prof. dr hab. Jacek Tabor dr hab. Igor T. Podolak dr Jarek Duda dr Krzysztof Misztal dr hab. Adam Roman dr Marek Śmieja dr Przemysław Spurek dr Marcin Żelawski dr Bartosz Zieliński dr Wojciech M. Czarnecki
mgr Stanisław Jastrzębski mgr Damian Leśniak mgr Maciej Mikulski mgr Agnieszka Pocha mgr Igor Sieradzki mgr Magdalena Wiercioch mgr Konrad Żołna mgr Jakub Chłędowski mgr Piotr Kowenzowski mgr Łukasz Maziarka

2018

Przemysław Spurek, Marek Śmieja, Jacek Tabor SVM with a neutral class, PATTERN ANAL APPL (2018), 17

2017

Bernhard C. Geiger, Marek Śmieja Semi-supervised cross-entropy clustering with information bottleneck constraint, INFORM SCIENCES vol. 421 (2017), 245-271
Łukasz Struski, Marek Śmieja, Jacek Tabor Semi-supervised model-based clustering with controlled clusters leakage, EXPERT SYST APPL vol. 85 (2017), 146-157
Andrzej Bojarski, Wojciech Czarnecki, Stanisław Jastrzębski, Damian Leśniak, Sabina Podlewska Quo vadis G Protein-Coupled Receptor ligands? A tool for analysis of the emergence of new groups of compounds over time, BIOORG MED CHEM LETT vol. 27 (2017), 626-631
Devansh Arpit, Nicolas Ballas, Aaron Courville, Bengio Emmanuel, Asja Fischer, Stanisław Jastrzębski, Maxinder S. Kanwal, David Krueger, Tegan Maharaj Deep Nets Don't Learn via Memorization, INTERNATIONAL CONFERENCE ON LEARNING REPRESENTATIONS (WORKSHOP TRACK) (2017),
Devansh Arpit, Nicolas Ballas, Yoshua Bengio, Bengio Emmanuel, Asja Fischer, Stanisław Jastrzębski, Maxinder S. Kanwal, David Krueger, Simon Lacoste-Julien, Tegan Maharaj A Closer Look at Memorization in Deep Networks, (2017),
Konrad Kamieniecki, Krzysztof Misztal, Przemysław Spurek, Marek Śmieja, Jacek Tabor R Package CEC , NEUROCOMPUTING vol. 237 (2017), 410–413
Yoshua Bengio, Bahdanau Dzmitry, Grefenstette Edward, Stanisław Jastrzębski, Vincent Pascal, Bosc Tom Learning to Compute Word Embeddings On the Fly, ARXIV (2017),
Łukasz Struski, Marek Śmieja, Jacek Tabor, Bartosz Zieliński Regression SVM for incomplete data, SCHEDAE INFORMATICAE (2017),
J Kowalski, A Roman, A New Evolutionary Algorithm for Synchronization, European Conference on the Applications of Evolutionary Computation, 620-635 (2017)
Adam Roman Testowanie w praktyce. Studium przypadków 2.0., (2017), PWN
Adam Roman Inżynieria wymagań w praktyce. Studium przypadków, (2017), PWN
Marek Śmieja, Magdalena Wiercioch Constrained clustering with a complex cluster structure, ADV DATA ANAL CLASSI vol. 11/3 (2017), 493-518
Rafał Kafel, Marek Śmieja, Dawid Warszycki Practical application of the Average Information Content Maximization (AIC-MAX) algorithm – selection of the most important structural features for serotonin receptor ligands, MOL DIVERS vol. 21/2 (2017), 407-412
A Roman, Data validation using model-based testing and finite automata synchronization, AIP Conference Proceedings 1836 (1), 020007 (2017)
A Roman, K Zmitrowicz, Testowanie oprogramowania w praktyce: studium przypadkw, Warszawa: Wydawnictwo Naukowe PWN (2017)
Wojciech Czarnecki, Stanisław Jastrzębski, Damian Leśniak How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks, ARXIV (2017),
Devansh Arpit, Nicolas Ballas, Yoshua Bengio, Stanisław Jastrzębski Residual connections encourage iterative inference, ARXIV (2017),
M Mnich, A Roman, P Wawrzyniak, Mutation Churn Model, Schedae Informaticae 2016 (First View), 227236 (2017)

