GWmodelS A software for geographically weighted models

A - Papers appearing in refereed journals

Lu, B., Hu, Y., Yang, D., Liu, Y., Liao, L., Yin, Z., Xia, T., Dong, Z., Harris, P., Brunsdon, C., Comber, A. and Dong, G. 2023. GWmodelS A software for geographically weighted models. SoftwareX. 21, p. 101291. https://doi.org/10.1016/j.softx.2022.101291

Publication dates
Authors	Lu, B., Hu, Y., Yang, D., Liu, Y., Liao, L., Yin, Z., Xia, T., Dong, Z., Harris, P., Brunsdon, C., Comber, A. and Dong, G.
Abstract	Spatial heterogeneity or non-stationarity has become a popular and necessary concern in exploring relationships between variables. In this regard, geographically weighted (GW) models provide a powerful collection of techniques in its quantitative description. We developed a user-friendly, high performance and systematic software, named GWmodelS, to promote better and broader usages of such models. Apart from a variety of GW models, including GW descriptive statistics, GW regression models, and GW principal components analysis, data management and mapping tools have also been incorporated with well-designed interfaces.
Keywords	Spatial heterogeneity; Spatio-temporal models; Visualization; High-performance; Local techniques
Year of Publication	2023
Journal	SoftwareX
Journal citation	21, p. 101291
Digital Object Identifier (DOI)	https://doi.org/10.1016/j.softx.2022.101291
Open access	Published as ‘gold’ (paid) open access
Funder	National Natural Science Foundation of China
Publisher's version	1-s2.0-S2352711022002096-main.pdf
Output status	Published
Online	16 Dec 2022
Publication process dates
Accepted	07 Dec 2022
Publisher	Elsevier
ISSN	2352-7110

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GWmodel

J - Computer programs

Lu, B., Harris, P., Charlton, M., Brunsdon, C, Nakaya, T. and Gollini, I. 2019. GWmodel.

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A - Papers appearing in refereed journals

Lu, B., Brunsdon, C., Charlton, M. and Harris, P. 2019. A response to “A comment on Geographically weighted regression with parameter-specific distance metrics.” . International Journal Of Geographical Information Science. 33 (7), pp. 1300-1312. https://doi.org/10.1080/13658816.2019.1585541

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Assessment of empirical algorithms for bathymetry extraction using Sentinel-2 data

A - Papers appearing in refereed journals

Casal, G., Monteys, X., Hedley, J., Harris, P., Cahalane, C. and McCarthy, T. 2019. Assessment of empirical algorithms for bathymetry extraction using Sentinel-2 data. International Journal Of Remote Sensing. https://doi.org/10.1080/01431161.2018.1533660

Quantifying the spatio-temporal drivers of planned vegetation restoration on ecosystem services at a large regional scale

A - Papers appearing in refereed journals

Liu, Y., Lu, Y., Fu, B-J., Harris, P. and Wu, L. 2019. Quantifying the spatio-temporal drivers of planned vegetation restoration on ecosystem services at a large regional scale. Science of the Total Environment. 650 (1), pp. 1029-1040. https://doi.org/10.1016/j.scitotenv.2018.09.082

Distance metric choice can both reduce and induce collinearity in geographically weighted regression

A - Papers appearing in refereed journals

Comber, A., Chi, K., Huy, M. Q., Nguyen, Q., Lu, B., Phe, H. H. and Harris, P. 2019. Distance metric choice can both reduce and induce collinearity in geographically weighted regression. Environment and Planning B: Urban Analytics and City Science. https://doi.org/10.1177/2399808318784017

A simulation study on specifying a regression model for spatial data: choosing between heterogeneity and autocorrelation effects

A - Papers appearing in refereed journals

Harris, P. 2019. A simulation study on specifying a regression model for spatial data: choosing between heterogeneity and autocorrelation effects. Geographical Analysis . 51 (2), pp. 151-181. https://doi.org/10.1111/gean.12163

The importance of scale in spatially varying coefficient modelling

A - Papers appearing in refereed journals

Murakami, D., Lu, B., Harris, P., Brunsdon, C., Charlton, M., Nakaya, T. and Griffith, D. A. 2019. The importance of scale in spatially varying coefficient modelling. Annals of the American Association of Geographers. 109 (1), pp. 50-70. https://doi.org/10.1080/24694452.2018.1462691

