Proceedings


of the 3rd Polish Conference on Artificial Intelligence
PP-RAI'2022, April 25-27, 2022, Gdynia, Poland
ISBN 978-83-7421-401-8


Publishing House of Gdynia Maritime University
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Proceedings of the 3rd Polish Conference on Artificial Intelligence
April 25-27, 2022, Gdynia, Poland

ISBN 978-83-7421-401-8
Publishing House of Gdynia Maritime University
Gdynia 2022

Licence CC-BY 4.0 licence CC BY 4.0

Title Page download pdf
pages 1-2

Preface download pdf
page 3-7

Computer Vision

A Performance Improvement of Deep Learning Based Binarization of Degraded Document Images with the Use of the Voting Approachdownload pdf
Hubert Michalak, Krzysztof Okarma
pages 8 - 11
cite (bibtex)

@article{01_pp-rai-2022-049,
author = {Hubert Michalak, Krzysztof Okarma},
title = {A Performance Improvement of Deep Learning Based Binarization of Degraded Document Images with the Use of the Voting Approach},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {8-11},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/01_pp-rai-2022-049.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Convolutional Sparse Coding of Images through Characteristic Points Extractiondownload pdf
Damian Salata, Arkadiusz Tomczyk, Piotr S. Szczepaniak
pages 12 - 15
cite (bibtex)

@article{02_pp-rai-2022-033,
author = {Damian Salata, Arkadiusz Tomczyk, Piotr S. Szczepaniak},
title = {Convolutional Sparse Coding of Images through Characteristic Points Extraction},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {12-15},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/02_pp-rai-2022-033.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Counting Dots: On Learning Numerical Concepts from Visual Datadownload pdf
Andrzej Śluzek
pages 16 - 19
cite (bibtex)

@article{03_pp-rai-2022-051,
author = {Andrzej Śluzek},
title = {Counting Dots: On Learning Numerical Concepts from Visual Data},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {16-19},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/03_pp-rai-2022-051.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

CountingSim: Synthetic Way to Generate a Dataset for the UAV-view Crowd Counting Taskdownload pdf
Bartosz Ptak, Dominik Pieczyński
pages 20 - 24
cite (bibtex)

@article{04_pp-rai-2022-086,
author = {Bartosz Ptak, Dominik Pieczyński},
title = {CountingSim: Synthetic Way to Generate a Dataset for the UAV-view Crowd Counting Task},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {20-24},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/04_pp-rai-2022-086.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Deep Neural Network Interpretability Methods for Supervised and Unsupervised Problemsdownload pdf
Andrzej Brodzicki, Dariusz Kucharski, Michał Piekarski, Aleksander Kostuch, Joanna Jaworek-Korjakowska
pages 25 - 28
cite (bibtex)

@article{05_pp-rai-2022-068,
author = {Andrzej Brodzicki, Dariusz Kucharski, Michał Piekarski, Aleksander Kostuch, Joanna Jaworek-Korjakowska},
title = {Deep Neural Network Interpretability Methods for Supervised and Unsupervised Problems},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {25-28},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/05_pp-rai-2022-068.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Detecting Clashes in Boxingdownload pdf
Piotr Stefański
pages 29 - 32
cite (bibtex)

@article{06_pp-rai-2022-026,
author = {Piotr Stefański},
title = {Detecting Clashes in Boxing},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {29-32},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/06_pp-rai-2022-026.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Evaluation of an Embedded Computer Vision System for Outdoor Media Audience Analysisdownload pdf
Bogusław Cyganek, Piotr Janyst, Mateusz Knapik, Lukasz Przebinda, Marta Ptaszkiewicz, Tomasz Tajmajer
pages 33 - 36
cite (bibtex)

@article{07_pp-rai-2022-101,
author = {Bogusław Cyganek, Piotr Janyst, Mateusz Knapik, Lukasz Przebinda, Marta Ptaszkiewicz, Tomasz Tajmajer},
title = {Evaluation of an Embedded Computer Vision System for Outdoor Media Audience Analysis},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {33-36},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/07_pp-rai-2022-101.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Photorealistic Rendering in the Process of Training Deep Neural Networksdownload pdf
Maciej Stefańczyk, Daniel Chmielewiec
pages 37 - 40
cite (bibtex)

