Drawing attributions from evolved counterfactuals
Jan F. Jakubik, Halina Kwaśnicka
Proceedings of the Genetic and Evolutionary Computation Conference Companion
2024
Profile
Jan Jakubik
Assistant
jan.jakubik@pwr.edu.pl
Deep learnningAudio analysisGenerative media
Research groups
Research/education assistant, PhD Student, interested in applications of machine learning to music and audio analysis. Other research interest include methods of learning with insufficient labels, such as semi-supervised and weakly supervised learning. He participated in R&D projects regarding the use of ML to analyse music for videogame content creation and applications of weak supervision in Natural Language Processing of sensitive data.
Education
2015
MsC in Computer Science
Wroclaw University of Science and Technology
Publications(11)
Searching for loops and sound samples with feature learning
Jan F. Jakubik
Warszawa : Polskie Towarzystwo Informatyczne, 2022. s. 13–18.
2022
Retrieving Sound Samples of Subjective Interest With User Interaction
Jan F. Jakubik
Annals of Computer Science and Information Systems
2020
Similarity-based summarization of music files for support vector machines
Jan F. Jakubik, Halina Kwaśnicka
Complexity
2018
Evaluation of gated recurrent neural networks in music classification tasks
Jan F. Jakubik
Cham : Springer, cop. 2018. s. 27-37.
2018
Dataset enhancement in hair follicle detection: ESENSEI challenge
Jan F. Jakubik
Annals of Computer Science and Information Systems
2018
A neural network approach to Hearthstone win rate prediction
Jan F. Jakubik
Warszawa : Polskie Towarzystwo Informatyczne ; Los Alamitos, Ca. : IEEE, cop. 2018. s. 185-188.
2018
Music emotion analysis using semantic embedding recurrent neural networks
Jan F. Jakubik, Halina Kwaśnicka
2017 IEEE International Conference on INnovations in Intelligent SysTems and Applications (INISTA 2017) [Dokument elektroniczny] : 3-5 July 2017, Gdynia, Poland
2017
Evaluation of Hearthstone game states with neural networks and sparse autoencoding
Jan F. Jakubik
Annals of Computer Science and Information Systems
2017
Sparse coding methods for music induced emotion recognition
Jan F. Jakubik, Halina Kwaśnicka
Annals of Computer Science and Information Systems
2016
Consensus method for integration of knowledge expressed in form of modal formulas
Grzegorz Skorupa, Jan F Jakubik, Bartosz Fidrysiak
W: Information systems architecture and technology : intelligent information systems, knowledge discovery, big data and high performance computing / eds. Leszek Borzemski [i in.]. Wrocław : Oficyna Wydawnicza Politechniki Wrocławskiej, 2013. s. 43-52. (Biblioteka Informatyki Szkół Wyższych)
2013