2016

Marek Śmieja, Dawid Warszycki Average Information Content Maximization - a new approach for fingerprint hybridization and reduction, PLOS ONE vol. 11/1 (2016), e0146666
Wojciech Czarnecki, Stanisław Jastrzębski, Damian Leśniak Learning to SMILE(S), INTERNATIONAL CONFERENCE ON LEARNING REPRESENTATIONS (WORKSHOP TRACK) (2016),
Stanisław Jastrzębski, Igor Sieradzki On Certain Limitations of Recursive Representation Model, SCHEDAE INFORMATICAE vol. 25 (2016), 37-47
Adam Roman, Vojtech Vorel Complexity of road coloring with prescribed reset words, J COMPUT SYST SCI (2016), 30
Adam Roman, Karolina Zmitrowicz Testowanie w praktyce. Studium przypadków (redakcja), (2016), PWN
Maciej Chmielarz, Adam Roman, Lucjan Stapp Postgraduate Studies on Software Testing in Poland, SOFTWARE ENGINEERING: IMPROVING PRACTICE THROUGH RESEARCH (2016), 177-186
Szymon Nakoneczny, Marek Śmieja Natural language processing methods in biological activity prediction, PROCEEDINGS OF ECML PKDD WORKSHOP ON MACHINE LEARNING IN LIFE SCIENCES (2016), 25-36
Szymon Nakoneczny, Marek Śmieja, Jacek Tabor Fast entropy clustering of sparse high dimensional binary data, PROCEEDNIGS OF IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN 2016) (2016), 2397-2404
Rafał Babiarz, Adam Roman Dynamic Stylometry for Defect Prediction, ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING (2016), 91-102

2015

Adam Roman, Marek Szykuła Forward and backward synchronizing algorithms, EXPERT SYST APPL vol. 42(24) (2015), 9512-9527
Marek Śmieja, Jacek Tabor Entropy approximation in lossy source coding problem, ENTROPY-SWITZ vol. 17/5 (2015), 3400-3418
Adam Roman Programista jako tester, COMPUTERWORLD (2015), 24-25
Wojciech Czarnecki, Stanisław Jastrzębski, Sabina Podlewska, Igor Sieradzki Active Learning of Compounds Activity - Towards Scientifically Sound Simulation of Drug Candidates Identification, PROCEEDINGS OF 2ND WORKSHOP ON MACHINE LEARNING IN LIFE SCIENCES (2015), 40-51
Mateusz Drewienkowski, Adam Roman A complete solution to the complexity of Synchronizing Road Coloring for non-binary alphabets, INFORM COMPUT vol. 242 (2015), 383-393
Marek Śmieja Weighted approach to general entropy function, IMA J MATH CONTROL I vol. 32/2 (2015), 329-327
Marek Śmieja, Magdalena Wiercioch Mixture of metrics optimization for machine learning problems, SCHEDAE INFORMATICAE (2015),
Wojciech Czarnecki, Stanisław Jastrzębski Analysis of compounds activity concept learned by SVM using robust Jaccard based low-dimensional embedding, SCHEDAE INFORMATICAE vol. 24 (2015), 9-19
Adam Roman, Vojtech Vorel Parameterized Complexity of Synchronization and Road Coloring, DISCRETE MATH THEOR vol. 17(1) (2015), 307-330
Adam Roman Testowanie i jakość oprogramowania. Modele, techniki, narzędzia, (2015), PWN
Adam Roman, Vojtech Vorel Complexity of Road Coloring with Prescribed Reset Words, LECTURE NOTES IN COMPUTER SCIENCE vol. 8977 (2015), 161-172
Adam Roman Testowanie i analiza mutacyjna, PROGRAMISTA vol. 6(37) (2015), 52-55
Marek Śmieja, Jacek Tabor Spherical Wards clustering and generalized Voronoi diagrams, PROCEEDING OF IEEE INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS vol. 36678 (2015), 10
Marek Śmieja, Jacek Tabor, Magdalena Wiercioch Probability Index of Metric Correspondence as a measure of visualization reliability, PROCEEDINGS OF ECML PKDD WORKSHOP ON MACHINE LEARNING IN LIFE SCIENCES (2015), 16-27
Marek Śmieja Mixture of metrics optimization for machine learning problems, SCHEDAE INFORMATICAE vol. 24 (2015), 133-142

