DBKDA 2025, The Seventeenth International Conference on Advances in Databases, Knowledge, and Data Applications

Type: conference

Notes: IARIA Conference.

Editors:
Constantine Kotropoulos, Aristotle University of Thessaloniki, Greece
Peter Kieseberg, St. Pölten University of Applied Sciences, Austria

ISSN: 2308-4332

ISBN: 978-1-68558-244-9

Location: Lisbon, Portugal

Dates: from March 9, 2025 to March 13, 2025

Articles: there are 12 articles

Exploring Latent Concepts in SHAP Values -A New Approach Using Singular Value Decomposition -
Yukari Shirota and Tamaki Sakura
keywords: XAI; Shapley values; SHAP; Singular Value Decomposition; India automakers

Route Planning in Wildfire Areas by Integrating a Modified A* Algorithm with Deep Learning
Manavjit Singh Dhindsa, Kshirasagar Naik, Pin-Han Ho, Marzia Zaman, Chung-Horng Lung, and Srinivas Sampalli
keywords: Route Navigation; Deep Learning; Forest fire; A* Algorithm; Path Planning; Wildfire Prediction; Machine Learning.

Time-Series Topic Analysis of Large-Scale Social Media Data using Two-stage Clustering
Takako Hashimoto
keywords: social media analysis; knowledge discovery; graph mining; two-stage clustering; time series.

Evaluating the Potential of SHAP-Based Feature Selection for Improving Performance
Ashis Kumar Mandal and Basabi Chakraborty
keywords: Feature Selection; SHapley Additive exPlanations (SHAP); classification models; machine learning.

Visualizing Proximity of Audio Signals from Different Musical Instruments - A Two Step Approach
Goutam Chakraborty, Cedric Bornand, Lokesh Reddy, Subhash Molaka, Pawan Reddy, and Lakshman Patti
keywords: MFCC; STFT; Spectrogram; CNN; U-Net; t-SNE; and UMAP.

Privacy-preserving Data Sharing Collaborations: Architectural Solutions and Trade-off Analysis
Michiel Willocx, Vincent Reniers, Dimitri Van Landuyt, Bert Lagaisse, Wouter Joosen,, and Vincent Naessens
keywords: privacy enhancing technologies, data collaborations, anonymity, utility

Towards Extracting Entity Relationship Diagrams from Unstructured Text using Natural Language Processing
Vaihunthan Vyramuthu and Gregor Grambow
keywords: Entity-Relationship Model, Natural Language Processing, Named Entity Recognition, POS-Tagging, SpaCy, LSTM

Evolving the Automated Search for Clusters of Similar Trajectory Groups
Friedemann Schwenkreis
keywords: trajectory sets; SNN clustering; frequent itemsets; tactics recognition

On the Performance of Query Optimization Without Cost Functions and Very Simple Cardinality Estimation
Daniel Flachs and Guido Moerkotte
keywords: query optimization; hash join; cardinality estimation; cost function; plan generation.

An Enhanced Semantic Framework for Time-Constrained Clinical Decision-Making in Emergency Settings
Sivan Albagli-Kim and Dizza Beimel
keywords: knowledge graph; semantic reasoning; decision support systems; semantic technology

A Low-Code Approach for Creating Dynamic Map-Based Web Applications Using W3C Web Components
Andreas Schmidt and Tobias Münch
keywords: dynamic interactive map applications; low-code; web- components; geojson; time series databases

Decentralized Browser-based Cloud Storage: Leveraging IPFS for Enhanced Privacy
Georg Eilnberger, Timea Pahi, and Peter Kieseberg
keywords: IPFS; Data Privacy; Cloud Storage; Decentralized Storage