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21st ICAISC 2022: Zakopane, Poland - Part I
- Leszek Rutkowski

, Rafal Scherer
, Marcin Korytkowski
, Witold Pedrycz
, Ryszard Tadeusiewicz
, Jacek M. Zurada
:
Artificial Intelligence and Soft Computing - 21st International Conference, ICAISC 2022, Zakopane, Poland, June 19-23, 2022, Proceedings, Part I. Lecture Notes in Computer Science 13588, Springer 2023, ISBN 978-3-031-23491-0
Neural Networks and Their Applications
- Jaroslaw Bilski

, Bartosz Kowalczyk
:
A Fast Learning Algorithm for the Multi-layer Neural Network. 3-15 - Jaroslaw Bilski

, Bartosz Kowalczyk
, Jacek Smolag
:
A New Computational Approach to the Levenberg-Marquardt Learning Algorithm. 16-26 - Gregor Braun, Michel Brokamp, Christina Klüver

:
Training Subjective Perception Biased Images of Vehicle Ambient Lights with Deep Belief Networks Using Backpropagation- and Enforcing-Rules Supervised. 27-38 - Sarah Hundschell, Manuel Weber

, Peter Mandl
:
An Empirical Study of Adversarial Domain Adaptation on Time Series Data. 39-50 - Antoni Jaszcz

, Katarzyna Prokop
, Dawid Polap
, Gautam Srivastava, Jerry Chun-Wei Lin
:
Human-AI Collaboration to Increase the Perception of VR. 51-60 - Damian Kisiel

, Denise Gorse:
Portfolio Transformer for Attention-Based Asset Allocation. 61-71 - Mateusz Modrzejewski, Piotr Szachewicz, Przemyslaw Rokita:

Transfer Learning with Deep Neural Embeddings for Music Classification Tasks. 72-81 - Marek Pawlicki

, Martin Zádník
, Rafal Kozik
, Michal Choras
:
Analysis and Detection of DDoS Backscatter Using NetFlow Data, Hyperband-Optimised Deep Learning and Explainability Techniques. 82-92 - Jakub Silka

, Michal Wieczorek
, Martyna Kobielnik
, Marcin Wozniak
:
BiLSTM Deep Learning Model for Heart Problems Detection. 93-104 - Tomasz Zymkowski

, Julian Szymanski
, Andrzej Sobecki
, Pawel Drozda
, Konrad Szalapak, Kajetan Komar-Komarowski, Rafal Scherer
:
Short Texts Representations for Legal Domain Classification. 105-114 - Hugo Tamoto

, Rodrigo Colnago Contreras
, Francisco Lledo dos Santos
, Monique Simplicio Viana
, Rafael dos Santos Gioria
, Cleyton de Carvalho Carneiro
:
Synthetic Slowness Shear Well-Log Prediction Using Supervised Machine Learning Models. 115-130 - Tran Kim Toai

, Roman Senkerik, Ivan Zelinka, Adam Ulrich
, Vo Thi Xuan Hanh, Vo Minh Huan:
ARIMA for Short-Term and LSTM for Long-Term in Daily Bitcoin Price Prediction. 131-143 - Petra Vidnerová

, Jan Kalina
:
Multi-objective Bayesian Optimization for Neural Architecture Search. 144-153 - Thomas Villmann

, Alexander Engelsberger:
Multilayer Perceptrons with Banach-Like Perceptrons Based on Semi-inner Products - About Approximation Completeness. 154-169
Fuzzy Systems and Their Applications
- Juan Luis Castro

, Manuel Francisco
:
Similarity Fuzzy Semantic Networks and Inference. An Application to Analysis of Radical Discourse in Twitter. 173-181 - Adam Kiersztyn

, Krystyna Kiersztyn
, Rafal Lopucki
, Patrycja Jedrzejewska-Rzezak
:
An Application of Information Granules to Detect Anomalies in COVID-19 Reports. 182-192 - Katarzyna Nieszporek

, Giorgio De Magistris
, Christian Napoli
, Janusz T. Starczewski
:
Type-2 Fuzzy Classifier with Smooth Type-Reduction. 193-202
Evolutionary Algorithms and Their Applications
- Krzysztof Cpalka

, Krystian Lapa
, Leszek Rutkowski
:
A Multi-population-Based Algorithm with Different Ways of Subpopulations Cooperation. 205-218 - Ahmed Hassan, Nelishia Pillay:

Automated Design of Dynamic Heuristic Set Selection for Cross-Domain Selection Hyper-Heuristics. 219-229 - Jan Mycka

, Adam Zychowski
, Jacek Mandziuk
:
Evolutionary Approach to Melodic Line Harmonization. 230-241 - Roland Olsson

, Shubodha Acharya
:
Using Automatic Programming to Improve Gradient Boosting for Classification. 242-253 - Krzysztof Wójcik

:
Forced Movement Extensions of the Particle Swarm Optimizers with Inertia Weight. 254-264 - Mateusz Zaborski

, Jacek Mandziuk
:
LQ-R-SHADE: R-SHADE with Quadratic Surrogate Model. 265-276
Pattern Classification
- Nguyen Cong Phuong, Nguyen Tuan Ninh:

Overload Monitoring System Using Sound Analysis for Electrical Machines. 279-287 - Marcin Jasinski, Michal Wozniak

:
Employing Convolutional Neural Networks for Continual Learning. 288-297 - Sean T. Miller

, Curtis Busby-Earle:
Explaining Machine Learning Predictions in Botnet Detection. 298-309 - Wojciech Rafajlowicz

, Ewaryst Rafajlowicz
, Jedrzej Wieckowski
:
Learning Functional Descriptors Based on the Bernstein Polynomials - Preliminary Studies. 310-321
Artificial Intelligence in Modeling and Simulation
- David Alaminos

, M. Belén Salas:
Multiscale Multifractal Detrended Analysis of Speculative Attacks Dynamics in Cryptocurrencies. 325-339 - Son Thanh Cao, Le Quoc Anh, Hoang Huu Viet:

A Heuristic Repair Algorithm for the Hospitals/Residents Problem with Ties. 340-352 - Adam Kiersztyn

, Krystyna Kiersztyn
:
The Impact of Data Preprocessing on Prediction Effectiveness. 353-362 - Adam Krzyzak, Tomasz Galkowski, Marian Partyka:

Convergence of RBF Networks Regression Function Estimates and Classifiers. 363-376 - Cry Kuranga

, Nelishia Pillay
:
A Comparative Study of Genetic Programming Variants. 377-386 - Tomasz Machalewski

, Mariusz Marek
, Adrian Ochmann:
Optimization of Parameterized Behavior Trees in RTS Games. 387-398 - Artur Mikitiuk

, Krzysztof Trojanowski
, Jakub Grzeszczak
:
Using Answer Set Programming to Improve Sensor Network Lifetime. 399-410 - Mohamed Azouz Mrad, Kristóf Csorba, Dorián László Galata, Zsombor Kristóf Nagy, Brigitta Nagy:

Spectroscopy-Based Prediction of In Vitro Dissolution Profile Using Random Decision Forests. 411-422 - Samer Nofal, Amani Abu Jabal, Abdullah Alfarrarjeh, Ismail Omar Hababeh:

Validation of Labelling Algorithms for Abstract Argumentation Frameworks: The Case of Listing Stable Extensions. 423-435

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