Artificial Intelligence and Soft Computing : 19th International Conference, ICAISC 2020, Zakopane, Poland, October 12-14, 2020, Proceedings, Part II

The two-volume set LNCS 12415 and 12416 constitutes the refereed proceedings of of the 19th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2020, held in Zakopane, Poland\*, in October 2020. The 112 revised full papers presented were carefully reviewed and selected from 265 submissions. The papers included in the first volume are organized in the following six parts: ​neural networks and their applications; fuzzy systems and their applications; evolutionary algorithms and their applications; pattern classification; bioinformatics, biometrics and medical applications; artificial intelligence in modeling and simulation. The papers included in the second volume are organized in the following four parts: computer vision, image and speech analysis; data mining; various problems of artificial intelligence; agent systems, robotics and control. \*The conference was held virtually due to the COVID-19 pandemic. Front Matter ....Pages i-xxii Front Matter ....Pages 1-1 A New Approach to Detection of Abrupt Changes in Black-and-White Images (Tomasz Gałkowski, Adam Krzyżak)....Pages 3-18 Active Region-Based Full-Disc Solar Image Hashing (Rafał Grycuk, Kelton Costa, Rafał Scherer)....Pages 19-30 Inferring Colors in Paintings of M.F. Husain by Using Cluster Analysis (Shailendra Gurjar, Usha Ananthakumar)....Pages 31-38 Data Augmentation Using Principal Component Resampling for Image Recognition by Deep Learning (Olusola Oluwakemi Abayomi-Alli, Robertas Damaševičius, Michał Wieczorek, Marcin Woźniak)....Pages 39-48 Multi-agent Architecture for Internet of Medical Things (Dawid Połap, Gautam Srivastava, Marcin Woźniak)....Pages 49-58 Automatic Visual Quality Assessment of Biscuits Using Machine Learning (Mardlla de Sousa Silva, Luigi Freitas Cruz, Pedro Henrique Bugatti, Priscila Tiemi Maeda Saito)....Pages 59-70 Classifying Image Series with a Reoccurring Concept Drift Using a Markov Chain Predictor as a Feedback (Magda Skoczeń, Wojciech Rafajłowicz, Ewaryst Rafajłowicz)....Pages 71-84 Explainable Cluster-Based Rules Generation for Image Retrieval and Classification (Paweł Staszewski, Maciej Jaworski, Leszek Rutkowski, Dacheng Tao)....Pages 85-94 SURF Algorithm with Convolutional Neural Network as Face Recognition Technique (Alicja Winnicka, Karolina Kęsik, Dawid Połap, Marcin Woźniak)....Pages 95-102 Grouping Handwritten Letter Strokes Using a Fuzzy Decision Tree (Michał Wróbel, Janusz T. Starczewski, Christian Napoli)....Pages 103-113 Front Matter ....Pages 115-115 A Density-Based Prototype Selection Approach (Joel Luís Carbonera, Mara Abel)....Pages 117-129 FlexTrustRank: A New Approach to Link Spam Combating (Dariusz Czerski, Paweł Łoziński, Mieczysław Alojzy Kłopotek, Bartłomiej Starosta, Marcin Sydow)....Pages 130-139 A Comparative Analysis of Similarity Measures in Memory-Based Collaborative Filtering (Mara Renata Deac-Petruşel)....Pages 140-151 Constructing Interpretable Decision Trees Using Parallel Coordinates (Vladimir Estivill-Castro, Eugene Gilmore, René Hexel)....Pages 152-164 A Framework for e-Recruitment Recommender Systems (Mauricio Noris Freire, Leandro Nunes de Castro)....Pages 165-175 The Influence of Feature Selection on Job Clustering for an E-recruitment Recommender System (Joel J. S. Junior, Fabricio G. Vilasbôas, Leandro N. de Castro)....Pages 176-187 n-ary Isolation Forest: An Experimental Comparative Analysis (Paweł Karczmarek, Adam Kiersztyn, Witold Pedrycz)....Pages 188-198 In-The-Limit Clustering Axioms (Mieczysław A. Kłopotek, Robert A. Kłopotek)....Pages 199-209 Hybrid Features for Twitter Sentiment Analysis (Sergiu Limboi, Laura Dioşan)....Pages 210-219 Computer Based Stylometric Analysis of Texts in Ukrainian Language (Anton Mazurko, Tomasz Walkowiak)....Pages 220-230 Newsminer: Enriched Multidimensional Corpus for Text-Based Applications (Sahudy Montenegro González, Tiemi C. Sakata, Rodrigo Ramos Nogueira)....Pages 231-242 Detecting Causalities in Production Environments Using Time Lag Identification with Cross-Correlation in Production State Time Series (Dirk Saller, Bora I. Kumova, Christoph Hennebold)....Pages 243-252 Identification of Delays in AMUSE