Implementing Deep Learning Algorithms on Graphics Processor Units. - Karol Grzegorczyk; Marcin Kurdziel; Piotr Iwo Wójcik (PPAM (1), 2015)

Effects of Sparse Initialization in Deep Belief Networks. - Karol Grzegorczyk; Marcin Kurdziel; Piotr Iwo Wójcik (Comput. Sci., 2015)

Identification of biomarker genes for resistance to a pathogen by a novel method for meta-analysis of single-channel microarray datasets. - Piotr Iwo Wójcik; Thérèse Ouellet; Margaret Balcerzak; Witold Dzwinel (J. Bioinform. Comput. Biol., 2015)

Encouraging orthogonality between weight vectors in pretrained deep neural networks. - Karol Grzegorczyk; Marcin Kurdziel; Piotr Iwo Wójcik (Neurocomputing, 2016)

Random projection initialization for deep neural networks. - Piotr Iwo Wójcik; Marcin Kurdziel (ESANN, 2017)

Random Projection in Deep Neural Networks. - Piotr Iwo Wójcik (CoRR, 2018)

Training neural networks on high-dimensional data using random projection. - Piotr Iwo Wójcik; Marcin Kurdziel (Pattern Anal. Appl., 2019)