2014

Andrzej Bojarski, Marek Śmieja, Jacek Tabor, Dawid Warszycki Asymmetric Clustering Index in a case study of 5-HT1A receptor ligands, PLOS ONE vol. 9(7) (2014), e102069
Adam Roman Testowanie eksploracyjne - cudowny lek czy zwykłe placebo?, SOFTWARE DEVELOPER'S JOURNAL (2014), 4-15
Marek Śmieja, Jacek Tabor Renyi entropy dimension of the mixture of measures, PROCEEDINGS OF SCIENCE AND INFORMATION CONFERENCE (2014), 685-689
Agata Dróżdż, Marzena Frołow, Agata Kowalewska, Adam Roman, Bartosz Zieliński A new approach to automatic continuous artery diameter measurement , PROCEEDINGS OF THE 2014 FEDERATED CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SYSTEMS vol. 2 (2014), 247–251
Krzysztof Misztal, Przemysław Spurek, Marek Śmieja Subspaces Clustering Approach to Lossy Image Compression, LECTURE NOTES IN COMPUTER SCIENCE vol. 8838 (2014), 571-579

2013

Igor Podolak, Adam Roman Theoretical foundations and practical results for a hierarchical classifier with overlapping clusters, COMPUT INTELL-US (2013), 357-388
Stanisław Jastrzębski, Igor Podolak Density Invariant Detection of Osteoporosis Using Growing Neural Gas, PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON COMPUTER RECOGNITION SYSTEMS CORES 2013 vol. Springer International Publishing (2013), 629-638
Marek Śmieja, Jacek Tabor Image segmentation with use of cross-entropy clustering, ADVANCES IN INTELLIGENT SYSTEMS AND COMPUTING vol. 226 (2013), 403-409
IT Podolak, A Roman, Theoretical foundations and experimental results for a hierarchical classifier with overlapping clusters, Computational Intelligence 29 (2), 357-388 (2013)
Kamil Bartocha, William Beckler, Krzysztof Osiewalski, Adam Roman lastminute.com’s 12-week geo-experiment reveals a 43% uplift in Google AdWords values, GOOGLE ADWORDS BLOG, ADWORDS.BLOGSPOT.COM (2013), 3

2012

Marek Śmieja, Jacek Tabor Entropy of the mixture of source and entropy dimension, IEEE T INFORM THEORY vol. 58(5) (2012), 2719-2728
Rafał Kudłacik, Adam Roman, Hubert Wagner Effective synchronizing algorithms, EXPERT SYST APPL vol. 39 (2012), 11746-11757
Adam Roman P--NP threshold for the Synchronizing Road Coloring, LECTURE NOTES IN COMPUTER SCIENCE vol. 7183 (2012), 482-492
Adam Roman O 'Epistemologii' Jana Woleńskiego - spojrzenie matematyka, DIAMETROS - AN ONLINE JOURNAL OF PHILOSOPHY (2012), 175-188
Dariusz Jędrzejczyk, Igor Podolak, Adam Roman Application of Hierarchical Classifier to Minimal Synchronizing Word problem, LECTURE NOTES IN COMPUTER SCIENCE vol. 7267 (2012), 421-429
A Roman, P-NP Threshold for Synchronizing Road Coloring., LATA, 480-489 (2012)