Algorithm for Blind Signal Separation of Financial Data (Ryszard Szupiluk, Paweł Rubach)....Pages 253-261 Front Matter ....Pages 263-263 MOEA-RS: A Content-Based Recommendation System Supported by a Multi-objective Evolutionary Algorithm (Matheus Santos Almeida, André Britto)....Pages 265-276 A Study of Bi-space Search for Solving the One-Dimensional Bin Packing Problem (Derrick Beckedahl, Nelishia Pillay)....Pages 277-289 Explaining Machine Learning Models of Emotion Using the BIRAFFE Dataset (Szymon Bobek, Magdalena M. Tragarz, Maciej Szelążek, Grzegorz J. Nalepa)....Pages 290-300 Pre-training Polish Transformer-Based Language Models at Scale (Sławomir Dadas, Michał Perełkiewicz, Rafał Poświata)....Pages 301-314 On a Streaming Approach for Training Denoising Auto-encoders (Piotr Duda, Lipo Wang)....Pages 315-324 Methods of Searching for Similar Device Fingerprints Using Changes in Unstable Parameters (Marcin Gabryel, Krzysztof Przybyszewski)....Pages 325-335 Gradient Boosting and Deep Learning Models Approach to Forecasting Promotions Efficiency in FMCG Retail (Joanna Henzel, Marek Sikora)....Pages 336-345 A Fuzzy Multi-Agent Problem in a Conceptual and Operational Depiction (Krystian Jobczyk, Antoni Ligȩza)....Pages 346-356 Generating Descriptions in Polish Language for BPMN Business Process Models (Krzysztof Kluza, Maciej Znamirowski, Piotr Wiśniewski, Paweł Jemioło, Antoni Ligęza)....Pages 357-368 Machine Learning Application in Energy Consumption Calculation and Assessment in Food Processing Industry (Piotr Milczarski, Bartosz Zieliński, Zofia Stawska, Artur Hłobaż, Paweł Maślanka, Piotr Kosiński)....Pages 369-379 Job Offer Analysis Using Convolutional and Recurrent Convolutional Networks (Jakub Nowak, Kamila Milkowska, Magdalena Scherer, Arkadiusz Talun, Marcin Korytkowski)....Pages 380-387 Team Up! Cohesive Text Summarization Scoring Sentence Coalitions (Inez Okulska)....Pages 388-399 New Surrogate Approaches Applied to Meta-Heuristic Algorithms (Joel A. Oliveira, Matheus Santos Almeida, Reneilson Y. C. Santos, Rene Pereira de Gusmão, André Britto)....Pages 400-411 A Novel Explainable Recommender for Investment Managers (Tomasz Rutkowski, Radosław Nielek, Danuta Rutkowska, Leszek Rutkowski)....Pages 412-422 Is Chaotic Randomization Advantageous for Higher Dimensional Optimization Problems? (Roman Senkerik, Adam Viktorin, Tomas Kadavy, Michal Pluhacek, Ivan Zelinka)....Pages 423-434 FastText and XGBoost Content-Based Classification for Employment Web Scraping (Arkadiusz Talun, Pawel Drozda, Leszek Bukowski, Rafał Scherer)....Pages 435-444 Supervised Classification Methods for Fake News Identification (Thanh Cong Truong, Quoc Bao Diep, Ivan Zelinka, Roman Senkerik)....Pages 445-454 Visual Hybrid Recommendation Systems Based on the Content-Based Filtering (Piotr Woldan, Piotr Duda, Yoichi Hayashi)....Pages 455-465 Short-Term Traffic Flow Prediction Based on the Intelligent Parameter Adjustment K-Nearest Neighbor Algorithm (Xuan Zhao, Ruixuan Bi, Ran Yang, Yue Chu, Jianhua Guo, Wei Huang et al.)....Pages 466-477 Front Matter ....Pages 479-479 Some Technical Challenges in Designing an Artificial Moral Agent (Jarek Gryz)....Pages 481-491 Hierarchical Intelligent-Geometric Control Architecture for Unmanned Aerial Vehicles Operating in Uncertain Environments (Mikhail Khachumov)....Pages 492-504 Challenging Human Supremacy: Evaluating Monte Carlo Tree Search and Deep Learning for the Trick Taking Card Game Jass (Joel Niklaus, Michele Alberti, Rolf Ingold, Markus Stolze, Thomas Koller)....Pages 505-517 How Motivated Are You? A Mental Network Model for Dynamic Goal Driven Emotion Regulation (Nimat Ullah, Jan Treur)....Pages 518-529 Back Matter ....Pages 531-534 The two-volume set LNAI 7894 and LNCS 7895 constitutes the refereed proceedings of the 12th International Conference on Artificial Intelligence and Soft Computing, ICAISC 2013, held in Zakopane, Poland in June 2013. The 112 revised full papers presented together with one invited paper were carefully reviewed and selected from 274 submissions. The 57 papers included in the first volume are organized in the following topical sections: neural networks and their applications; fuzzy systems and their applications; pattern classification; and computer vision, image and speech analysis.