When multi-functional landscape meets critical zone science: advancing multi-disciplinary research for sustainable human well-being

A - Papers appearing in refereed journals

Luo, Y., Lu, Y., Fu, B., Harris, P., Wu, L. and Comber, A. 2019. When multi-functional landscape meets critical zone science: advancing multi-disciplinary research for sustainable human well-being. National Science Review. https://doi.org/10.1093/nsr/nwy003

The impact of varying semantics in spatial statistics

C2 - Non-edited contributions to conferences

Comber, A., Harris, P. and Atkinson, P. M. 2018. The impact of varying semantics in spatial statistics. GISRUK 2018. Leicester

Investigating Spatial Error Structures in Continuous Raster Data

A - Papers appearing in refereed journals

Tsutsumida, N, Rodríguez-Veiga, P, Harris, P., Baltzer, H and Comber, A 2018. Investigating Spatial Error Structures in Continuous Raster Data. International Journal of Applied Earth Observation and Geoinformation. 74 (February), pp. 259-268. https://doi.org/10.1016/j.jag.2018.09.020

Geographically weighted elastic net logistic regression

A - Papers appearing in refereed journals

Comber, A. and Harris, P. 2018. Geographically weighted elastic net logistic regression. Journal of Geographical Systems. 20 (4), pp. 317-341. https://doi.org/10.1007/s10109-018-0280-7

shp2graph: tools to convert a spatial network into an igraph in R

A - Papers appearing in refereed journals

Lu, B., Sun, H., Harris, P., Xu, M. and Charlton, M 2018. shp2graph: tools to convert a spatial network into an igraph in R. ISPRS International Journal of Geo-Information. 7 (8), p. 293. https://doi.org/10.3390/ijgi7080293

Hyper-local geographically weighted regression: extending GWR through local model selection and local bandwidth optimization

A - Papers appearing in refereed journals

Comber, A., Wang, Y., Lu, Y., Zhang, X. and Harris, P. 2018. Hyper-local geographically weighted regression: extending GWR through local model selection and local bandwidth optimization. Journal of Spatial Information Science. 17, pp. 63-84. https://doi.org/10.5311/JOSIS.2018.17.422

Improvements to the calibration of a Geographically Weighted Regression with Parameter-Specific Distance Metrics and Bandwidths

A - Papers appearing in refereed journals

Lu, B, Wang, W, Ge, Y and Harris, P. 2018. Improvements to the calibration of a Geographically Weighted Regression with Parameter-Specific Distance Metrics and Bandwidths. Computers, Environment and Urban Systems. 71, pp. 41-57. https://doi.org/10.1016/j.compenvurbsys.2018.03.012

Effect of long‐term drainage on plant community, soil carbon and nitrogen contents and stable isotopic (δ13C, δ15N) composition of a permanent grassland

A - Papers appearing in refereed journals

Harris, P., Bol, R., Evans, J., Hawkins, J. M. B., Dixon, E. R., Wolf, K., Dungait, J. A. J., Griffith, B. A., Herbst, M., Dhanoa, M. S., Beaumont, D. A., Dunn, R. M. and Weisenberg, G. L. B. 2018. Effect of long‐term drainage on plant community, soil carbon and nitrogen contents and stable isotopic (δ13C, δ15N) composition of a permanent grassland. European Journal of Soil Science. 69 (1), pp. 48-68. https://doi.org/10.1111/ejss.12504

Data to calculate emissions intensity for individual beef cattle reared on pasture-based production systems

A - Papers appearing in refereed journals

McAuliffe, G. A., Takahashi, T., Orr, R. J., Harris, P. and Lee, M. R. F. 2018. Data to calculate emissions intensity for individual beef cattle reared on pasture-based production systems. Data in Brief. 17, pp. 570-574. https://doi.org/10.1016/j.dib.2018.01.075

Roles of instrumented farm-scale trials in trade-off assessments of pasture-based ruminant production systems