@article{08_pp-rai-2022-080,
author = {Maciej Stefańczyk, Daniel Chmielewiec},
title = {Photorealistic Rendering in the Process of Training Deep Neural Networks},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {37-40},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/08_pp-rai-2022-080.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Playing Cards and Bidding Calls Detection For Automatic Registration of a Duplicate Bridge Gamedownload pdf
Piotr Wzorek, Tomasz Kryjak
pages 41 - 44
cite (bibtex)

@article{09_pp-rai-2022-079,
author = {Piotr Wzorek, Tomasz Kryjak},
title = {Playing Cards and Bidding Calls Detection For Automatic Registration of a Duplicate Bridge Game},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {41-44},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/09_pp-rai-2022-079.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Retrieving Images from Low-bit Representations With Use of Convolutional Neural Networksdownload pdf
Oleksandr Pankiv, Dariusz Puchała
pages 45 - 48
cite (bibtex)

@article{10_pp-rai-2022-013,
author = {Oleksandr Pankiv, Dariusz Puchała},
title = {Retrieving Images from Low-bit Representations With Use of Convolutional Neural Networks},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {45-48},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/10_pp-rai-2022-013.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Thermo Presence: The Low-resolution Thermal Image Dataset and Occupancy Detection Using Edge Devicesdownload pdf
Przemysław Aszkowski, Mateusz Piechocki
pages 49 - 52
cite (bibtex)

@article{11_pp-rai-2022-094,
author = {Przemysław Aszkowski, Mateusz Piechocki},
title = {Thermo Presence: The Low-resolution Thermal Image Dataset and Occupancy Detection Using Edge Devices},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {49-52},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/11_pp-rai-2022-094.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Truly Random Color Visual Cryptography without Surplus Color Spikesdownload pdf
Leszek Chmielewski, Mariusz Nieniewski, Arkadiusz Orłowski
pages 53 - 56
cite (bibtex)

@article{12_pp-rai-2022-102,
author = {Leszek Chmielewski, Mariusz Nieniewski, Arkadiusz Orłowski},
title = {Truly Random Color Visual Cryptography without Surplus Color Spikes},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {53-56},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/12_pp-rai-2022-102.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Data Mining and Machine Learning

An Ensemble of Attentive Recurrent Networks with Randomized Dilations for Forecastingdownload pdf
Paweł Pełka, Grzegorz Dudek, Slawek Smyl
pages 57 - 60
cite (bibtex)

@article{13_pp-rai-2022-039,
author = {Paweł Pełka, Grzegorz Dudek, Slawek Smyl},
title = {An Ensemble of Attentive Recurrent Networks with Randomized Dilations for Forecasting},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {57-60},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/13_pp-rai-2022-039.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Detection and recognition of outliers by the use of IF-THEN rulesdownload pdf
Marcin Kacprowicz, Monika Bartczak, Adam Niewiadomski
pages 61 - 64
cite (bibtex)

@article{14_pp-rai-2022-030,
author = {Marcin Kacprowicz, Monika Bartczak, Adam Niewiadomski},
title = {Detection and recognition of outliers by the use of IF-THEN rules},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {61-64},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/14_pp-rai-2022-030.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Imbalanced data oversampling using one-class support vector machine classifierdownload pdf
Jakub Klikowski
pages 65 - 68
cite (bibtex)

@article{15_pp-rai-2022-053,
author = {Jakub Klikowski},
title = {Imbalanced data oversampling using one-class support vector machine classifier},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {65-68},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/15_pp-rai-2022-053.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Multi-objective sample weighting for imbalanced data classificationdownload pdf
Szymon Wojciechowski
pages 69 - 72
cite (bibtex)

@article{16_pp-rai-2022-085,
author = {Szymon Wojciechowski},
title = {Multi-objective sample weighting for imbalanced data classification},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {69-72},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/16_pp-rai-2022-085.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Prediction of German Bundesliga football match results using ensembles of classifiersdownload pdf
Szymon Głowania
pages 73 - 76
cite (bibtex)

@article{17_pp-rai-2022-069,
author = {Szymon Głowania},
title = {Prediction of German Bundesliga football match results using ensembles of classifiers},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {73-76},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/17_pp-rai-2022-069.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Spatial Information in Graph Convolutional Neural Networksdownload pdf
Bartłomiej Wójcik, Arkadiusz Tomczyk
pages 77 - 80
cite (bibtex)

