A. M. Bartkowiak, R. Zimroz, and K. Jackowski, NMF and PCA as Applied to Gearbox Fault Data, Eds): Intelligent Data Engineering and Automated Learning -IDEAL 2015 LNCS 9375, pp.199-206, 2015.
DOI : 10.1007/978-3-642-32717-9_23

A. Bartkowiak and E. Liebhart, Estimation of the Spirometric Residual Volume (RV) by a Regression Built from Gower Distances, Biometrical Journal, vol.17, issue.2, pp.131-149, 1995.
DOI : 10.1002/bimj.4710370202

A. Cichocki, R. Zdunek, A. H. Phan, and A. Sh, Nonnegative matrix and tensor factorizations . Applications to exploratory multi-way data analysis and blind source separation, 2009.
DOI : 10.1002/9780470747278

C. Ding, T. Li, and M. Jordan, Convex and Semi-Nonnegative Matrix Factorizations, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.32, issue.1, pp.45-55, 2010.
DOI : 10.1109/TPAMI.2008.277

URL : http://ranger.uta.edu/~chqding/papers/Ding-Li-Jordan.pdf

I. T. Jolliffe, Principal Component Analysis, 2002.

A. Kasim, Applied Biclustering Methods for Big and High-dimensional data using R, Boca Raton FL, 2017.

T. Kohonen, Self-organizing Maps, p.pp, 2001.

D. D. Lee and H. S. Seung, Learning the parts of objects by nonnegative matrix factorization, Nature, vol.401, pp.788-791, 1999.

Y. Li and A. Ngom, The non-negative matrix factorization toolbox for biological data mining, Source Code for Biology and Medicine, vol.8, issue.1, pp.10-11, 2013.
DOI : 10.1186/1751-0473-8-10

J. Liebhart, A. Bartkowiak, and E. Liebhart, The impact of outliers in in the regression estimating TLC from age and some spirometric observations. Modelling, Simulation & Control, pp.1-19, 1989.

M. N. Schmidt, J. Larsen, and F. Hsiao, Wind Noise Reduction using Nonnegative Sparse Coding, Machine Learning for Signal Processing, pp.431-436, 2007.
DOI : 10.1109/mlsp.2007.4414345

URL : http://orbit.dtu.dk/fedora/objects/orbit:55706/datastreams/file_3848474/content/

R. Zdunek, Extraction of Dynamic Nonnegative Features from Multidimensional Nonstationary Signals, DMBD 2016, pp.557-566, 2016.
DOI : 10.1007/BF01436376

R. Zdunek, Convex non-negative matrix factorization with Rank-1 update for clustering, ICAISC 2015, pp.59-68, 2015.

R. Zdunek, Data clustering with semi-binary non-negative matrix factorization, LNAI, vol.5097, pp.705-716, 2008.
DOI : 10.1007/978-3-540-69731-2_68

URL : http://www.bsp.brain.riken.jp/~zdunek/Zdunek_ICAISCP07.pdf

J. M. Zurada, T. Ensari, E. H. Asi, and J. Chorowski, Nonnegative matrix factorization and its application to pattern recognition and text mining, Proc. of the 13th Federated Conference on Computer Science and Information Systems, pp.11-16, 2013.