A - Papers appearing in refereed journals

Takahashi, T., Harris, P., Blackwell, M. S. A., Cardenas, L. M., Collins, A. L., Dungait, J. A. J., Hawkins, J. M. B., Misselbrook, T. H., McAuliffe, G. A., McFadzean, J. N., Murray, P. J., Orr, R. J., Rivero, M. J., Wu, L. and Lee, M. R. F. 2018. Roles of instrumented farm-scale trials in trade-off assessments of pasture-based ruminant production systems. Animal. 12 (8), pp. 1766-1776. https://doi.org/10.1017/S1751731118000502

Peri-urbanization may vary with vegetation restoration: A large scale regional analysis

A - Papers appearing in refereed journals

Fu, W., Lu, Y., Harris, P., Comber, A. and Wu, L. 2018. Peri-urbanization may vary with vegetation restoration: A large scale regional analysis. Urban Forestry and Urban Greening. 29, pp. 77-87. https://doi.org/10.1016/j.ufug.2017.11.006

Distributions of emissions intensity for individual beef cattle reared on pasture-based production systems

A - Papers appearing in refereed journals

McAuliffe, G. A., Takahashi, T., Orr, R. J., Harris, P. and Lee, M. R. F. 2018. Distributions of emissions intensity for individual beef cattle reared on pasture-based production systems. Journal of Cleaner Production. 171, pp. 1672-1680. https://doi.org/10.1016/j.jclepro.2017.10.113

Modelling field scale spatial variation in water run-off, soil moisture, N2O emissions and herbage biomass of a grazed pasture using the SPACSYS model

A - Papers appearing in refereed journals

Liu, Y., Li, Y., Harris, P., Cardenas, L. M., Dunn, R. M., Sint, H. M., Murray, P. J., Lee, M. R. F. and Wu, L. 2018. Modelling field scale spatial variation in water run-off, soil moisture, N2O emissions and herbage biomass of a grazed pasture using the SPACSYS model. Geoderma. 315, pp. 49-58. https://doi.org/10.1016/j.geoderma.2017.11.029

Geographically Weighted Structural Equation Models: understanding the spatial variation of latent variables and drivers of environmental restoration effectiveness

B - Book chapters etc edited externally

Comber, A. J., Li, T., Lu, Y., Fu, B. and Harris, P. 2017. Geographically Weighted Structural Equation Models: understanding the spatial variation of latent variables and drivers of environmental restoration effectiveness. in: Bregt, A., Sarjakoski, T., Van Lammeren, R. and Rip, F. (ed.) Societal Geo-innovation: selected papers of the 20th Agile conference on geographic information science. (Lecture notes in geoinformation and cartography) Springer-Verlag Berlin.

Gauging policy-driven large-scale vegetation restoration programmes under a changing environment: their effectiveness and socioeconomic relationships

A - Papers appearing in refereed journals

Li, T., Lu, Y., Fu, B., Comber, A. J., Harris, P. and Wu, L. 2017. Gauging policy-driven large-scale vegetation restoration programmes under a changing environment: their effectiveness and socioeconomic relationships. Science of the Total Environment. 607-8, pp. 911-919. https://doi.org/10.1016/j.scitotenv.2017.07.044

Assessment of soil water, carbon and nitrogen cycling in reseeded grassland on the North Wyke Farm Platform using a process-based model

A - Papers appearing in refereed journals

Li, Y., Liu, Y., Harris, P., Sint, H., Murray, P. J., Lee, M. R. F. and Wu, L. 2017. Assessment of soil water, carbon and nitrogen cycling in reseeded grassland on the North Wyke Farm Platform using a process-based model. Science of the Total Environment. 603-604 (Supplement C), pp. 27-37. https://doi.org/10.1016/j.scitotenv.2017.06.012

Geographically weighted correspondence matrices for local error reporting and change analyses: mapping the spatial distribution of errors and change

A - Papers appearing in refereed journals

Comber, A., Brunsdon, C., Charlton, M. and Harris, P. 2017. Geographically weighted correspondence matrices for local error reporting and change analyses: mapping the spatial distribution of errors and change. Remote Sensing Letters. 8 (3), pp. 234-243. https://doi.org/10.1080/2150704X.2016.1258126

Phosphate stable oxygen isotope variability within a temperate agricultural soil

A - Papers appearing in refereed journals

Granger, S. J., Harris, P., Peukert, S., Guo, R., Tamburini, F., Blackwell, M. S. A., Howden, N. J. K. and McGrath, S. P. 2017. Phosphate stable oxygen isotope variability within a temperate agricultural soil. Geoderma. 285 (1 January), pp. 64-75. https://doi.org/10.1016/j.geoderma.2016.09.020

