WDA 2026
Data Analytics 2026

Table of Contents

• Preface
  Summary: There were 19 papers submitted for peer-review to this workshop. Out of these, 12 papers were accepted for this volume, 12 as regular papers.

Session 1: Artificial intelligence for data processing

• Enhancing YOLOv11 training for explosive ordnance detection in UAV imagery 3-18
  Andriy Dudnik, Igor Kolisnyk, Vira Mykolaichuk, Andrii Fesenko, Olexandr Toroshanko, Sergiy Vyhovskyy, Daryna Yaremenko
• Analysis of YOLO neural network overfitting on precision of object detection 19-28
  Danyil Klokta, Yuliya Averyanova, Yevheniia Znakovska
• Synthetic data for deep learning in object detection tasks 29-38
  Kostiantyn Dergachov, Oleksandr Aizatskyi
• Hybrid fractal-machine learning framework for urban air pollution forecasting 39-58
  Oleksandr Kuchanskyi, Karina Zhumagulova
• Hierarchical ensemble framework for detecting paraphrased near duplicates in scientific abstracts 59-75
  Oleksandr Kuchanskyi, Valeriya Kazagasheva
• Hybrid digital twin-driven anomaly detection in IoT telemetry using LSTM autoencoder 76-89
  Emil Faure, Inna Rozlomii, Serhii Naumenko

Session 2: Numerical methods for data analytics

• Clipping method of unpromising variants of a solution for the problem of integer linear programming with Boolean variables 90-116
  Sergii Kavun, Volodymyr Tkach
• Algorithm of effective data analysis in tracking applications 117-127
  Ivan Ostroumov, Nataliia Kuzmenko, Olena Kyzymchuk
• STQ-UA: A dataset of synthetic and translated search queries for the Ukrainian language 128-137
  Danylo Boiko, Nazar Kohut, Viktoriia Mishkurova, Oleh Basystiuk
• Modeling gender disparities in citation impact using co-authorship network metrics 138-153
  Dilnaz Imanbayeva, Oleksandr Kuchanskyi
• Data processing method for cost-effective logistic activities 154-164
  Zarina Poberezhna, Maksym Zaliskyi, Mykola Humen, Dmytro Malnov
• Development of a model of coordination strategies for decision-making in hierarchical technogenic systems 165-176
  Volodymyr Sabat, Volodymyr Polishchuk, Bohdan Durnyak, Liubomyr Sikora, Myroslava Kulynych