@article{18_pp-rai-2022-012,
author = {Bartłomiej Wójcik, Arkadiusz Tomczyk},
title = {Spatial Information in Graph Convolutional Neural Networks},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {77-80},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/18_pp-rai-2022-012.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

The impact of using constraints on counterfactual explanationsdownload pdf
Maciej Falbogowski, Jerzy Stefanowski, Zuzanna Trafas, Adam Wojciechowski
pages 81 - 84
cite (bibtex)

@article{19_pp-rai-2022-028,
author = {Maciej Falbogowski, Jerzy Stefanowski, Zuzanna Trafas, Adam Wojciechowski},
title = {The impact of using constraints on counterfactual explanations},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {81-84},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/19_pp-rai-2022-028.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Universality of Forecasting Models on Water Consumption Prediction Tasksdownload pdf
Krzysztof Pałczyński, Tomasz Andrysiak, Magda Czyżewska, Michał Kierul, Tomasz Kierul
pages 85 - 89
cite (bibtex)

@article{20_pp-rai-2022-111,
author = {Krzysztof Pałczyński, Tomasz Andrysiak, Magda Czyżewska, Michał Kierul, Tomasz Kierul},
title = {Universality of Forecasting Models on Water Consumption Prediction Tasks},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {85-89},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/20_pp-rai-2022-111.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Robotics and Autonomous Systems

3D object localisation with 2D CNN object detector and 2D odometrydownload pdf
Rafal Staszak, Dominik Belter
pages 90 - 93
cite (bibtex)

@article{21_pp-rai-2022-066,
author = {Rafal Staszak, Dominik Belter},
title = {3D object localisation with 2D CNN object detector and 2D odometry},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {90-93},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/21_pp-rai-2022-066.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

A Glimpse into the Adaptive Path Planner for a UAVdownload pdf
Mateusz Kosior
pages 94 - 97
cite (bibtex)

@article{22_pp-rai-2022-041,
author = {Mateusz Kosior},
title = {A Glimpse into the Adaptive Path Planner for a UAV},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {94-97},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/22_pp-rai-2022-041.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Accurate Camera Pose Estimation from Learned Point Features: A Case Studydownload pdf
Tomasz Nowak
pages 98 - 102
cite (bibtex)

@article{23_pp-rai-2022-031,
author = {Tomasz Nowak},
title = {Accurate Camera Pose Estimation from Learned Point Features: A Case Study},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {98-102},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/23_pp-rai-2022-031.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

An Embedded Deep Learning Architecture for Real-Time Place Recognition from Omnidirectional Imagesdownload pdf
Marta Rostkowska
pages 103 - 107
cite (bibtex)

@article{24_pp-rai-2022-011,
author = {Marta Rostkowska},
title = {An Embedded Deep Learning Architecture for Real-Time Place Recognition from Omnidirectional Images},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {103-107},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/24_pp-rai-2022-011.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

CNN-based traffic sign detection on embedded devicesdownload pdf
Aleksandra Kos, Karol Majek
pages 108 - 111
cite (bibtex)

@article{25_pp-rai-2022-016,
author = {Aleksandra Kos, Karol Majek},
title = {CNN-based traffic sign detection on embedded devices},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {108-111},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/25_pp-rai-2022-016.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

CNNs for State Estimation of Articulated Objectsdownload pdf
Kamil Młodzikowski, Dominik Belter
pages 112 - 115
cite (bibtex)

@article{26_pp-rai-2022-072,
author = {Kamil Młodzikowski, Dominik Belter},
title = {CNNs for State Estimation of Articulated Objects},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {112-115},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/26_pp-rai-2022-072.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Eldercare Robots in the Age of AI: Are We Ready to Address the User Needs?download pdf
Piotr Skrzypczyński, Sławomir Tobis
pages 116 - 121
cite (bibtex)

@article{27_pp-rai-2022-046,
author = {Piotr Skrzypczyński, Sławomir Tobis},
title = {Eldercare Robots in the Age of AI: Are We Ready to Address the User Needs?},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {116-121},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/27_pp-rai-2022-046.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Onboard to Satellite Image Matching for Relocalization of the UAVsdownload pdf
Tomasz Pogorzelski, Karol Majek
pages 122 - 125
cite (bibtex)