Quantifying the effect of ecological restoration on runoff and sediment yields: A meta-analysis for the Loess Plateau of China

A - Papers appearing in refereed journals

Hu, J., Lu, Y., Fu, B., Comber, A. J. and Harris, P. 2017. Quantifying the effect of ecological restoration on runoff and sediment yields: A meta-analysis for the Loess Plateau of China. Progress In Physical Geography. 41 (6), pp. 753-774. https://doi.org/10.1177/0309133317738710

Introducing bootstrap methods to investigate coefficient non-stationarity in spatial regression models

A - Papers appearing in refereed journals

Harris, P., Brunsdon, C., Lu, B., Nakaya, T. and Charlton, M. 2017. Introducing bootstrap methods to investigate coefficient non-stationarity in spatial regression models. Spatial Statistics. 21, pp. 241-261. https://doi.org/10.1016/j.spasta.2017.07.006

The application of a geographically weighted principal components analysis for exploring twenty-three years of goat population change across Mongolia

A - Papers appearing in refereed journals

Tsutsumida, N, Harris, P. and Comber, A. 2017. The application of a geographically weighted principal components analysis for exploring twenty-three years of goat population change across Mongolia. Annals of the American Association of Geographers. 107 (5), pp. 1060-1074. https://doi.org/10.1080/24694452.2017.1309968

Spatial mathematics: Theory and practice through mapping : Book review

A - Papers appearing in refereed journals

Harris, P. 2016. Spatial mathematics: Theory and practice through mapping : Book review. Environment and Planning B-Planning & Design. 43 (5), pp. 963-964. https://doi.org/10.1177/0265813515621423

Geographically weighted regression with parameter-specific distance metrics

A - Papers appearing in refereed journals

Lu, B., Charlton, M., Brunsdon, C. and Harris, P. 2016. Geographically weighted regression with parameter-specific distance metrics. International Journal Of Geographical Information Science. 31 (5), pp. 982-998. https://doi.org/10.1080/13658816.2016.1263731

Improving land cover classification using input variables derived from a geographically weighted principal components analysis

A - Papers appearing in refereed journals

Comber, A. J., Harris, P. and Tsutsumida, N. 2016. Improving land cover classification using input variables derived from a geographically weighted principal components analysis. ISPRS Journal of Photogrammetry and Remote Sensing. 119 (September), pp. 347-360. https://doi.org/10.1016/j.isprsjprs.2016.06.014

Geographically weighted evidence combination approaches for combining discordant and inconsistent volunteered geographical information

A - Papers appearing in refereed journals

Comber, A., Fonte, C., Foody, G., Fritz, S., Harris, P., Olteanu-Raimond, A. M. and See, L. 2016. Geographically weighted evidence combination approaches for combining discordant and inconsistent volunteered geographical information. Geoinformatica. 20 (3), pp. 503-527. https://doi.org/10.1007/s10707-016-0248-z

The North Wyke Farm Platform: effect of temperate grassland farming systems on soil moisture contents, runoff and associated water quality dynamics

A - Papers appearing in refereed journals

Orr, R. J., Murray, P. J., Eyles, C. J., Blackwell, M. S. A., Cardenas, L. M., Collins, A. L., Dungait, J. A. J., Goulding, K. W. T., Griffith, B. A., Gurr, S. J., Harris, P., Hawkins, J. M. B., Misselbrook, T. H., Rawlings, C. J., Shepherd, A., Sint, H. M., Takahashi, T., Tozer, K. N., Whitmore, A. P., Wu, L. and Lee, M. R. F. 2016. The North Wyke Farm Platform: effect of temperate grassland farming systems on soil moisture contents, runoff and associated water quality dynamics. European Journal of Soil Science. 67 (4), pp. 374-385. https://doi.org/10.1111/ejss.12350

The Minkowski approach for choosing the distance metric in geographically weighted regression

A - Papers appearing in refereed journals

Lu, B., Charlton, M., Brunsdon, C. and Harris, P. 2016. The Minkowski approach for choosing the distance metric in geographically weighted regression. International Journal Of Geographical Information Science. 30 (2), pp. 351-368. https://doi.org/10.1080/13658816.2015.1087001

Data mining the North Wyke Farm Platform data sets

C2 - Non-edited contributions to conferences

Harris, P., Griffith, B. A., Sint, H. M., Cardenas, L. M., Dungait, J. A. J., Orr, R. J. and Lee, M. R. F. 2016. Data mining the North Wyke Farm Platform data sets. Abstracts International Conference on Steps to Sustainable Livestock, Bristol, 12-15 January 2016 .

