References
Anselin, Luc. 1988. Spatial Econometrics: Methods and Models.
Vol. 4. Springer Science & Business Media.
———. 2003. “Spatial Externalities, Spatial Multipliers, and
Spatial Econometrics.” International Regional Science
Review 26 (2): 153–66.
———. 2007. “Spatial Regression Analysis in r–a Workbook.”
Center for Spatially Integrated Social Science. http://csiss.org/GISPopSci/workshops/2011/PSU/readings/W15_Anselin2007.pdf.
Anselin, Luc, and Sergio J. Rey. 2014. Modern Spatial Econometrics
in Practice: A Guide to GeoDa, GeoDaSpace and PySAL. GeoDa Press
LLC.
Arribas-Bel, Dani. 2014. “Spatial Data, Analysis, and Regression-a
Mini Course.” REGION 1 (1): R1. http://darribas.org/sdar_mini.
———. 2019. “A Course on Geographic Data Science.” The
Journal of Open Source Education 2 (14). https://doi.org/https://doi.org/10.21105/jose.00042.
Arribas-Bel, Daniel, M.-À. Garcia-López, and Elisabet Viladecans-Marsal.
2021. “Building(s and) Cities: Delineating Urban Areas with a
Machine Learning Algorithm.” Journal of Urban Economics
125 (September): 103217. https://doi.org/10.1016/j.jue.2019.103217.
Banerjee, Sudipto, Bradley P Carlin, and Alan E Gelfand. 2014.
Hierarchical Modeling and Analysis for Spatial Data. Crc Press.
Belsley, David A, Edwin Kuh, and Roy E Welsch. 2005. Regression
Diagnostics: Identifying Influential Data and Sources of
Collinearity. Vol. 571. John Wiley & Sons.
Bivand, Roger S., Edzer Pebesma, and Virgilio Gómez-Rubio. 2013.
Applied Spatial Data Analysis with r. Springer New York. https://doi.org/10.1007/978-1-4614-7618-4.
Brunsdon, Chris, and Lex Comber. 2015. An Introduction to r for
Spatial Analysis & Mapping. Sage.
Brunsdon, Chris, Stewart Fotheringham, and Martin Charlton. 1998.
“Geographically Weighted Regression.” Journal of the
Royal Statistical Society: Series D (The Statistician) 47 (3):
431–43.
Casado-Díaz, José Manuel, Lucas Martínez-Bernabéu, and Francisco Rowe.
2017. “An Evolutionary Approach to the Delimitation of Labour
Market Areas: An Empirical Application for Chile.” Spatial
Economic Analysis 12 (4): 379–403. https://doi.org/10.1080/17421772.2017.1273541.
Comber, Alexis, Christopher Brunsdon, Martin Charlton, Guanpeng Dong,
Richard Harris, Binbin Lu, Yihe Lü, et al. 2022. “A Route Map for
Successful Applications of Geographically Weighted Regression.”
Geographical Analysis 55 (1): 155–78. https://doi.org/10.1111/gean.12316.
Cressie, Noel. 2015. Statistics for Spatial Data. John Wiley
& Sons.
Cressie, Noel, and Gardar Johannesson. 2008. “Fixed Rank Kriging
for Very Large Spatial Data Sets.” Journal of the Royal
Statistical Society: Series B (Statistical Methodology) 70 (1):
209–26.
Fotheringham, A Stewart, and Morton E O’Kelly. 1989. Spatial
Interaction Models: Formulations and Applications. Vol. 1. Kluwer
Academic Publishers Dordrecht.
Fotheringham, A Stewart, and David WS Wong. 1991. “The Modifiable
Areal Unit Problem in Multivariate Statistical Analysis.”
Environment and Planning A 23 (7): 1025–44.
Fotheringham, Stewart, Chris Brunsdon, and Martin Charlton. 2002.
Geographically Weighted Regression. John Wiley & Sons.
Gabadinho, Alexis, Gilbert Ritschard, Matthias Studer, and Nicolas S
Müller. 2009. “Mining Sequence Data in r with the TraMineR
Package: A User’s Guide.” Geneva: Department of Econometrics
and Laboratory of Demography, University of Geneva.
Gelman, Andrew, and Jennifer Hill. 2006. Data Analysis Using
Regression and Multilevel/Hierarchical Models. Cambridge University
Press.
Gibbons, Stephen, Henry G Overman, and Eleonora Patacchini. 2014.
“Spatial Methods.”
Grolemund, Garrett, and Hadley Wickham. 2019. R for Data
Science. O’Reilly, US. https://r4ds.had.co.nz.
Hyndman, Rob J, and George Athanasopoulos. 2018. Forecasting:
Principles and Practice. OTexts.
Kong, Xiangjie, Menglin Li, Kai Ma, Kaiqi Tian, Mengyuan Wang, Zhaolong
Ning, and Feng Xia. 2018. “Big Trajectory Data: A Survey of
Applications and Services.” IEEE Access 6: 58295–306. https://doi.org/10.1109/access.2018.2873779.
Kwan, Mei-Po, and Jiyeong Lee. 2004. “Geovisualization of Human
Activity Patterns Using 3D GIS: A Time-Geographic Approach.”
Spatially Integrated Social Science 27: 721–44.
Loidl, Martin, Gudrun Wallentin, Robin Wendel, and Bernhard Zagel. 2016.
“Mapping Bicycle Crash Risk Patterns on the Local Scale.”