@article{28_pp-rai-2022-084,
author = {Tomasz Pogorzelski, Karol Majek},
title = {Onboard to Satellite Image Matching for Relocalization of the UAVs},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {122-125},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/28_pp-rai-2022-084.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Remote Control Architecture for Autonomous Electric Minibuses – Preliminary Studydownload pdf
Mateusz Kosior, Piotr Przystałka, Wawrzyniec Panfil, Wojciech Moczulski, Maciej Malczyk, Witold Krafczyk
pages 126 - 129
cite (bibtex)

@article{29_pp-rai-2022-077,
author = {Mateusz Kosior, Piotr Przystałka, Wawrzyniec Panfil, Wojciech Moczulski, Maciej Malczyk, Witold Krafczyk},
title = {Remote Control Architecture for Autonomous Electric Minibuses – Preliminary Study},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {126-129},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/29_pp-rai-2022-077.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Robot Programming Interface with a Neural Scene Understanding Systemdownload pdf
Bartłomiej Kulecki, Dominik Belter
pages 130 - 133
cite (bibtex)

@article{30_pp-rai-2022-040,
author = {Bartłomiej Kulecki, Dominik Belter},
title = {Robot Programming Interface with a Neural Scene Understanding System},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {130-133},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/30_pp-rai-2022-040.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

System for detection and tracking of windows in urban environmentdownload pdf
Krzysztof Krygiel, Karol Majek, Janusz Bedkowski
pages 134 - 137
cite (bibtex)

@article{31_pp-rai-2022-081,
author = {Krzysztof Krygiel, Karol Majek, Janusz Bedkowski},
title = {System for detection and tracking of windows in urban environment},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {134-137},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/31_pp-rai-2022-081.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Other Research Results

AI-Based Design of Decision Support Systems for Industrial Risk Managementdownload pdf
Andrzej M.J. Skulimowski, Paweł Łydek
pages 138 - 142
cite (bibtex)

@article{32_pp-rai-2022-070,
author = {Andrzej M.J. Skulimowski, Paweł Łydek},
title = {AI-Based Design of Decision Support Systems for Industrial Risk Management},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {138-142},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/32_pp-rai-2022-070.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Algorithm Selection for Population-Based Optimization of Networked Structuresdownload pdf
Adam Dziomdziora, Przemysław Ignaciuk
pages 143 - 146
cite (bibtex)

@article{33_pp-rai-2022-003,
author = {Adam Dziomdziora, Przemysław Ignaciuk},
title = {Algorithm Selection for Population-Based Optimization of Networked Structures},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {143-146},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/33_pp-rai-2022-003.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Dominance-based Rough Set Approach to Bank Customer Satisfaction Analysisdownload pdf
Marcin Szeląg, Roman Słowiński
pages 147 - 150
cite (bibtex)

@article{34_pp-rai-2022-109,
author = {Marcin Szeląg, Roman Słowiński},
title = {Dominance-based Rough Set Approach to Bank Customer Satisfaction Analysis},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {147-150},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/34_pp-rai-2022-109.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Double genetic algorithm for Vehicle Routing Problemdownload pdf
Joanna Ochelska-Mierzejewska
pages 151 - 154
cite (bibtex)

@article{35_pp-rai-2022-062,
author = {Joanna Ochelska-Mierzejewska},
title = {Double genetic algorithm for Vehicle Routing Problem},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {151-154},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/35_pp-rai-2022-062.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Explaining the Shallow network trained to classify EEG signals by LRP and sensitivity analysisdownload pdf
Martyna Poziomska, Alan Drozd, Urszula Malinowska, Jacek Rogala, Jarosław Żygierewicz
pages 155 - 158
cite (bibtex)

@article{36_pp-rai-2022-023,
author = {Martyna Poziomska, Alan Drozd, Urszula Malinowska, Jacek Rogala, Jarosław Żygierewicz},
title = {Explaining the Shallow network trained to classify EEG signals by LRP and sensitivity analysis},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {155-158},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/36_pp-rai-2022-023.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Fusion of Expert Information in Content-Based Multimedia Retrieval with Group Decision Supportdownload pdf
Andrzej M.J. Skulimowski
pages 159 - 163
cite (bibtex)