Contextualized geographically weighted principal components analysis for investigating baseline soils data on the North Wyke Farm Platform

C1 - Edited contributions to conferences/learned societies

Harris, P., Howden, N. J. K., Peukert, S., Noacco, V., Ramezani, K., Tuominen, E., Eludoyin, B., Brazier, R., Shepherd, A., Griffith, B. A., Orr, R. J. and Murray, P. J. 2016. Contextualized geographically weighted principal components analysis for investigating baseline soils data on the North Wyke Farm Platform. Raju, N. J. (ed.) Geostatistical and Geospatial Approaches for the Characterization of Natural Resources in the Environment: Proceedings 16th Annual Conference of the International Association for Mathematical Geosciences, New Delhi, 17-20 October 2014 . Springer, Cham. pp. 651-655 https://doi.org/10.1007/978-3-319-18663-4_99

Spatial prediction of coastal bathymetry based on multispectral satellite imagery and multibeam data

A - Papers appearing in refereed journals

Monteys, X., Harris, P., Caloca, S. and Cahalane, C. 2015. Spatial prediction of coastal bathymetry based on multispectral satellite imagery and multibeam data. Remote Sensing. 7 (10), pp. 13782-13806. https://doi.org/10.3390/rs71013782

Calibrating a geographically weighted regression model with parameter-specific distance metrics

A - Papers appearing in refereed journals

Lu, B., Harris, P., Charlton, M. and Brunsdon, C. 2015. Calibrating a geographically weighted regression model with parameter-specific distance metrics. Procedia Environmental Sciences. 26, pp. 109-114. https://doi.org/10.1016/j.proenv.2015.05.011

Using bootstrap methods to investigate coefficient non-stationarity in regression models: an empirical case study

A - Papers appearing in refereed journals

Harris, P., Brunsdon, C., Gollini, I., Nakaya, T. and Charlton, M. 2015. Using bootstrap methods to investigate coefficient non-stationarity in regression models: an empirical case study. Procedia Environmental Sciences. 27, pp. 112-115. https://doi.org/10.1016/j.proenv.2015.07.106

The use of geographically weighted PCA to classify land cover from multispectral image data

C2 - Non-edited contributions to conferences

Harris, P., Tsutsumida, N. and Comber, A. J. 2015. The use of geographically weighted PCA to classify land cover from multispectral image data. Abstracts 36th International Symposium on Remote Sensing of Environment ISRSE36, Berlin, 11-15 May 2015 .

The North Wyke Farm Platform, a UK national capability for research into sustainability of temperate agricultural grassland management: progress and developments

C2 - Non-edited contributions to conferences

Harris, P., Dungait, J. A. J., Griffith, B. A., Shepherd, A., Sint, H. M., Blackwell, M. S. A., Cardenas, L. M., Collins, A. L., Goulding, K. W. T., Lee, M. R. F. and Orr, R. J. 2015. The North Wyke Farm Platform, a UK national capability for research into sustainability of temperate agricultural grassland management: progress and developments. EGU.

Capturing the spatial variability of N2O emissions on grazed grasslands

C2 - Non-edited contributions to conferences

Cardenas, L. M., Dunn, R. M., Shepherd, A., Misselbrook, T. H., Orr, R. J., Griffith, B. A., Velazquez, A., Burak, E., Chen, K., Harris, P., Repullo, M. and Collins, A. L. 2015. Capturing the spatial variability of N2O emissions on grazed grasslands. Abstracts ASA/CSSA/SSSA International Annual Meeting Synergy in Science: Partnering for Solutions, Minneapolis, 15-18 November 2015 .

