A. Astel, S. Tsakouski, P. Barbieri, and V. Simeonov, Comparison of self-organizing maps classification approach with cluster and principal components analysis for large environmental data sets, Water Research, vol.41, issue.19, pp.41-4566, 2007.
DOI : 10.1016/j.watres.2007.06.030

A. H. Aubert, C. Gascuel-odoux, G. Gruau, N. Akkal, M. Faucheux et al., Solute transport dynamics in small, shallow groundwater-dominated agricultural catchments: insights from a high-frequency, multisolute 10 yr-long monitoring study, Hydrology and Earth System Sciences, vol.17, issue.4, pp.1379-1391, 2013.
DOI : 10.5194/hess-17-1379-2013

URL : https://hal.archives-ouvertes.fr/insu-00833564

A. H. Aubert, C. Gascuel-odoux, and P. Merot, Annual hysteresis of water quality: A method to analyse the effect of intra- and inter-annual climatic conditions, Journal of Hydrology, vol.478, pp.478-507, 2013.
DOI : 10.1016/j.jhydrol.2012.11.027

URL : https://hal.archives-ouvertes.fr/hal-01209136

D. M. Blei, A. Y. Ng, and M. I. Jordan, Latent Dirichlet allocation, J Mach Learn Res, vol.3, pp.4-5, 2003.

D. A. Burns, R. P. Hooper, J. J. Mcdonnell, J. E. Freer, C. Kendall et al., Base cation concentrations in subsurface flow from a forested hillslope: The role of flushing frequency, Water Resources Research, vol.35, issue.12, pp.34-3535, 1998.
DOI : 10.1029/98WR02450

J. Chen, H. S. Wheater, and M. J. Lees, Identification of processes affecting stream chloride response in the Hafren catchment, mid-Wales, Journal of Hydrology, vol.264, issue.1-4, pp.1-4, 2002.
DOI : 10.1016/S0022-1694(02)00049-5

I. F. Creed, L. E. Band, N. W. Foster, I. K. Morrison, J. A. Nicolson et al., Regulation of Nitrate-N Release from Temperate Forests: A Test of the N Flushing Hypothesis, Water Resources Research, vol.23, issue.suppl. 1, pp.32-3337, 1996.
DOI : 10.1029/96WR02399

J. J. Dawson, C. Soulsby, D. Tetzlaff, M. Hrachowitz, S. M. Dunn et al., Influence of hydrology and seasonality on DOC exports from three contrasting upland catchments, Biogeochemistry, vol.70, issue.1, pp.90-93, 2008.
DOI : 10.1007/s10533-008-9234-3

P. Durand and J. L. Torres, Solute transfer in agricultural catchments: the interest and limits of mixing models, Journal of Hydrology, vol.181, issue.1-4, pp.1-4, 1996.
DOI : 10.1016/0022-1694(95)02922-2

C. W. Fox and S. J. Roberts, A tutorial on variational Bayesian inference, Artificial Intelligence Review, vol.6, issue.2, pp.85-95, 2012.
DOI : 10.1007/s10462-011-9236-8

S. Galelli and A. Castelletti, Tree-based iterative input variable selection for hydrological modeling, Water Resources Research, vol.374, issue.3-4, pp.4295-4310, 2013.
DOI : 10.1002/wrcr.20339

D. M. Hannah, B. P. Smith, A. M. Gurnell, and G. R. Mcgregor, An approach to hydrograph classification, Hydrological Processes, vol.58, issue.2, pp.317-338, 2000.
DOI : 10.1002/(SICI)1099-1085(20000215)14:2<317::AID-HYP929>3.0.CO;2-T

N. M. Harris, A. M. Gurnell, D. M. Hannah, and G. E. Petts, Classification of river regimes: a context for hydroecology, Hydrol Process, vol.14, pp.16-17, 2000.

C. B. Field, V. Barros, T. F. Stocker, D. Qin, D. J. Dokken et al., Managing the Risks of Extreme Events and Disasters to Advance Climate Change Adaptation A Special Report of Working Groups I and II of the Intergovernmental Panel on Climate Change, Summary for Policymakers, pp.3-21, 2012.

A. M. Kalteh, P. Hjorth, and R. Berndtsson, Review of the selforganizing map (SOM) approach in water resources: Analysis, modelling and application, Environmental Modelling & Software, pp.835-845, 2008.

T. Lambert, A. Pierson-wickmann, G. Gruau, J. Thibault, and A. Jaffrezic, Carbon isotopes as tracers of dissolved organic carbon sources and water pathways in headwater catchments, Journal of Hydrology, vol.402, issue.3-4, pp.402-228, 2011.
DOI : 10.1016/j.jhydrol.2011.03.014

URL : https://hal.archives-ouvertes.fr/insu-00611856

A. De-lavenne and C. Cudennec, Streamflow velocity estimation in GIUH-type approach: what can neighbouring basins tell us?, Poster Presentation, EGU General Assembly, pp.22-27, 2012.

