Publications
6.3. Publications¶
The selected parts of the thesis have been already published in:
Norbert Kozlowski and Olgierd Unold. Integrating anticipatory classifier systems with OpenAI Gym. In Proceedings of the Genetic and Evolutionary Computation Conference Companion, 1410–1417. ACM, 2018 (CORE: A, MNiSW: 140).
Norbert Kozlowski and Olgierd Unold. Preliminary tests of a real-valued anticipatory classifier system. In Proceedings of the Genetic and Evolutionary Computation Conference Companion, 1289–1294. 2019 (CORE: A, MNiSW: 140).
Norbert Kozlowski and Olgierd Unold. Investigating exploration techniques for ACS in discretized real-valued environments. In Proceedings of the 2020 Genetic and Evolutionary Computation Conference Companion, 1765–1773, 2020 (CORE: A, MNiSW: 140).
Norbert Kozłowski and Olgierd Unold. Anticipatory classifier system with average reward criterion in discretized multi-step environments. Applied Sciences, 11(3):1098, 2021 (IF: 02.679, MNiSW: 100).
Norbert Kozłowski, Olgierd Unold - Internalizing Knowledge for Anticipatory Classifier Systems in Discretized Real-Valued Environments. IEEE Access (10), 33816 - 33828, 2022 (IF: 03.557, MNiSW: 100)
During the work on the thesis I have also coauthored other research:
Olgierd Unold, Edyta Rogula, and Norbert Kozłowski. Introducing action planning to the anticipatory classifier system ACS2. In International Conference on Computer Recognition Systems, 264–275. Springer, 2019 (CORE: National, MNiSW: 20).
Olgierd Unold, Norbert Kozłowski, Łukasz Śmierzchała. Preliminary tests of an Anticipatory Classifier System with Experience Replay, Gecco 2022 (In press).
Selected research advancements were presented at the following conferences:
Kraków, Poland, 2018, QIPLSIGML - PyALCS and OpenAI Gym,
Kyoto, Japan, 2018, GECCO - Integrating anticipatory classifier systems with OpenAI Gym,
Wrocław, Poland, 2019, PP-RAI - Preliminary tests of a real-valued Anticipatory Classifier System,
Prague, Czech Republic, 2019, GECCO - Preliminary tests of a real-valued Anticipatory Classifier System,
Cancún, Mexico, 2020, GECCO - Investigating Exploration Techniques for Anticipatory Classifier System in Real-Valued Environments,
Gdynia, Poland, 2022, PP-RAI - Internalizing Knowledge for Anticipatory Classifier Systems in Discretized Real-Valued Environments.