Enhancements to a geographically weighted principal component analysis in the context of an application to an environmental data set

A - Papers appearing in refereed journals

Harris, P., Clarke, A., Juggins, S., Brunsdon, C. and Charlton, M. 2015. Enhancements to a geographically weighted principal component analysis in the context of an application to an environmental data set. Geographical Analysis . 47 (2), pp. 146-172. https://doi.org/10.1111/gean.12048

GWmodel: an R package for exploring spatial heterogeneity using geographically weighted models

A - Papers appearing in refereed journals

Gollini, I., Lu, B., Charlton, M., Brunsdon, C. and Harris, P. 2015. GWmodel: an R package for exploring spatial heterogeneity using geographically weighted models. Journal of Statistical Software. 63 (17). https://doi.org/10.18637/jss.v063.i17

The North Wyke Farm Platform, a national capability for research into sustainability of temperate agricultural grassland management: data and modelling opportunities

C2 - Non-edited contributions to conferences

Harris, P., Griffith, B. A., Shepherd, A., Peukert, S., Hawkins, J. M. B., Elyes, C., Whitmore, A. P., Blackwell, M. S. A., Brazier, R. E., Cardenas, L. M., Wu, L., Dungait, J. A. J., Collins, A. L., Gurr, S. J., Murray, P. J., Goulding, K. W. T. and Orr, R. J. 2014. The North Wyke Farm Platform, a national capability for research into sustainability of temperate agricultural grassland management: data and modelling opportunities. Abstracts Tereno International Conference: from Observation to Prediction in Terrestrial Systems, Bonn, 29 September-2 October 2014 . pp. P2-07

Spatial soil variation on the North Wyke Farm Platform

C2 - Non-edited contributions to conferences

Shepherd, A., Harris, P., Griffith, B. A., Noacco, V., Ramezani, K., Tuominen, E. and Eludoyin, A. 2014. Spatial soil variation on the North Wyke Farm Platform. Hopkins, A. (ed.) EGF at 50: the Future of European Grasslands. Proceedings 25th General Meeting of the European Grassland Federation, Aberystwyth, 7-11 September 2014 . pp. 239-241

Applications and issues of remote sensing by UAV to pasture agri-research on the North Wyke Farm Platform

C2 - Non-edited contributions to conferences

Shepherd, A., Harris, P., Orr, R. J., Griffith, B. A. and Jarman, M. 2014. Applications and issues of remote sensing by UAV to pasture agri-research on the North Wyke Farm Platform. Abstracts Annual Conference of the Remote Sensing and Photogrammetry Society (RSPSoc 2014), Aberystwyth, 2-5 September 2014 .

Geographically weighted principal components analysis for understanding spatial structure in data for sustainable grassland agriculture

C2 - Non-edited contributions to conferences

Harris, P., Shepherd, A., Orr, R. J., Griffith, B. A. and Murray, P. J. 2014. Geographically weighted principal components analysis for understanding spatial structure in data for sustainable grassland agriculture. Abstracts 16th Annual Conference of the International Association for Mathematical Geosciences (IAMG), New Delhi, 17-20 October 2014 .

Applications of high resolution remote sensing with spatial modelling for sustainable grassland agriculture

C2 - Non-edited contributions to conferences

Shepherd, A., Harris, P., Orr, R. J., Griffith, B. A. and Murray, P. J. 2014. Applications of high resolution remote sensing with spatial modelling for sustainable grassland agriculture. Abstracts 16th Annual Conference of the International Association for Mathematical Geosciences (IAMG), New Delhi, 17-20 October 2014 .

The GWmodel R package: further topics for exploring spatial heterogeneity using geographically weighted models

A - Papers appearing in refereed journals

Lu, B., Harris, P., Charlton, M. and Brunsdon, C. 2014. The GWmodel R package: further topics for exploring spatial heterogeneity using geographically weighted models. Geo-spatial Information Science. 17, pp. 85-101. https://doi.org/10.1080/10095020.2014.917453

Geographically weighted methods and their use in network re-designs for environmental monitoring

A - Papers appearing in refereed journals

Harris, P., Clarke, A., Juggins, S., Brunsdon, C. and Charlton, M. 2014. Geographically weighted methods and their use in network re-designs for environmental monitoring. Stochastic Environmental Research and Risk Assessment. 28 (7), pp. 1869-1887. https://doi.org/10.1007/s00477-014-0851-1

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