ECSA 2022
Mon 19 - Fri 23 September 2022 Prague, Czech Republic
Fri 23 Sep 2022 09:05 - 09:10 at S4 - Architecting for data-driven systems Chair(s): Jan Carlson, Anne Koziolek

Data de-identification refers to the process of removing or hiding the direct and indirect (quasi-)identifiers from data elements through transformation, generalization, or removal. Through active research over twenty years, diverse de-identification approaches, algorithms and tools have emerged. Existing survey studies focus predominantly on the application of de-identification within specific domains and to different data types, with attention to intrinsic characteristics of the algorithms and methods, and the impact on data utility –the extent to which the data can still serve its functional purpose after de-identification.

However, from a software architecture design perspective, de-identification affects a number of additional non-trivial and impactful non-functional attributes, and a comprehensive overview of the involved architectural concerns and trade-offs is currently lacking.

To address this gap, we present the outcome of a systematic literature review (SLR) study that:
(1)~outlines the current state of the art in an architecture tactic tree which classifies different architectural approaches to de-identification, (2)~provides a further exploration of the relevant architectural trade-offs discussed in literature.

Fri 23 Sep

Displayed time zone: Belgrade, Bratislava, Budapest, Ljubljana, Prague change

09:00 - 10:30
Architecting for data-driven systemsResearch Papers / Tools & Demos / Industry Program at S4
Chair(s): Jan Carlson Malardalen University, Anne Koziolek Karlsruhe Institute of Technology
09:00
5m
Full-paper
ProML: A Decentralised Architecture for Provenance Management of Machine Learning Software SystemsBest paper candidate
Research Papers
A: Nguyen Khoi Tran The University of Adelaide, A: Bushra Sabir , A: Muhammad Ali Babar The University of Adelaide, A: Nini Cui , A: Mehran Abolhasan , A: Justin Lipman
09:05
5m
Full-paper
A systematic survey of architectural approaches and trade-offs in data de-identification
Research Papers
A: Dimitri Van Landuyt KU Leuven, Belgium, A: Wouter Joosen Katholieke Universiteit Leuven
09:10
5m
Full-paper
Accurate Performance Predictions with Component-based Models of Data Streaming ApplicationsBest paper candidate
Research Papers
A: Dominik Werle Karlsruhe Institute of Technology, A: Stephan Seifermann Karlsruhe Institute of Technology, A: Anne Koziolek Karlsruhe Institute of Technology
09:15
5m
Demonstration
DAT: A Tool for Data Architecture for IoT
Tools & Demos
A: Moamin Abughazala University of L'Aquila, A: Henry Muccini University of L'Aquila, Italy, A: Mohammad Sharaf
Media Attached
09:20
5m
Short-paper
Blockchain-based Architecture of Immutable Document Repository
Industry Program
09:25
65m
Other
Discussion
Research Papers


Information for Participants
Fri 23 Sep 2022 09:00 - 10:30 at S4 - Architecting for data-driven systems Chair(s): Jan Carlson, Anne Koziolek
Info for session

Each paper is presented as a 5-minute pitch talk at the beginning. The rest of the session is a discussion.

Info for room S4:

After reaching the 3rd floor (either by elevator or the main staircase), turn right.