IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · 2013 · 35 citations · 22 references
Natural SciencesEarth SciencesHydrologyClimatologyDrought ManagementRemote SensingDroughtDrought MonitoringDrought Stress MonitoringVegetation IndicesVegetation MonitoringWater Status MonitoringAccuracyAgricultural Drought ModelingCross-validationDrought CharacterizationRemote Sensing Drought AssessmentRemote Sensing Drought IndicatorsSatellite-based Drought MonitoringSpatial Drought Monitoring
Based on the concept of the new drought index called Vegetation Drought Response Index (VegDRI) using data-mining technology, an Integrated Surface Drought Index (ISDI) was established in this study. ISDI improved the original model, adding remote sensed temperature information into the input factors. This index attempt to describe drought from a more comprehensive perspective, the integrated information including: traditional meteorological data, satellite-derived earth surface water and heat environments, vegetation conditions, and inherent properties of the earth's surface. The Cross-validation results indicated that ISDI construction models for three phases of growth season have very high regression accuracy. The practical application of ISDI in mid-eastern China during the reported dry year 2009 also demonstrated that it can provide accurate and detailed drought condition both at regional and local scale. This investigation showed that ISDI has good application potential for drought monitoring across China.
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A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection
Ron Kohavi · 1995 · 10.7K citations · Full text
Canopy temperature as a crop water stress indicator
Ray D. Jackson, Sherwood B. Idso, R. J. Reginato et al. · Water Resources Research · 1981 · 2K citations
Agriculture, Agronomy, Crop Sciences +17
Improved Use of Continuous Attributes in C4.5
J. R. Quinlan · Journal of Artificial Intelligence Research · 1996 · 1.8K citations · Full text