@article{37_pp-rai-2022-108,
author = {Andrzej M.J. Skulimowski},
title = {Fusion of Expert Information in Content-Based Multimedia Retrieval with Group Decision Support},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {159-163},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/37_pp-rai-2022-108.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Machine Learning in Information Retrieval - Classification of Precision Medicine Documentsdownload pdf
Jakub Dutkiewicz, Czesław Jedrzejek
pages 164 - 167
cite (bibtex)

@article{38_pp-rai-2022-097,
author = {Jakub Dutkiewicz, Czesław Jedrzejek},
title = {Machine Learning in Information Retrieval - Classification of Precision Medicine Documents},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {164-167},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/38_pp-rai-2022-097.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Rough Inclusion Based Toy Decision Systems Generator For Presenting Data Mining Algorithmsdownload pdf
Piotr Artiemjew
pages 168 - 171
cite (bibtex)

@article{39_pp-rai-2022-110,
author = {Piotr Artiemjew},
title = {Rough Inclusion Based Toy Decision Systems Generator For Presenting Data Mining Algorithms},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {168-171},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/39_pp-rai-2022-110.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Selected Applications of Graph-based Knowledge Representationdownload pdf
Weronika T. Adrian, Krzysztof Kluza, Mateusz Zaremba, Paweł Jemioło, Marek Adrian, Antonia Pękala, Kinga Florek, Antoni Ligęza
pages 172 - 175
cite (bibtex)

@article{40_pp-rai-2022-107,
author = {Weronika T. Adrian, Krzysztof Kluza, Mateusz Zaremba, Paweł Jemioło, Marek Adrian, Antonia Pękala, Kinga Florek, Antoni Ligęza},
title = {Selected Applications of Graph-based Knowledge Representation},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {172-175},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/40_pp-rai-2022-107.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Styles with Benefits. The StyloMetrix Vectors for Stylistic and Semantic Text Classification of Small-Scale Datasets and Different Sample Lengthdownload pdf
Inez Okulska, Anna Zawadzka
pages 176 - 180
cite (bibtex)

@article{41_pp-rai-2022-121,
author = {Inez Okulska, Anna Zawadzka},
title = {Styles with Benefits. The StyloMetrix Vectors for Stylistic and Semantic Text Classification of Small-Scale Datasets and Different Sample Length},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {176-180},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/41_pp-rai-2022-121.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Young.AI - Contribution of Young Researchers

A Protocol for Acquisition of Emotion and Affect in Music – Dataset Collection During COVID-19 (EAM-DCDC)download pdf
Aleksandra Wołowiec, Paweł Jemioło
pages 181 - 184
cite (bibtex)

@article{42_pp-rai-2022-037,
author = {Aleksandra Wołowiec, Paweł Jemioło},
title = {A Protocol for Acquisition of Emotion and Affect in Music – Dataset Collection During COVID-19 (EAM-DCDC)},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {181-184},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/42_pp-rai-2022-037.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

An application of U-Net for cell detection in fragments of cytological smear imagesdownload pdf
Antonina Pater, Łukasz Roszkowiak, Jakub Żak, Krzysztof Siemion, Anna Korzyńska
pages 185 - 189
cite (bibtex)

@article{43_pp-rai-2022-025,
author = {Antonina Pater, Łukasz Roszkowiak, Jakub Żak, Krzysztof Siemion, Anna Korzyńska},
title = {An application of U-Net for cell detection in fragments of cytological smear images},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {185-189},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/43_pp-rai-2022-025.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Building an injury prediction model using football dataset with unbalanced classesdownload pdf
Aleksandra Sadurska, Tomasz Piłka
pages 190 - 194
cite (bibtex)

@article{44_pp-rai-2022-035,
author = {Aleksandra Sadurska, Tomasz Piłka},
title = {Building an injury prediction model using football dataset with unbalanced classes},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {190-194},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/44_pp-rai-2022-035.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Can reinforcement learning agents be e-teachers? Application of machine learning in educationdownload pdf
Marcin Andrzejewski, Aleksander Iżemski, Piotr Linkowski, Kamil Pluciński, Eryk Szpotański, Mateusz Lango, Krzysztof Jedrzejewski
pages 195 - 198
cite (bibtex)