J. Lefranois, C. Grimaldi, C. Gascuel-odoux, and N. Gilliet, Suspended sediment and discharge relationships to identify bank degradation as a main sediment source on small agricultural catchments, Hydrological Processes, vol.111, issue.316, pp.2923-2933, 2007.
DOI : 10.1002/hyp.6509

J. Macqueen, Some Methods for classification and Analysis of Multivariate Observations, Proceedings of 5th Berkeley Symposium on Mathematical Statistics and Probability, 1967.

R. Merz and G. Bloschl, A process typology of regional floods, Water Resources Research, vol.247, issue.4, 2003.
DOI : 10.1029/2002WR001952

J. Molenat and C. Gascuel-odoux, Modelling flow and nitrate transport in groundwater for the prediction of water travel times and of consequences of land use evolution on water quality, Hydrological Processes, vol.36, issue.2, pp.479-492, 2002.
DOI : 10.1002/hyp.328

URL : https://hal.archives-ouvertes.fr/hal-01461000

J. Molenat, C. Gascuel-odoux, L. Ruiz, and G. Gruau, Role of water table dynamics on stream nitrate export and concentration in agricultural headwater catchment (France), Journal of Hydrology, vol.348, issue.3-4, pp.3-4, 2008.
DOI : 10.1016/j.jhydrol.2007.10.005

URL : https://hal.archives-ouvertes.fr/insu-00266765

B. Morel, P. Durand, A. Jaffrezic, G. Gruau, and J. Molenat, Sources of dissolved organic carbon during stormflow in a headwater agricultural catchment, Hydrological Processes, vol.358, issue.20, pp.2888-2901, 2009.
DOI : 10.1002/hyp.7379

URL : https://hal.archives-ouvertes.fr/insu-00426876

P. J. Mulholland and W. R. Hill, Seasonal patterns in streamwater nutrient and dissolved organic carbon concentrations: Separating catchment flow path and in-stream effects, Water Resources Research, vol.223, issue.6, pp.1297-1306, 1997.
DOI : 10.1029/97WR00490

J. F. Orwin and C. C. Smart, Short-term spatial and temporal patterns of suspended sediment transfer in proglacial channels, small River Glacier, Canada, Hydrological Processes, vol.18, issue.9, pp.1099-1085, 2004.
DOI : 10.1002/hyp.1402

U. S. Panu, T. E. Unny, and R. K. Ragade, A feature prediction model in synthetic hydrology based on concepts of pattern recognition, Water Resources Research, vol.32, issue.HY4, pp.335-344, 1978.
DOI : 10.1029/WR014i002p00335

U. S. Panu and T. E. Unny, Stochastic synthesis of hydrologic data based on concepts of pattern recognition: II. Application of natural watersheds, Journal of Hydrology, issue.34, pp.46-197, 1980.

P. Rogerson, Statistical Methods for Geography, 2001.
DOI : 10.4135/9781849209953

R. R. Schnabel, J. B. Urban, and W. J. Gburek, Hydrologic Controls in Nitrate, Sulfate, and Chloride Concentrations, Hydrologic Controls in Nitrate, Sulfate, and Chloride Concentrations, pp.589-596, 1993.
DOI : 10.2134/jeq1993.00472425002200030025x

A. Sharma, Seasonal to interannual rainfall probabilistic forecasts for improved water supply management: Part 1 ??? A strategy for system predictor identification, Journal of Hydrology, vol.239, issue.1-4, pp.232-239, 2000.
DOI : 10.1016/S0022-1694(00)00346-2

M. Seeger, Catchment soil moisture and rainfall characteristics as determinant factors for discharge/suspended sediment hysteretic loops in a small headwater catchment in the Spanish pyrenees, Journal of Hydrology, vol.288, issue.3-4, pp.3-4, 2004.
DOI : 10.1016/j.jhydrol.2003.10.012

T. H. Snelder, Predictive mapping of the natural flow regimes of France, Journal of Hydrology, vol.373, issue.1-2, pp.57-67, 2009.
DOI : 10.1016/j.jhydrol.2009.04.011

E. Toth, Classification of hydro-meteorological conditions and multiple artificial neural networks for streamflow forecasting, Hydrology and Earth System Sciences, vol.13, issue.9, pp.1555-1566, 2009.
DOI : 10.5194/hess-13-1555-2009

E. Toth, Catchment classification based on characterisation of streamflow and precipitation time series, Hydrology and Earth System Sciences, vol.17, issue.3, pp.1149-1159, 2013.
DOI : 10.5194/hess-17-1149-2013

A. Vongvixay, Mesure et analyse de la dynamique temporelle des flux solides dans les petits bassins versants, INSA de Rennes, p.205, 2012.
URL : https://hal.archives-ouvertes.fr/tel-00688884

G. P. Williams, Sediment concentration versus water discharge during single hydrologic events in rivers, Journal of Hydrology, vol.111, issue.1-4, pp.1-4, 1989.
DOI : 10.1016/0022-1694(89)90254-0

H. Wong and B. Q. Hu, Application of interval clustering approach to water quality evaluation, Journal of Hydrology, vol.491, pp.1-12, 2013.
DOI : 10.1016/j.jhydrol.2013.03.009