2011

Igor Podolak, Adam Roman Fusion of supervised and unsupervised training methods for a multi-class classification problem, PATTERN ANAL APPL vol. 14(4) (2011), 395-413
IT Podolak, A Roman, CORES: fusion of supervised and unsupervised training methods for a multi-class classification problem, Pattern Analysis and Applications 14 (4), 395-413 (2011)
Igor Podolak, Adam Roman Risk function estimation for subproblems in a hierarchical classifier, PATTERN RECOGN LETT vol. 32(15) (2011), 2136-2142
Agnieszka Mielniczek (Deszyńska), Igor Podolak, Adam Roman On the number of clusterings in a hierarchical classification model with overlapping clusters, SCHEDAE INFORMATICAE vol. 20 (2011), 137-157
Igor Podolak, Adam Roman Risk estimation for hierarchical classifier, LECTURE NOTES IN ARTIFICIAL INTELLIGENCE vol. 6678 (2011), 156-163
Krzysztof Chmiel, Adam Roman COMPAS - a computing package for synchronization, LECTURE NOTES IN COMPUTER SCIENCE vol. 6482 (2011), 79-86
Adam Roman NP-completeness of the Road Coloring Problem, INFORM PROCESS LETT vol. 111 (2011), 342-347
Maria Foryś, Adam Roman Zbiór zadań z teorii języków formalnych i automatów, (2011), Wydawnictwo Uniwersytetu Jagiellońskiego
A Roman, The NP-completeness of the road coloring problem, Information Processing Letters 111 (7), 342-347 (2011)

2010

Adam Roman Experiments on synchronizing automata, SCHEDAE INFORMATICAE vol. 19 (2010), 35-51

2009

Adam Roman Genetic Algorithm for Synchronization, LECTURE NOTES IN COMPUTER SCIENCE vol. 5457 (2009), 684-695
Adam Roman Synchronizing Finite Automaton with Short Reset Words, APPL MATH COMPUT vol. 209 (2009), 125-136
Igor Podolak, Adam Roman A new notion of weakness in classification theory vol. 57 (2009), "Advances in Intelligent and Soft Computing", Springer Verlag (połaczony z Kluwer Academic Publishing)
Adam Roman Decision Version of the Road Coloring Problem is NP-complete, LECTURE NOTES IN COMPUTER SCIENCE vol. 5699 (2009), 287-297
A Roman, Synchronizing finite automata with short reset words, Applied Mathematics and Computation 209 (1), 125-136 (2009)

2008

A Roman, A note on Černy conjecture for automata over 3-letter alphabet, Journal of Automata, Languages and Combinatorics 13 (2), 141-143 (2008)
Bartosz Bierkowski, Piotr Kalita, Igor Podolak, Adam Roman Algorithm for intelligent prediction of requests in business systems, LECTURE NOTES IN COMPUTER SCIENCE vol. 4910 (2008), 696-707
Wit Foryś, Adam Roman Lower bound for the length of synchronizing words in partially-synchronizing automata, LECTURE NOTES IN COMPUTER SCIENCE vol. 4910 (2008), 448 - 459

2007

A Roman, Two Simple Methods for Obtaining New Classes of Automata Fulfilling ˇCern Conjecture, Schedae Informaticae 16 (2007)

2006

A Roman, Merging states and synchronization problem, Schedae Informaticae 15, 95-108 (2006)

2005

A Roman, New Algorithms for Finding Short Reset Sequences in Synchronizing Automata., IEC (Prague), 13-17 (2005)

2004

A Roman, The proposal of Algorithmic Turing Test, (2004)

Contact Us

Igor Podolak, PhD
Group of Machine Learning Research
Faculty of Mathematics and Computer Science
ul. Lojasiewicza 6
30-342, Cracow, Poland