@article{45_pp-rai-2022-029,
author = {Marcin Andrzejewski, Aleksander Iżemski, Piotr Linkowski, Kamil Pluciński, Eryk Szpotański, Mateusz Lango, Krzysztof Jedrzejewski},
title = {Can reinforcement learning agents be e-teachers? Application of machine learning in education},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {195-198},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/45_pp-rai-2022-029.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

COVID-19 diagnosis based on chest X-ray imagesdownload pdf
Agata Giełczyk, Anna Marciniak, Martyna Tarczewska
pages 199 - 202
cite (bibtex)

@article{46_pp-rai-2022-002,
author = {Agata Giełczyk, Anna Marciniak, Martyna Tarczewska},
title = {COVID-19 diagnosis based on chest X-ray images},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {199-202},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/46_pp-rai-2022-002.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

COVID-19 early diagnosis with use of machine learningdownload pdf
Anna Marciniak, Agata Giełczyk*, Martyna Tarczewska, Sylwester Kloska
pages 203 - 206
cite (bibtex)

@article{47_pp-rai-2022-059,
author = {Anna Marciniak, Agata Giełczyk*, Martyna Tarczewska, Sylwester Kloska},
title = {COVID-19 early diagnosis with use of machine learning},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {203-206},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/47_pp-rai-2022-059.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Detection of Damaged Fields in AIS Messagesdownload pdf
Marta Szarmach, Ireneusz Czarnowski
pages 207 - 210
cite (bibtex)

@article{48_pp-rai-2022-020,
author = {Marta Szarmach, Ireneusz Czarnowski},
title = {Detection of Damaged Fields in AIS Messages},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {207-210},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/48_pp-rai-2022-020.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Discovering Communities in Organizational Social Network through Hierarchical Clusteringdownload pdf
Paweł Szyman, Dariusz Barbucha
pages 211 - 214
cite (bibtex)

@article{49_pp-rai-2022-024,
author = {Paweł Szyman, Dariusz Barbucha},
title = {Discovering Communities in Organizational Social Network through Hierarchical Clustering},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {211-214},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/49_pp-rai-2022-024.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Forecasting the network traffic with PROPHETdownload pdf
Paweł Cembaluk, Jakub Aniszewski, Aleksandra Knapińska, Krzysztof Walkowiak
pages 215 - 218
cite (bibtex)

@article{50_pp-rai-2022-019,
author = {Paweł Cembaluk, Jakub Aniszewski, Aleksandra Knapińska, Krzysztof Walkowiak},
title = {Forecasting the network traffic with PROPHET},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {215-218},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/50_pp-rai-2022-019.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

Multiple-language approach to fake news classificationdownload pdf
Weronika Borek, Paweł Ksieniewicz
pages 219 - 222
cite (bibtex)

@article{51_pp-rai-2022-043,
author = {Weronika Borek, Paweł Ksieniewicz},
title = {Multiple-language approach to fake news classification},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {219-222},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/51_pp-rai-2022-043.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

The ATENA project: an international contribution to AI in Polanddownload pdf
Agata Giełczyk, Alfredo Petruolo, Michelangelo Agorini, Martyna Tarczewska, Karol Hartwig, Gracjan Kątek
pages 223 - 226
cite (bibtex)

@article{52_pp-rai-2022-021,
author = {Agata Giełczyk, Alfredo Petruolo, Michelangelo Agorini, Martyna Tarczewska, Karol Hartwig, Gracjan Kątek},
title = {The ATENA project: an international contribution to AI in Poland},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {223-226},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/52_pp-rai-2022-021.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}

WearApp - Data Gathering in Emotion and Affect Experiments with Wearablesdownload pdf
Mateusz Ficek, Paweł Jemioło
pages 227 - 230
cite (bibtex)

@article{53_pp-rai-2022-038,
author = {Mateusz Ficek, Paweł Jemioło},
title = {WearApp - Data Gathering in Emotion and Affect Experiments with Wearables},
journal = {Proceedings of the 3rd Polish Conference on Artificial Intelligence, April 25-27, 2022, Gdynia, Poland},
pages = {227-230},
year = {2022},
url = {https://wydawnictwo.umg.edu.pl/pp-rai2022/pdfs/53_pp-rai-2022-038.pdf},
isbn={978-83-7421-401-8},
publisher = {Gdynia Maritime University}
}
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