1. Optimizing the estimation of a histogram-bin width—application to the multivariate mixture-model estimationBranislav Panić, Jernej Klemenc, Marko Nagode, 2020, original scientific article Keywords: histogram, integer optimization, parameter estimation, mixture model, EM, REBMIX Full text (file, 14,59 MB) This document has more files! More... |
2. Improved initialization of the EM algorithm for mixture model parameter estimationBranislav Panić, Jernej Klemenc, Marko Nagode, 2020, original scientific article Keywords: mixture model, parameter estimation, EM algorithm, REBMIX algorithm, density estimation, clustering, image segmentation Full text (file, 9,24 MB) This document has more files! More... |
3. Gaussian mixture model based classification revisitedBranislav Panić, Jernej Klemenc, Marko Nagode, 2020, original scientific article Keywords: Gaussian mixture models, classification, bearing fault estimation, parameter estimation, performance of classification methods Full text (file, 1,01 MB) This document has more files! More... |
4. Gumbel mixture modelling for multiple failure dataMarko Nagode, Simon Oman, Jernej Klemenc, Branislav Panić, 2023, original scientific article Keywords: Gumbel mixture model, parameter estimation, system safety, failure modelling Full text (file, 1,35 MB) This document has more files! More... |
5. On methods for merging mixture model components suitable for unsupervised image segmentation tasksBranislav Panić, Marko Nagode, Jernej Klemenc, Simon Oman, 2022, original scientific article Keywords: mixture models, parameter estimation, clustering, unsupervised image segmentation Full text (file, 3,79 MB) This document has more files! More... |
6. Fault detection and classification with the rebmix R packageMarko Nagode, Branislav Panić, Jernej Klemenc, Simon Oman, 2023, original scientific article Keywords: fault classification, fault detection, mixture models, REBMIX algorithm, EM algorithm Full text (file, 1,91 MB) This document has more files! More... |
7. Combining color and spatial image features for unsupervised image segmentation with mixture modelling and spectral clusteringBranislav Panić, Marko Nagode, Jernej Klemenc, Simon Oman, 2023, original scientific article Keywords: spectral clustering, mixture models, color features, spatial features, image segmentation Full text (file, 1,02 MB) This document has more files! More... |
8. A guide to unsupervised image segmentation of mCT-scanned cellular metals with mixture modelling and Markov random fieldsBranislav Panić, Matej Borovinšek, Matej Vesenjak, Simon Oman, Marko Nagode, 2024, original scientific article Keywords: mixture model, spatial regularisation, Markov random fields, cellular metals, porosity Full text (file, 3,35 MB) This document has more files! More... |
9. Izboljšave Gaussovih mešanih modelov za klasifikacijo na področju obratovalne trdnostiBranislav Panić, 2021, doctoral dissertation Keywords: Gaussov mešan model, REBMIX algoritem, EM algoritem, histogram, klasifikacija, zaznavanje napak, segmentacija slik Full text (file, 48,14 MB) |