IEEE Transaction on Geoscience and Remote Sensing Letters

  1. C.-I Chang and A. Plaza, "A Fast Iterative Algorithm for Implementation of Pixel Purity Index," IEEE Trans. on Geoscience and Remote Sensing Letters, vol. 3, no. 1, pp. 63-67, January 2006.
  2. A. Plaza, D. Valencia, C.-I Chang and J. Plaza, "Parallel implementation of endmember extraction algorithms from hyperspectral data," IEEE Trans. on Geoscience and Remote Sensing Letters, vol.3, no. 3, pp.334-338, July 2006.
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IEEE Transaction on Geoscinece and Remote Sensing

  1. S. Wang and C.-I Chang, "Variable-Number Variable-Band Selection for Feature Characterization in Hyperspectral Signatures," IEEE Trans. on Geoscience and Remote Sensing, vol. 45, no. 9, pp. 2979-2992, September 2007.
  2. A. Plaza and C.-I Chang, "Impact of Initialization on Design of Endmember Extraction Algorithms," IEEE Trans. on Geoscience and Remote Sensing, vol. 44, no. 11, pp. 3397-3407, November 2006.
  3. C.-I Chang, C.-C Wu, W.-M Liu, Y.-C Ouyang "A New Growing Method for Simplex-Based Endmember Extraction Algorithm," IEEE Trans. on Geoscience and Remote Sensing, vol. 44, no. 10, pp. 2804-2819, October 2006.
  4. C.-I Chang and B. Ji, "Weighted Abundance-Constrained Linear Spectral Mixture Analysis," IEEE Trans. on Geoscience and Remote Sensing, vol. 44, no. 2, pp. 378-388, February, 2006.
  5. C. Kwan, B. Ayhan, G. Chen, J. Wang, B. Ji and C.-I Chang, "A novel approach for spectral unmixing, classification, and concentration estimation of chemical and biological Agents," IEEE Trans. on Geoscience and Remote Sensing, vol. 44, no. 2, pp. 409-419, February, 2006.
  6. C.-I Chang and B. Ji, "Fisher's linear spectral mixture analysis," IEEE Trans. on Geoscience and Remote Sensing, vol. 44, no. 8, pp. 2292-2304, Aug, 2006.
  7. J. Wang and C.-I Chang, "Independent component analysis-based dimensionality reduction with applications in hyperspectral image analysis," IEEE Trans. on Geoscience and Remote Sensing, vol. 44, no. 6, pp. 1586-1600, June, 2006.
  8. C.-I Chang and S. Wang, "Constarined band selection for hyperspectral imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 44, no. 6, pp. 1575-1585, June, 2006.
  9. J. Wang and C.-I Chang, "Applications of independent component analysis (ICA) in endmember extraction and abundance quantification for hyperspectral imagery," Proc. SPIE, vol, 6233, May. 2006.
  10. C.-I Chang, "Orthogonal subspace projection revisited: a comprehensive study and analysis," IEEE Trans. on Geoscience and Remote Sensing, vol. 43, no. 3, pp. 502-518, March 2005.
  11. C.-I Chang, H. Ren, C.-C. Chang, J.O. Jensen and F. D¡ŠAmico, "Estimation of subpixel target size for remotely sensed imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 42, no. 6, pp. 1309-1320, June 2004.
  12. C.-I Chang and Q. Du, "Estimation of number of spectrally distinct signal sources in hyperspectral imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 42, no. 3, pp. 608-619, March 2004.
  13. Q. Du and C.-I Chang, "Linear mixture analysis-based compression for hyperspectral image analysis,"IEEE Trans. on Geoscience and Remote Sensing, vol. 42, no. 4, pp. 875-891, April 2004.
  14. Q. Du and C.-I Chang, "A signal-decomposed and interference-annihilated approach to hyperspectral target detection," IEEE Trans. on Geoscience and Remote Sensing vol. 42, no. 4, pp. 892-906, April 2004.
  15. Q. Du, H. Ren and C.-I Chang, "A comparative study for orthogonal subspace projection and constrained energy minimization" IEEE Trans. on Geoscience and Remote Sensing, vol. 41, no. 6, pp. 1525-1529, June 2003.
  16. C.-I Chang, S.S. Chiang, J.A. Smith and I.W. Ginsberg , "Linear spectral random mixture analysis for hyperspectral imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 40, no. 2, pp. 375-392, February 2002.
  17. C.-I Chang, "Target signature-constrained mixed pixel classification for hyperspectral imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 40, no. 5, pp. 1065-1081, May 2002.
  18. C.-I Chang and S.-S. Chiang, "Anomaly detection and classification for hyperspectral imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 40, no. 6, pp. 1314-1325, June 2002.
