On the Power of Topological Kernel in Microarray-Based Detection of Cancer. - Vilen Jumutc; Pawel Zayakin (IDEAL, 2010)

Polytope Classifier: A Symbolic Knowledge Extraction from Piecewise-Linear Support Vector Machine. - Vilen Jumutc; Andrey Bondarenko (KES (1), 2011)

Ranking-Based Kernels in Applied Biomedical Diagnostics Using a Support Vector Machine. - Vilen Jumutc; Pawel Zayakin; Arkady Borisov (Int. J. Neural Syst., 2011)

Supervised Novelty Detection. - Vilen Jumutc; Johan A. K. Suykens (CIDM, 2013)

Fixed-size Pegasos for hinge and pinball loss SVM. - Vilen Jumutc; Xiaolin Huang; Johan A. K. Suykens (IJCNN, 2013)

Weighted Coordinate-Wise Pegasos. - Vilen Jumutc; Johan A. K. Suykens (PReMI, 2013)

Representative subsets for big data learning using k-NN graphs. - Raghvendra Mall; Vilen Jumutc; Rocco Langone; Johan A. K. Suykens (IEEE BigData, 2014)

New bilinear formulation to semi-supervised classification based on Kernel Spectral Clustering. - Vilen Jumutc; Johan A. K. Suykens (CIDM, 2014)

Reweighted l1 Dual Averaging Approach for Sparse Stochastic Learning. - Vilen Jumutc; Johan A. K. Suykens (ESANN, 2014)

Reweighted l 2-Regularized Dual Averaging Approach for Highly Sparse Stochastic Learning. - Vilen Jumutc; Johan A. K. Suykens (ISNN, 2014)

Multi-Class Supervised Novelty Detection. - Vilen Jumutc; Johan A. K. Suykens (IEEE Trans. Pattern Anal. Mach. Intell., 2014)

Regularized and sparse stochastic k-means for distributed large-scale clustering. - Vilen Jumutc; Rocco Langone; Johan A. K. Suykens (IEEE BigData, 2015)

Fast in-memory spectral clustering using a fixed-size approach. - Rocco Langone; Raghvendra Mall; Vilen Jumutc; Johan A. K. Suykens (ESANN, 2016)

Reweighted stochastic learning. - Vilen Jumutc; Johan A. K. Suykens (Neurocomputing, 2016)

Multi-Path U-Net Architecture for Cell and Colony-Forming Unit Image Segmentation. - Vilen Jumutc; Dmitrijs Bliznuks; Alexey Lihachev (Sensors, 2022)

Multi-Loss U-Net Reformulation as an Efficient Solution to the Colony-Forming Unit Counting Problem. - Vilen Jumutc; Dmitrijs Bliznuks; Alexey Lihachev (EMBC, 2023)

Hybrid Approach to Colony-Forming Unit Counting Problem Using Multi-Loss U-Net Reformulation. - Vilen Jumutc; Artjoms Suponenkovs; Andrey Bondarenko; Dmitrijs Bliznuks; Alexey Lihachev (Sensors, 2023)