Safety 2 (3): 17. https://doi.org/10.3390/safety2030017.
Lovelace, Robin, Jakub Nowosad, and Jannes Muenchow. 2019.
Geocomputation with r. Chapman; Hall/CRC. https://doi.org/10.1201/9780203730058.
Lu, Binbin, Paul Harris, Martin Charlton, and Chris Brunsdon. 2014.
“The GWmodel r Package: Further Topics for Exploring Spatial
Heterogeneity Using Geographically Weighted Models.”
Geo-Spatial Information Science 17 (2): 85–101.
Multilevel Modelling, Centre for. n.d. “Introduction to Multilevel
Modelling.” n.d. http://www.bristol.ac.uk/cmm/learning/online-course/course-topics.html#m04.
Niedomysl, Thomas. 2011. “How Migration Motives Change over
Migration Distance: Evidence on Variation Across Socio-Economic and
Demographic Groups.” Regional Studies 45 (6): 843–55. https://doi.org/10.1080/00343401003614266.
Önnerfors, Åsa, Mariana Kotzeva, Teodóra Brandmüller, et al. 2019.
“Eurostat Regional Yearbook 2019 Edition.”
Openshaw, Stan. 1981. “The Modifiable Areal Unit Problem.”
Quantitative Geography: A British View, 60–69.
Patias, Nikos, Francisco Rowe, and Dani Arribas-Bel. 2021.
“Trajectories of Neighbourhood Inequality in Britain: Unpacking
Inter-Regional Socioeconomic Imbalances,
1971-2011.” The Geographical Journal 188
(2): 150–65. https://doi.org/10.1111/geoj.12420.
Patias, Nikos, Francisco Rowe, and Stefano Cavazzi. 2019. “A
Scalable Analytical Framework for Spatio-Temporal Analysis of
Neighborhood Change: A Sequence Analysis Approach.” In, 223–41.
Springer International Publishing. https://doi.org/10.1007/978-3-030-14745-7_13.
Pebesma, Edzer et al. 2012. “Spacetime: Spatio-Temporal Data in
r.” Journal of Statistical Software 51 (7): 1–30.
Rey, Sergio J., Daniel Arribas-Bel, and Levi J. Wolf. forthcoming.
Geographic Data Science with PySAL and the PyData Stack. CRC
press.
Robinson, WS. 1950. “Ecological Correlations and Individual
Behavior.” American Sociological Review 15 (195):
351–57.
Rowe, Francisco. 2022. “Introduction to Geographic Data
Science.” Open Science Framework, August. https://doi.org/10.17605/OSF.IO/VHY2P.
Rowe, Francisco, Robin Lovelace, and Adam Dennett. 2022. “Spatial
Interaction Modelling: A Manifesto.” http://dx.doi.org/10.31219/osf.io/xcdms.
Rowe, Francisco, and Nikos Patias. 2020. “Mapping the Spatial
Patterns of Internal Migration in Europe.” Regional Studies,
Regional Science 7 (1): 390–93. https://doi.org/10.1080/21681376.2020.1811139.
Singleton, Alex. 2017. “Geographic Data Science for Urban
Analytics.” http://www.alex-singleton.com/GDS_UA_2017/.
Singleton, Alexander D., and Seth E. Spielman. 2013. “The Past,
Present, and Future of Geodemographic Research in the United States and
United Kingdom.” The Professional Geographer 66 (4):
558–67. https://doi.org/10.1080/00330124.2013.848764.
Stillwell, John, Konstantinos Daras, and Martin Bell. 2018.
“Spatial Aggregation Methods for Investigating the MAUP Effects in
Migration Analysis.” Applied Spatial Analysis and Policy
11 (4): 693–711. https://doi.org/10.1007/s12061-018-9274-6.
Tao, Sui, Jonathan Corcoran, Francisco Rowe, and Mark Hickman. 2018.
“To Travel or Not to Travel: ‘Weather’
Is the Question. Modelling the Effect of Local Weather Conditions on Bus
Ridership.” Transportation Research Part C: Emerging
Technologies 86 (January): 147–67. https://doi.org/10.1016/j.trc.2017.11.005.
Wheeler, David, and Michael Tiefelsdorf. 2005. “Multicollinearity
and Correlation Among Local Regression Coefficients in Geographically
Weighted Regression.” Journal of Geographical Systems 7
(2): 161–87.
Wikle, Christopher K, Andrew Zammit-Mangion, and Noel Cressie. 2019.
Spatio-Temporal Statistics with r. CRC Press.
Williamson, Paul. 2018. “Survey Analysis.”
Wolf, Levi John, Sean Fox, Rich Harris, Ron Johnston, Kelvyn Jones,
David Manley, Emmanouil Tranos, and Wenfei Winnie Wang. 2020.
“Quantitative Geography III: Future Challenges and Challenging
Futures.” Progress in Human Geography 45 (3): 596–608.
https://doi.org/10.1177/0309132520924722.
Xie, Yihui, JJ Allaire, and Garrett Grolemund. 2019. R Markdown: The
Definitive Guide. CRC Press, Taylor & Francis, Chapman &
Hall Book. https://bookdown.org/yihui/rmarkdown/.
Zammit-Mangion, Andrew, and Noel Cressie. 2017. “FRK: An r Package
for Spatial and Spatio-Temporal Prediction with Large Datasets.”
arXiv Preprint arXiv:1705.08105.