  19. D. Heinz and C.-I Chang, "Fully constrained least squares linear mixture analysis for material quantification in hyperspectral imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 39, no. 3, pp. 529-545, March 2001.
  20. C.-I Chang, H. Ren and S.S. Chiang, "Real-time processing algorithms for target detection and classification in hyperspectral imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 39, no. 4, pp. 760-768, April 2001.
  21. S.S. Chiang, C.-I Chang and I.W. Ginsberg, "Unsupervised subpixel target detection for hyperspectral images using projection pursuit," IEEE Trans. on Geoscience and Remote Sensing, vol. 39, no. 7, pp. 1380-1391, July 2001.
  22. K. Guilfoyle, M.L.G. Althouse and C.-I Chang, "A quantitative and comparative analysis of linear and nonlinear spectral mixture models using radial basis function neural networks," IEEE Trans. on Geoscience and Remote Sensing, vol. 39, no. 10, pp. 2314-2318, October 2001.
  23. C.-I Chang and H. Ren, "An experiment-based quantitative and comparative analysis of hyperspectral target detection and image classification algorithms for hyperspectral imagery," IEEE Trans on Geoscience and Remote Sensing, vol. 38, no. 2, pp. 1044-1063, March 2000.
  24. C.-I Chang and D. Heinz, "Constrained subpixel detection for remotely sensed imagery," IEEE Trans. on Geoscience and Remote Sensing, vol. 38, no. 3, pp. 1144-1159, May 2000.
  25. H. Ren and C.-I Chang, "A generalized orthogonal subspace projection approach to unsupervised multispectral image classification," IEEE Trans. on Geoscience and Remote Sensing, vol. 38, no. 6, pp. 2515-2528, November 2000.
  26. A. Ifarraguerri and C.-I Chang, "Unsupervised hyperspectral image analysis with projection pursuit," IEEE Trans. on Geoscience and Remote Sensing, vol. 38, no. 6, pp. 2529-2538, November 2000.
  27. C.-I Chang and C. Brumbley, "A kalman filtering approach to multispectral image classification and detection of changes in signature abundance," IEEE Trans. on Geoscience and Remote Sensing, vol. 37, no. 1, pp. 257-268, January 1999.
  28. A. Ifarraguerri and C.-I Chang, "Multispectral and hyperspectral image analysis with convex cones," IEEE Trans. on Geoscience and Remote Sensing, vol. 37, no 2, pp. 756-770, March 1999.
  29. C.-I Chang and Q. Du, "Interference and noise adjusted principal components analysis," IEEE Trans. on Geoscience and Remote Sensing, vol. 37, no. 5, pp. 2387-2396, September 1999.
  30. C.-I Chang, Q. Du, T.S. Sun and M.L.G. Althouse, "A joint band prioritization and band decorrelation approach to band selection for hyperspectral image classification," IEEE Trans. on Geoscience and Remote Sensing, vol. 37, no. 6, pp. 2631-2641, November 1999.
  31. T.M. Tu, C.-H. Chen and C.-I Chang, "A noise subspace projection approach to target signature detection and extraction in an unknown background for hyperspectral images," IEEE Trans. on Geoscience and Remote Sensing, vol. 36, no. 1, pp. 171-181, January 1998.
  32. T.M. Tu, C.-H. Chen, J-L. Wu and C.-I Chang, "A fast two-stage classification method for high dimensional remote sensing data," IEEE Trans. on Geoscience and Remote Sensing, vol. 36, no. 1, pp. 182-191, January 1998.
  33. C.-I Chang, "Further results on relationship between spectral unmixing and subspace projection," IEEE Trans. on Geoscience and Remote Sensing, vol. 36, no. 3, pp. 1030-1032, May 1998.
  34. C.-I Chang, X. Zhao, M.L.G. Althouse and J.-J. Pan, "Least squares subspace projection approach to mixed pixel classification for hyperspectral images," IEEE Trans on Geoscience and Remote Sensing, vol. 36, no. 3, pp. 898-912, May 1998.
  35. T.M. Tu, C.-H. Chen and C.-I Chang, "A posteriori least squares orthogonal subspace projection approach to desired signature extraction and detection," IEEE Trans. on Geoscience and Remote Sensing, vol. 35, no. 1, pp. 127-139, January 1997.
  36. J.C. Harsanyi and C.-I Chang, "Hyperspectral image classification and dimensionality reduction: an orthogonal subspace projection approach," IEEE Trans. on Geoscience and Remote Sensing, vol. 32, no. 4, pp. 779-785, July, 1994.
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IEEE Transaction on Information Theory

