M. W. Berry, M. Browne, A. N. Langville, V. P. Pauca, and R. J. Plemmons, Algorithms and applications for approximate nonnegative matrix factorization, Computational Statistics & Data Analysis, vol.52, issue.1, 2007.
DOI : 10.1016/j.csda.2006.11.006

J. A. Black, A. Paez, and P. A. Suthanaya, Sustainable Urban Transportation: Performance Indicators and Some Analytical Approaches, Journal of Urban Planning and Development, vol.128, issue.4, 2002.
DOI : 10.1061/(ASCE)0733-9488(2002)128:4(184)

D. Brockmann, L. Hufnagel, and T. Geisel, The scaling laws of human travel, Nature, vol.6, issue.7075, 2006.
DOI : 10.1038/nature04292

I. Ceapa, C. Smith, and L. Capra, Avoiding the crowds, Proceedings of the ACM SIGKDD International Workshop on Urban Computing, UrbComp '12, 2012.
DOI : 10.1145/2346496.2346518

S. Foell, G. Kortuem, R. Rawassizadeh, S. Phithakkitnukoon, M. Veloso et al., Mining temporal patterns of transport behaviour for predicting future transport usage, Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication, UbiComp '13 Adjunct, 2013.
DOI : 10.1145/2494091.2497354

J. C. Golias, Analysis of traffic corridor impacts from the introduction of the new Athens Metro system, Journal of Transport Geography, vol.10, issue.2, 2002.
DOI : 10.1016/S0966-6923(01)00033-3

M. C. Gonzalez, C. A. Hidalgo, and A. L. Barabasi, Understanding individual human mobility patterns, Nature, 2008.

C. Hegde and R. G. Baraniuk, Sampling and Recovery of Pulse Streams, IEEE Transactions on Signal Processing, vol.59, issue.4, 2011.
DOI : 10.1109/TSP.2010.2103067

R. J. Herring, Real-Time Traffic Modeling and Estimation with Streaming Probe Data using Machine Learning, 2010.

P. O. Hoyer, Non-negative matrix factorization with sparseness constraints, JMLR, 2004.

D. D. Lee and H. S. Seung, Algorithms for non-negative matrix factorization, p.NIPS, 2000.

T. Liebig, Z. Xu, M. May, and S. Wrobel, Pedestrian Quantity Estimation with Trajectory Patterns, Machine Learning and Knowledge Discovery in Databases, 2012.
DOI : 10.1007/978-3-642-33486-3_40

W. Liu, Y. Zheng, S. Chawla, J. Yuan, and X. Xing, Discovering spatio-temporal causal interactions in traffic data streams, Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '11, 2011.
DOI : 10.1145/2020408.2020571

T. Louail, M. Lenormand, O. G. Cantú, M. Picornell, R. Herranz et al., From mobile phone data to the spatial structure of cities, Scientific Reports, vol.9, 2014.
DOI : 10.1038/srep05276

URL : https://hal.archives-ouvertes.fr/hal-01086156

C. Peng, X. Jin, K. C. Wong, M. Shi, and P. Lì-o, Collective human mobility pattern from taxi trips in urban area, PLoS ONE, 2012.

A. Randriamanamihaga, E. Côme, L. Oukhellou, and G. Govaert, Clustering the vélib origin-destinations flows by means of poisson mixture models, p.2013, 2013.

F. Shahnaz, M. W. Berry, V. Pauca, and R. J. Plemmons, Document clustering using nonnegative matrix factorization, Information Processing & Management, vol.42, issue.2, 2006.
DOI : 10.1016/j.ipm.2004.11.005

C. Song, Z. Qu, N. Blumm, and A. L. Barabási, Limits of Predictability in Human Mobility, Science, vol.327, issue.5968, 2010.
DOI : 10.1126/science.1177170

E. Vincent, N. Bertin, and R. Badeau, Harmonic and inharmonic Nonnegative Matrix Factorization for Polyphonic Pitch transcription, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, p.IEEE ICASSP, 2008.
DOI : 10.1109/ICASSP.2008.4517558

URL : https://hal.archives-ouvertes.fr/inria-00544183

B. Wang and M. D. Plumbley, Musical audio stream separation by nonnegative matrix factorization, Proc. DMRN summer conf, 2005.

D. Wang, D. Pedreschi, C. Song, F. Giannotti, and A. L. Barabási, Human mobility, social ties, and link prediction, Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '11, 2011.
DOI : 10.1145/2020408.2020581

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.476.547

F. Wang, N. Lee, J. Hu, J. Sun, and S. Ebadollahi, Towards heterogeneous temporal clinical event pattern discovery, Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining, KDD '12, 2012.
DOI : 10.1145/2339530.2339605

S. Zafeiriou, A. Tefas, I. Buciu, and I. Pitas, Exploiting discriminant information in nonnegative matrix factorization with application to frontal face verification, IEEE Transactions on Neural Networks, vol.17, issue.3, 2006.
DOI : 10.1109/TNN.2006.873291

M. L. Zhang and Z. H. Zhou, Multi-instance clustering with applications to multi-instance prediction, Applied Intelligence, vol.16, issue.9, 2009.
DOI : 10.1007/s10489-007-0111-x