Burn Area Processing to Generate False Alarm Data for Hotspot Prediction Models
Tay, S. C., Hsu, W., Lim, K. H. & Yap, L. C. “Spatial data mining: clustering of hot spots and pattern recognition.” Paper presented at the IEEE International Geoscience and Remote Sensing Symposium (IGARSS'03), Toulouse, July 21-25, 2003.
Yu, L. & Bian, F. “An Incremental Data Mining Method for Spatial Association Rule in GIS Based Fireproof System.” Paper presented at the International Conference on Wireless Communications, Networking and Mobile Computing, (WiCom 2007), Shanghai, China, September 21 – 25, 2007.
Prasad, K. S. N. & Ramakrishna, S. 2008. An Autonomous Forest Fire Detection System based on Spatial Data Mining and Fuzzy Logic. International Journal of Computer Science and Network Security 8 (12): 49-55.
Hu, L., Zhou, G. & Qiu, Y. “Application of Apriori Algorithm to the Data Mining of the Wildfire.” Paper presented at the 6th international conference on Fuzzy systems and knowledge discovery, Tianjin, China, August 14-16, 2009.
Angayarkkani, K. & Radhakrishnan. 2009. Efficient Forest Fire Detection System: A Spatial Data Mining and Image Processing Based Approach. International Journal of Computer Science and Network Security 9(3): 100- 107.
Stojanova, D., Panov, P., Kobler, A., Džeroski, S., & Taškova, K. “Learning to Predict Forest Fires with Different Data Mining Techniques.” Paper presented at the conference on Data Mining and Data Warehouses, Ljubljana, Slovenia, October 16, 2009.
Sitanggang, I.S. & Ismail, M.H. 2011. Classification model for hotspot occurrences using a decision tree method. Geomatics, Natural Hazards and Risk, 2(2): 111-121.
Sitanggang I.S, Yaakob R, Mustapha N, & Nuruddin A.N. 2012. Application of classification algorithms in data mining for hotspots occurrence prediction in Riau Province Indonesia. Journal of Theoretical and Applied Information Technology, 43(2): 214-221.
Sitanggang I.S, Yaakob R, Mustapha N, & Nuruddin A.N, “An extended ID3 decision tree algorithm for spatial data.” Paper presented at the IEEE International Conference on Spatial Data Mining and Geographical Knowledge Services (ICSDM), Fuzhou, China, June 29 -July 1, 2011.
Rokan Hilir District. “Overview of District.” last modified 2009. Accessed May 30, 2012. http://www.rohilkab.go.id/?tampil=linkandact=profilandid=4.
Wahyunto, Ritung S., Suparto, & Subagjo H. Peatland distribution and its carbon content in Sumatera and Kalimantan. Project of Climate Change, Forests and Peatlands in Indonesia. Bogor: Wetlands International – Indonesia Programme and Wildlife Habitat Canada, 2005.
Gomarasca, M. Basics of Geomatics. New York: Springer, 2009.
KIM, K. E. 1996. Adaptive Majority Filtering for Contextual Classification of Remote Sensing Data. International Journal of Remote Sensing 17(1996): 1083–1087.
Canty, Morton J. Image Analysis, Classification, and Change Detection in Remote Sensing: with Algorithms for ENVI/IDL, 237-238. Boca Raton: CRC Press, 2010.
ILWIS 3.4 Open. “ILWIS (3.4) Help.” last modified 2008. Accessed July 13, 2011, http://spatial-analyst.net/ILWIS/help.html.
Marsland, S. Machine Learning: An Algorithmic Perspective. Chapman & Hall/CRC machine learning & pattern recognition series. Boca Raton: CRC Press, 2009.
Han, J. & Kamber, M. Data Mining: Concepts and Techniques. Second edition, The Morgan Kaufmann series in data management systems. San Francisco: Morgan Kaufmann, 2006.
Tansey, K., Beston, J., Hoscilo, A., Page, S. E., & Paredes Hernández, C. U. 2008. Relationship Between Modis Fire Hot Spot Count and Burned Area in a Degraded Tropical Peat Swamp Forest in Central Kalimantan, Indonesia. Journal of Geophysical Research, 113 (D23): 1–8.
Quinlan, J. R. 1986. Induction of decision trees. Machine Learning 1(1): 81–106.
Rinzivillo, S. & Franco, T. “Classification in Geographical Information Systems,” Paper presented at the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases, Pisa, Italy, September 20-24, 2004.
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