Technical Reports/References for 1998

1. Abbott, M.R., O.B. Brown, D.J. Jacob, C.J. Johannsen, C.O. Justice, V.V. Klemas, M.P. McCormick, B.D. Marcus, A.M. Mika, R.K. Moore, D.L. Peck, W. Scott, G.L. Stephens, K.D. Sullivan, F.T. Ulaby, S.L. Ustin, T.T. Wilheit, and E.F. Zalewski, "The Role of Small Satellites in NASA and NOAA Earth Observation Programs," Committee on Earth Studies, Space Applications Board, National Research Council, 114 pp., February, 1998.

    

2. Jimenez, Luis, and David Landgrebe, "Supervised Classification in High Dimensional Space: Geometrical, Statistical, and Asymptotical Properties of Multivariate Data," IEEE Transactions on System, Man, and Cybernetics, Volume 28 Part C Number 1, pp. 39-54, Feb. 1998. This paper derives some of the unique characteristics of high dimensional spaces as compared to conventional feature spaces and gives an approach for taking advantage of these characteristics in the analysis process. It then lays the groundwork for the Projection Pursuit option in the Feature Extraction Processor implemented in MultiSpec.

    

3. Johannsen, C.J., P.G. Carter and P. Willis, "Remote Sensing of Wheat in the Great Plains." Intensive Wheat Management Conference Proceedings, pp 25-29, Potash & Phosphate Institute, March, 1998.

    

4. Johannsen, C.J. "Technology to Maximize Agricultural Production," Poverty Related Core Data Needs for the Asia-Pacific Region, USRA Conference Proceedings, p 22 and 171-175., Kuala Lumpur, Malaysia, May, 1998.

    

5. Johannsen, C.J. and P.G. Carter, "Future Satellite Systems: A Status Check," Poverty Related Core Data Needs for the Asia-Pacific Region, USRA Conference Proceedings, p 28-29 and 148-151, Kuala Lumpur, Malaysia, May, 1998.

    

6. Pi-Fuei Hsieh and David Landgrebe, "Classification Of High Dimensional Data," PhD Thesis and School of Electrical & Computer Engineering Technical Report TR-ECE 98-4, May 1998 (121 pages).

    

7. Baumgardner, M.F., C.J. Johannsen, B. Worstell, I. Bayramin and E. Dobos, "Critical Need: A 1:1 M World Soils and Terrain Digital Database for the 21st Century," First International Conference on Geospatial Information for Agriculture and Forestry, Vol. I: 538-543, Lake Buena Vista, FL, June, 1998.

    

8. Cook, P. W., G.A. Hanuschak and C.J. Johannsen, "A Spatial Statistics Analysis of Yield Plot Data and Soils Information with Associated High Resolution Remote Sensing Data,", First International Conference on Geospatial Information for Agriculture and Forestry, Vol. I: 243-244, Lake Buena Vista, FL, June, 1998.

    

9. Johannsen, C.J., M.F. Baumgardner, P.R. Willis and P.G. Carter. "Advances in Remote Sensing Technologies and their Potential Impact on Agriculture," First International Conference on Geospatial Information for Agriculture and Forestry, Paper 2-1, Proceeding Vol. I: 6-11, June, 1998.

    

10. Saldju Tadjudin and David Landgrebe, "Classification of High Dimensional Data with Limited Training Samples," PhD Thesis andSchool of Electrical & Computer Engineering Technical Report TR-ECE 98-8, May 1998 (123 pages).

     

11. Willis, P.R., P.G. Carter and C.J. Johannsen, "Assessing Yield Parameters by Remote Sensing Techniques," MN Precision Ag Conference Proceedings, University of Minnesota, July, 1998.

     

12. Saldju Tadjudin and David A. Landgrebe, "Robust Parameter Estimation For Mixture Model," IEEE International Geoscience and Remote Sensing Symposium, Seattle, WA July 6-10, 1998.

     

13. Saldju Tadjudin and David A. Landgrebe, "Covariance Estimation For Limited Training Samples," IEEE International Geoscience and Remote Sensing Symposium, Seattle, WA July 6-10, 1998.

     

14. Pi-Fuei Hsieh and David Landgrebe, "Linear Feature Extraction for Multiclass Problems," IEEE International Geoscience and Remote Sensing Symposium, Seattle, WA July 6-10, 1998.

     

15. Pi-Fuei Hsieh and David Landgrebe, "Lowpass Filter For Increasing Class Separability," IEEE International Geoscience and Remote Sensing Symposium, Seattle, WA July 6-10, 1998.

     

16. Pi-Fuei Hsieh and David Landgrebe, "Statistics Enhancement In Hyperspectral Data Analysis Using Spectral-Spatial Labeling, The EM Algorithm, And The Leave-One-Out Covariance Estimator," SPIE International Symposium on Optical Science, Engineering, and Instrumentation, San Diego, CA, July 19-24, 1998.

     

17. Byeungwoo Jeon and David Landgrebe, "Partially Supervised Classification Using Weighted Unsupervised Clustering," IEEE Transactions on Geoscience and Remote Sensing, To Appear.

     

18. Johannsen, C.J., P.G. Carter, P.R. Willis, E. Owubah, B. Erickson, K. Ross, N. Targulian, 1998. “Applying Remote Sensing Technology to Precision Farming,” Fourth International Conference on Precision Agriculture, p 1413-1422, ASA-CSSA-SSSA.

     

19. Abbott, M.R. O.B. Brown. E. Hansen, D.J. Jacob, C.J. Johannsen, V.V. Klemas, M.P. McCormick, P.E. Mack, B.D. Marcus, A.M. Mika, R.K. Moore, P.M.P. Norris, K.D. Sullivan, I.M. Whillans, T.T. Wilheit, D.T. Sandwell. 1998. “Development and Application of Small Spaceborne Synthetic Aperture Radars,” Committee on Earth Studies, Space Applications Board, National Research Council, 122 pp.

     

20. Johannsen, C.J. 1998. “Tractors, Planes, and Satellites: Their Future in Precision Farming,” Illinois Agricultural Pesticide Conference Proceedings pp 151-154.

     

21. Johannsen, C.J. and P.G. Carter, 1998. “Remote Sensing: Applications and Expectations,” Illinois Crop Protection Workshop, University of Illinois, Urbana-Champaign, IL 5 pp.