Výpis publikací

KOSINA, Petr a João GAMA. Very Fast Decision Rules for Classification in Data Streams. Data Mining and Knowledge Discovery. Springer US, 2015, roč. 29, č. 1, s. 168-202. ISSN 1384-5810. Dostupné z: https://dx.doi.org/10.1007/s10618-013-0340-z.

GAMA, Joao, Petr KOSINA a Ezilda ALMEIDA. Avoiding Anomalies in Data Stream Learning. In Johannes Furnkranz, Eyke Hullermeier,Tomoyuki Higuchi. Discovery Science, Proceedings of 16th International Conference DS 2013. Berlin Heidelberg: Springer, 2013, s. 49-63. ISBN 978-3-642-40896-0. Dostupné z: https://dx.doi.org/10.1007/978-3-642-40897-7_4.

EZILDA, Almeida, Petr KOSINA a Joao GAMA. Random rules from data streams. Online. In Sung Y. Shin, Jose Carlos Maldonado. Proceedings of the 28th Annual ACM Symposium on Applied Computing, SAC '13. New York, NY, USA: ACM, 2013, s. 813-814. ISBN 978-1-4503-1656-9. Dostupné z: https://dx.doi.org/10.1145/2480362.2480518.

GAMA, João a Petr KOSINA. Recurrent concepts in data streams classification. Knowledge and Information Systems. London: Springer-Verlag, 2013, roč. 40, č. 3, s. 1-19. ISSN 0219-1377. Dostupné z: https://dx.doi.org/10.1007/s10115-013-0654-6.

KOSINA, Petr a Joao GAMA. Handling Time Changing Data with Adaptive Very Fast Decision Rules. In Peter Flach, Tijl De Bie, Nello Cristianini. Machine Learning and Knowledge Discovery in Databases ECML/PKDD. Berlin / Heidelberg: Springer Berlin / Heidelberg, 2012, s. 827-842. ISBN 978-3-642-33459-7. Dostupné z: https://dx.doi.org/10.1007/978-3-642-33460-3_58.

KOSINA, Petr a João GAMA. Very Fast Decision Rules for Multi-class Problems. In ACM 27th Symposium On Applied Computing. New York, NY, USA: ACM, 2012, s. 795-800. ISBN 978-1-4503-0857-1.

GAMA, João a Petr KOSINA. Learning about the Learning Process. In Joao Gama, Elizabeth Bradley, Jaakko Hollmen. Advances in Intelligent Data Analysis X. Berlin Heidelberg: Springer Berlin / Heidelberg, 2011, s. 162-172. ISBN 978-3-642-24799-6. Dostupné z: https://dx.doi.org/10.1007/978-3-642-24800-9_17.

GAMA, Joao a Petr KOSINA. Learning Decision Rules from Data Streams. In Toby Walsh. Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Menlo Park, California, USA: AAAI Press/International Joint Conferences on Artificial Intelligence, 2011, s. 1255-1260. ISBN 978-1-57735-512-0.

KOSINA, Petr, João GAMA a Raquel SEBASTIÃO. Drift Severity Metric. In ECAI 2010. Amsterdam (Netherlands): IOS PRESS, 2010, s. 1119-1120. ISBN 978-1-60750-605-8.

GAMA, João a Petr KOSINA. Recurring Concepts and Meta-learning. Lisbon, 2010, s. 79-85.

KOSINA, Petr, João GAMA a Raquel SEBASTIÃO. Speed and Size Characteristic of Concept Drift. Lisbon, 2010, s. 19-23.

GAMA, João a Petr KOSINA. Tracking Recurring Concepts with Meta-learners. In Progress in Artificial Intelligence, Portuguese Conference on Artificial Intelligence EPIA. Volume 5816/2009. Berlin: Springer Berlin / Heidelberg, 2009, s. 423-434. ISBN 978-3-642-04685-8. Dostupné z: https://dx.doi.org/10.1007/978-3-642-04686-5_35.