger, Andreas Trügler, Stefanie Lindstaedt, Hosea Ofe
Published in: Data Spaces: Design, Deployment and Future Directions, 2022
Publisher: Springer
DOI: 10.1007/978-3-030-98636-0_15

Robustness of Meta Matrix Factorization Against Strict Privacy Constraints

Author(s): Peter Muellner, Dominik Kowald, Elisabeth Lex
Published in: Advances in Information Retrieval - 43rd European Conference on IR Research, ECIR 2021, Virtual Event, March 28 – April 1, 2021, Proceedings, Part II, Issue 12657, 2021, Page(s) 107-119, ISBN 978-3-030-72239-5
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-72240-1_8

Practice and Challenges of (De-)Anonymisation for Data Sharing

Author(s): Alexandros Bampoulidis, Alessandro Bruni, Ioannis Markopoulos, Mihai Lupu
Published in: Research Challenges in Information Science - 14th International Conference, RCIS 2020, Limassol, Cyprus, September 23–25, 2020, Proceedings, Issue 385, 2020, Page(s) 515-521, ISBN 978-3-030-50315-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-50316-1_32

Creating a Taxonomy of Business Models for Data Marketplaces

Author(s): Montijn Van de Ven, Antragama Ewa Abbas, Zenlin Kwee, & Mark De Reuver
Published in: 2020
Publisher: Published via TU Delft website.

Impact of Meta Learning for Privacy-Preserving Recommender Systems

Author(s): Peter Muellner, Elisabeth Lex, Dominik Kowald
Published in: The Responsible AI Forum (TRAIF'2021), 2021, Page(s) 2
Publisher: N/A

Business Model Archetypes for Data Marketplaces in the Automotive Industry

Author(s): Rômy Bergman, Antragama Ewa Abbas, Sven Jung, Claudia Werker, Mark de Reuver
Published in: Electron Markets, Issue Electron Markets 32, 2022, Page(s) pp 747–765
Publisher: Springer
DOI: 10.1007/s12525-022-00547-x

White Paper on the Data Governance Act

Author(s): Julie Baloup, Charlotte Ducuing, Emre Bayamlıoğlu, Aliki Benmayor, Lidia Dutkiewicz, Yuliya Miadzvetskaya, Teodora Lalova, Bert Peeters
Published in: 2021, Page(s) 61
Publisher: KU Leuven Centre for IT & IP Law - imec

Why open government data initiatives fail to achieve their objectives: categorizing and prioritizing barriers through a global survey

Author(s): Anneke Zuiderwijk, Mark de Reuver
Published in: Transforming Government: People, Process and Policy, Issue ahead-of-print/ahead-of-print, 2021, ISSN 1750-6166
Publisher: Emerald Group Publishing Ltd.
DOI: 10.1108/tg-09-2020-0271

How to keep text private? A systematic review of deep learning methods for privacy-preserving natural language processing

Author(s): Samuel Sousa and Roman Kern
Published in: Artificial Intelligence Review, 2022, ISSN 0269-2821
Publisher: Kluwer Academic Publishers
DOI: 10.1007/s10462-022-10204-6

Context dependent trade-offs around platform-to-platform openness: The case of the Internet of Things

Author(s): Lars Mosterd, Vladimir C.M. Sobota, Geerten van de Kaa, Aaron Yi Ding, Mark de Reuver
Published in: Technovation, Issue 108, 2021, Page(s) 102331, ISSN 0166-4972
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.technovation.2021.102331

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