References
- Allsopp, R., and D. A. Baldry. 1972. “A General Description of the Lambwe Valley Area of South Nyanza District, Kenya.” Bulletin of the World Health Organization 47 (6): 691–697.
- Awange, J. L., O. Aseto, and O. Ong’ang’a. 2004. “A Case Study on the Impact of Giraffes in Ruma National Park in Kenya.” Journal of Wildlife Rehabilitation 27 (2): 16–21.
- Bayarsaikhan, U., B. Boldgiv, K.-R. Kim, K.-A. Park, and D. Lee. 2009. “Change Detection and Classification of Land Cover at Hustai National Park in Mongolia.” International Journal of Applied Earth Observation and Geoinformation 11 (4): 273–280. doi:10.1016/j.jag.2009.03.004.
- Bovolo, F., S. Marchesi, and L. Bruzzone. 2012. “A Framework for Automatic and Unsupervised Detection of Multiple Changes in Multitemporal Images.” IEEE Transactions on Geoscience and Remote Sensing 50 (6): 2196–2212. doi:10.1109/TGRS.2011.2171493.
- Breiman, L. 2001. “Random Forests.” Machine Learning 45 (1): 5–32. doi:10.1023/A:1010933404324.
- Breiman, L. 2003. Manual–Setting Up, Using, and Understanding Random Forests V4.0.
- Clayden, J. 2017. “Mmand: Mathematical Morphology in Any Number of Dimensions.” R package version 1.5.2. https://cran.r-project.org/package=mmand
- De, P. U. 1974. “Habitat-Preference in South African Antelope Species and Its Significance in Natural and Artificial Distribution Patterns.” Koedoe 17: 1.
- DeFries, R., A. Hansen, B. L. Turner, R. Reid, and J. Liu. 2007. “Land Use Change around Protected Areas: Management to Balance Human Needs and Ecological Function.” Ecological Applications 17 (4): 1031–1038. doi:10.1890/05-1111.
- Fernández-Delgado, M., E. Cernadas, S. Barro, and D. Amorim. 2014. “Do We Need Hundreds of Classifiers to Solve Real World Classification Problems?” Journal of Machine Learning Research 15: 3133–3181.
- Fox, J., J. Krummel, Y. Sanay, E. Methi, and N. Pogre. 1995. “Land Use and Lanscape Dynamics in Nothern Theiland: Assessing Change in Three Upland Watersheds.” Ambio 24 (6): 328–334.
- Goslee, Sarah C. 2011. “Analyzing Remote Sensing Data in R: The Landsat Package.” Journal of Statistical Software 43 (4): 1–25. doi:10.18637/jss.v043.i04.
- Hengl, T., J. M. de Jesus, G. B. M. Heuvelink, M. R. Gonzalez, M. Kilibarda, A. Blagotić, W. Shangguan, et al. 2017. “SoilGrids250m: Global Gridded Soil Information Based on Machine Learning.” PLOS ONE 12 (2): 1–40. doi:10.1371/journal.pone.0169748.
- Hijmans, R. J. 2016. “Raster: Geographic Data Analysis and Modeling.” R package version 2.5-8. https://CRAN.R-project.org/package=raster
- ILEC. 2005. Managing Lakes and their Basins for Sustainable Use: A Report for Lake Basin Managers and Stakeholders. International Lake Environment Committee Foundation: Kusatsu, Japan.
- Jiang, Z., A. R. Huete, K. Didan, and T. Miura. 2008. “Development of a Two-Band Enhanced Vegetation Index without a Blue Band.” Remote Sensing of Environment 112 (10): 3833–3845. doi:10.1016/j.rse.2008.06.006.
- Juma, D. W., H. Wang, and F. Li. 2014. “Impacts of Population Growth and Economic Development on Water Quality of a Lake: Case Study of Lake Victoria Kenya Water.” Environmental Science and Pollution Research 21 (8): 5737–5746. doi:10.1007/s11356-014-2524-5.
- Kariuki, A., J. Wambua, F. Lala, S. Ngene, T. Ikime, I. Makau, and K. L. Rukaria. 2012. “Ruma National Park, Management Plan, 2012-2017.” In Kenya Wildlife Service.
- Kuhn, M. 2016. Classification and Regression Training. R package.
- Liaw, A., and M. Wiener. 2002. “Classification and Regression by randomForest.” R News 2 (3): 18–22.
- Lu, D., P. Mausel, E. Brondízio, and E. Moran. 2004. “Change Detection Techniques.” International Journal of Remote Sensing 25 (12): 2365–2401. doi:10.1080/0143116031000139863.
- Muriuki, G. W., T. J. Njoka, R. S. Reid, and D. M. Nyariki. 2005. “Tsetse Control and Land-Use Change in Lambwe Valley, South-Western Kenya.” Agriculture Ecosystems & Environment 106 (1): 99–107. doi:10.1016/j.agee.2004.04.005.
- NASA. n.d. “Landsat Science. Landsat 5.” Accessed 3 February 2019. https://landsat.gsfc.nasa.gov/landsat-5/
- Njoka, T. J., G. Muriuki, R. Reid, and D. Nyariki. 2003. “The Use of Sociological Methods to Assess Land-Use Change: A Case Study of Lambwe Valley, Kenya.” International Journal of Sociology 7: 181–185.
- Pontius, R. G., and M. Millones. 2011. “Death to Kappa: Birth of Quantity Disagreement and Allocation Disagreement for Accuracy Assessment.” International Journal of Remote Sensing 32: 4407–4429. doi:10.1080/01431161.2011.552923.
- R Core Team. 2016. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. https://www.R-project.org/
- Scharsich, V., K. Mtata, M. Hauhs, H. Lange, and C. Bogner. 2017. “Analysing Land Cover and Land Use Change in the Matobo National Park and Surroundings in Zimbabwe.” Remote Sensing of Environment 194: 278–286. doi:10.1016/j.rse.2017.03.037.
- Shannon, C. E. 1948. “A Mathematical Theory of Communication.” The Bell System Technical Journal 27 (3): 379–423. doi:10.1002/bltj.1948.27.issue-3.
- Sokolova, M., and G. Lapalme. 2009. “A Systematic Analysis of Performance Measures for Classification Tasks.” Information Processing & Management 45 (4): 427–437. doi:10.1016/j.ipm.2009.03.002.
- Strobl, C., J. Malley, and G. Tutz. 2009. “An Introduction to Recursive Partitioning: Rationale, Application, and Characteristics of Classification and Regression Trees, Bagging, and Random Forests.” Psycological Methods 14 (4): 323–348. doi:10.1037/a0016973.
- U.S. Geological Survey. n.d. “EarthExplorer.” https://earthexplorer.usgs.gov/
- United Nations, Department of Economic and Social Affairs, Population Division. 2017. World Population Prospects: The 2017 Revision.
- Wellde, B. T., M. J. Reardon, D. A. Chumo, D. Waema, D. H. Smith, D. Koech, T. Siongok, and L. Wanyama. 1989. “Demographic Characteristics of the Lambwe Valley Population.” Ann Trop Med Parasitol 83 (Suppl 1): 29–42. doi:10.1080/00034983.1989.11812408.
- World Health Organization. n.d. “Trypanosomiasis, Human African (Sleeping Sickness).” Accessed 3 February 2019. https://www.who.int/news-room/fact-sheets/detail/trypanosomiasis-human-african-(sleeping-sickness)