| Vol-3946 urn:nbn:de:0074-3946-X Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# EDBT/ICDT-WS 2025
EDBT/ICDT 2025 Workshops

### Proceedings of the Workshops of the EDBT/ICDT 2025 Joint Conference
co-located with the EDBT/ICDT 2025 Joint Conference

### Barcelona, Spain, March 25, 2025.

Edited by

### Matthias Boehm *
Khuzaima Daudjee **

* Technische Universität Berlin, Ernst-Reuter-Platz 7, 10587 Berlin, Germany
** University of Waterloo, Waterloo, ON N2L 3G1, Canada

## Table of Contents

- Preface

### EDBT PhD Workshop 2025

- Robust Knowledge Graph Cleaning
  Maximilian K. Egger
- New Data Dependencies for Modeling Data Change
  Nishttha Sharma
- Towards a Neural Database Execution Engine
  Christos Tsapelas
- Integrating Heterogeneous Contextual Data for Enhanced Time Series Analysis
  Saifullah Burero

### 7th International Workshop on Big Mobility Data Analytics (BMDA)

- Towards Run-Time Adaptation of Complex Event Forecasting
  Manolis Pitsikalis, Elias Alevizos, Nikos Giatrakos, Alexander Artikis
- Hot Spot Analysis for Big Trajectory Data in Road Networks
  Panagiota Keziou, Christos Doulkeridis
- Decision-making in Urban Trajectories of Bike Users: a Preliminary Study
  Merlin Raud, Amnir Hadachi, Rajesh Sharma, Flavio Bertini
- Shared Micro-mobility Demand Forecasting using Gradient Boosting methods
  Antonios Tziorvas, George S. Theodoropoulos, Yannis Theodoridis
- A Scalable Model for Vessel-Generated Underwater Noise: Enhancing Efficiency through Parallelisation
  Giulia Rovinelli, Esteban Zimányi, Marta Simeoni, Davide Rocchesso, Alessandra Raffaetà
- Learning From Trajectory Data With MobiML
  Anita Graser, Melitta Dragaschnig

### 9th International Workshop on Data Analytics solutions for Real-LIfe APplications (DARLI-AP)

- Semi-supervised Community Detection in Dynamic Graphs
  Matteo Bianco, Luca Cagliero, Luca Vassio
- Context-Aware AutoML for Accurate Wheat Disease Detection
  Muhammad Uzair, Radwa El Shawi, Stefania Tomasiello
- Automated Machine Learning for Ex-ante Life Cycle Assessment of Barley Production
  Radwa El Shawi, Stefania Tomasiello, Evelin Loit, Ayhan Gökçe, Virmantas Povilaitis, Stefan Shilev
- Dynamic User Preferences Optimization in Time-Aware Recommendations
  Ainaz Ebrahimi, Zheying Zhang, Kostas Stefanidis
- On Three Missing Pieces in the Data Integration Puzzle
  Robert Wrembel
- Retrieval Augmented Generation of Summarized Answers on Visually-Rich Documents for Trend and Risk Analysis
  Giuseppe Gallipoli, Luca Cagliero, Alessandro Mosca, Arianna Miola, Daniele Borghi
- Exploring Industrial Application of Replay-Based Continuous Learning in Machine Learning Pipeline
  Fabian Rensing, Lucy Ellen Lwakatare, Jukka K Nurminen
- Towards a Data-Centric Framework for Modelling, Managing and Mining BPM Processes over Pandemic Events
  Alfredo Cuzzocrea, Islam Belmerabet, Carlo Combi, Enrico Franconi, Paolo Terenziani
- Comparing Deep Learning Approaches for Weather Forecasting: Insights from the PRECEDE Project
  Maira Aracne, Tommaso Ruga, Camilla Lops, Deborah Federico, Luciano Caroprese, Ester Zumpano, Sergio Montelpare, Mariano Pierantozzi, Francesco Dattola, Pasquale Laquinta, Miriam Iusi, Raffaele Greco, Marco Talerico, Valentina Coscarella, Luca Legato, Ivana Pellegrino, Sonia Bergamaschi, Mirko Orsini, Riccardo Martoglia, Andrea Livaldi, Abeer Jelali, Simone Sbreglia
- Multimodal Fusion Techniques to Enhance Voice Disorder Diagnoses
  Qingqing Liu, Gabriele Ciravegna, Alkis Koudounas, Tania Cerquitelli, Elena Baralis
- Generative Adversarial Network-Based Approach to Scientific Time Series Analysis
  Akanksha Vijayvergiya, Alsayed Algergawy
- On Integrating Robotic Data with GIS Tools in a Cloud Environment
  Jean-Paul Kasprzyk, Roland Billen, Sandro Bimonte, Laurent D'Orazio, Dimitris Sacharidis, Piotr Skrzypczyński, Robert Wrembel
- Diverse Minds, Collective Mission: Surveying the Development of a participative EDI Manifesto
  Matteo Berta, Amin Mantrach, Tania Cerquitelli
- Epistemic Violence Against Female Artists and Scientists in Latin America on Wikipedia: Unveiling the Imbalance Between Minority and Majority Worlds using Graphs
  Genoveva Vargas-Solar, Alejandra Josiowicz
- Techno/Ecofeminism in Action: Fair and Responsible Resource Allocation for Sustainable Data Science Pipelines
  Genoveva Vargas-Solar, José Luis Zechinelli-Martini, Claudio Agostino Ardagna, Nicola Bena, Nadia Bennani, Barbara Catania, Javier Alfonso Espinosa-Oviedo, Chirine Ghedira Guégan, Andrea Mauri

### 1st International Workshop on Transforming Graph Data (TGD)

- Legislative Knowledge Management with Property Graphs
  Andrea Colombo, Francesco Invernici, Francesco Cambria
- Flexible RML-Based Mapping of Property Graphs to RDF
  Ali Elhalawati, Anastasia Dimou, Olaf Hartig, Daniel Hernández
- Transforming Time Series into Graphs and Vice Versa with HyGraph
  Mouna Ammar, Shubhangi Agarwal, Angela Bonifati, Erhard Rahm
- Logica-TGD: Transforming Graph Databases Logically
  Evgeny Skvortsov, Yilin Xia, Shawn Bowers, Bertram Ludäscher
- ScaDANN: A Scalable Disk-based Graph Indexing Method for ANN
  Hyein Gu, Min-soo Kim

2025-03-18: submitted by Matthias Boehm, metadata incl. bibliographic data published under Creative Commons CC0
2025-04-01: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|