施孝謙

  San Diego, CA, USA

專長於地理資訊系統GIS、遙感探測Remote Sensing、時空分析。研究興趣是土地利用變遷、都市遙測及人口變遷。運用空間資料分析、數位影像處理及機器學習於研究項目。

研究論文

Shih, H., An, L., Weeks, J. R., & Stow, D. A. (in preparation). Addressing spatial autocorrelation in space-time analysis: A case study of Southeastern Ghananian women’s body mass index.

Shih, H., Weeks, J. R., Goulias, K.G., & Stow, D. A. (submitted). The relative timing of population growth and land use change – A case study of north Taiwan from 1990 to 2015. Annals of the American Association of Geographers.

Shih, H., Stow, D. A., Roberts, D. A., Weeks, J. R., & Goulias, K. G. (submitted). From land cover to land use – machine learning classification and feature selection on Landsat imagery. International Journal of Remote Sensing.

Shih, H., Stow, D. A., Tsai, Y. M., & Roberts, D. A. (2020). Estimating the starting time and identifying the type of urbanization based on dense time series of Landsat-derived Vegetation-Impervious-Soil (V-I-S) maps – A case study of north Taiwan from 1990 to 2015. International Journal of Applied Earth Observations and Geoinformation.

Shih, H. (2020). The relative timing of human migration and land cover and land use change — an evaluation of northern Taiwan from 1990 to 2015. (Doctoral dissertation, University of California, Santa Barbara – San Diego State University).

Shih, H., Stow, D. A., & Tsai, Y. H. (2019). Guidance on and comparison of machine learning classifiers for Landsat-based land cover and land use mapping. International journal of remote sensing, 40(4), 1248-1274.

Toure, S., Stow, D., Shih, H., Weeks, J., Lopez-Carr, D. (2018). Land cover and land use change analysis using multi-spatial resolution data and object-based image analysis. Remote Sensing of Environment, 210, 259-268.

Coulter, L. L., Stow, D. A., Tsai, Y. H., Ibanez, N., Shih, H., Kerr, A., ... & Mensah, F. (2016). Classification and assessment of land cover and land use change in southern Ghana using dense stacks of Landsat 7 ETM+ imagery. Remote Sensing of Environment, 184, 396-409.

Stow, D. A., Weeks, J. R., Shih, H., Coulter, L. L., Johnson, H., Tsai, Y. H., ... & Mensah, F. (2016). Inter-regional pattern of urbanization in southern Ghana in the first decade of the new millennium. Applied Geography, 71, 32-43.

Shih, H., Stow, D. A., Weeks, J. R., & Coulter, L. L. (2016). Determining the type and starting time of land cover and land use change in southern Ghana based on discrete analysis of dense Landsat image time series. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9(5), 2064-2073.

Toure, S., Stow, D., Shih, H., Coulter, L., Weeks, J., Engstrom, R., & Sandborn, A. (2016). An object-based temporal inversion approach to urban land use change analysis. Remote Sensing Letters, 7(5), 503-512.

Shih, H. (2015). Determining the type and starting time of land cover and land use change in Ghana based on discrete analysis of dense Landsat image time series (Master’s thesis, San Diego State University).

Stow, D. A., Shih, H., & Coulter, L. L. (2014). Discrete classification approach to land cover and land use change identification based on Landsat image time sequences. Remote sensing letters, 5(10), 922-931.

Chang, K., Tian, Y., & Shih, H. (2012). Using multi-temporal and PCA&NDVI to improve the accuracy and integrity of land cover classification, Journal of Geographical Research, (57), 49-60.