  1. C.-I Chang, "An information-theoretic approach to spectral variability, similarity and discrimination for hyperspectral image analysis," IEEE Trans. on Information Theory, vol. 46, no. 5, pp. 1927-1932, August 2000.
  2. L.B. Wolfe and C.-I Chang, "A complete sufficient statistic for finite-state Markov processes with applications to source coding," IEEE Trans. on Inform. Theory, vol. 39, no. 3, pp. 1047-1049, May 1993.
  3. C.-I Chang and L.B. Wolfe, "Source matching problems revisited," IEEE Trans. on Inform. Theory, vol. 38, no. 4, pp. 1391-1395, July 1992.
  4. C.-I Chang and L.D. Davisson, "Two iterative algorithms for finding minimax solutions," IEEE Trans. on Inform. Theory, vol. IT-36, no. 1, pp. 126-140, Jan. 1990.
  5. C.-I Chang and L.D. Davisson, "On calculating the capacity of an infinite-input finite (infinite)-output channel," IEEE Trans. on Inform. Theory, Vol. IT-34, No. 5, pp. 1004-1010, Sep. 1988.
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IEEE Transaction on Aerospace and Electronic Systems

  1. H. Ren, Q. Du, J. Wang, C.-I Chang and J. Jensen, "Automatic traget recognition hyperspectral imagery using high order statistics," IEEE Trans. on Aerospace and Electronic Systems, vol 42, no. 4, pp. 1372-1385, October 2006.
  2. H. Ren and C.-I Chang, "Automatic spectral target recognition in hyperspectral imagery," IEEE Trans. on Aerospace and Electronic Systems, vol. 39, no. 4, pp. 1232-1249, October 2003.
  3. C.-I Chang and C. Brumbley, "Kalman filtering approach to multispectral/hyperspectral image classification," IEEE Trans. Aerospace and Electronics Systems, vol. 35, no 1, pp. 319-330, January 1999
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IEEE Transaction on Biomedical Engineering

  1. E-L. Chen, P.-C. Chung, C.-L Chen, H.-M. Tsai and C.-I Chang, "An automatic diagnostic system for CT liver image classification," IEEE Trans. Biomedical Engineering, vol. 45, no. 6, pp. 783-794, June 1998
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IEEE Transaction on Medical Imaging

  1. C.M. Wang, C.C. Chen, Y.-N. Chung, S.-C. Yang, P.C. Chung, C.W. Yang and C.-I Chang, "Detection of spectral signatures in multispectral MR images for classification," IEEE Trans. on Medical Imaging, vol. TMI-22, no. 1, pp. 50-61, Jan. 2003.
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IEEE Transaction on System, Man, Cybernetics-Part B: Cybernetics

  1. J.-R. Tsai. P.C. Chung and C.-I Chang, "Robust radial basis function neural networks," IEEE Trans. System, Man, Cybernetics-Part B: Cybernetics, vol. 29, no. 6, pp. 674-685, December 1999.
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Optical Engineering

  1. C.-I Chang, J. Wang, C.-C. Chang and C. Lin, "Progressive coding for hyperspectral signature characterization," Optical Engineering, vol. 45, no. 9, 097002, September 2006.
  2. C.-I Chang and Y. Chen, "Gradient texture unit coding for texture analysis," Optical Engineering, vol. 43, no. 8, pp. 1891-1903, August 2004.
  3. Y. Du, C.-I Chang, H. Ren, C.-C. Chang, J.O. Jensen and F.M. D'Amico, "New hyperspectral discrimination measure for spectral characterization," Optical Engineering, vol. 43, no. 8, pp. 1777-1786, August 2004.
  4. Y. Du, C.-I Chang and P. Thouin, "Unsupervised approach to color video thresholding," Optical Engineering, vol. 43, no. 2, pp. 282-289, February 2004.
  5. C.M. Wang, C.C. Chen, S.-C. Yang, Y.-N. Chung, P.C. Chung, C.W. Yang and C.-I Chang, "Unsupervised orthogonal subspace projection approach to magnetic resonance image classification," Optical Engineering, vol. 41, no. 7, pp. 1546-1557, July 2002.
  6. Q. Du and C.-I Chang, "Hidden Markov model approach to spectral analysis for hyperspectral imagery," Optical Engineering, vol. 40, no. 10, pp. 2277-2284, October 2001.
  7. H. Ren and C.-I Chang, "Target-constrained interference-minimized approach to subpixel target detection for hyperspectral images," Optical Engineering, vol. 39, no. 12, pp. 3138-3145, December 2000.
  8. C.-I Chang, J.-M. Liu, B.-C. Chieu, C.-M. Wang, C. S. Lo, P.-C. Chung, H. Ren, C.-W. Yang, D.-J. Ma, "Generalized constrained energy minimization approach to subpixel target detection for multispectral imagery," Optical Engineering, vol. 39, no. 5, pp. 1275-1281, May 2000
  9. C.-W. Yang, D.-J. Ma, S.-C. Chao, C.-M. Wang, C.H. Wen, S.C. Lo, P.-C. Chung and C.-I Chang, "Computer-aided diagnostic detection system of venous beading in retinal images," Optical Engineering, vol. 39, no. 5, pp. 1293-1303, May 2000
  10. C.-I Chang, T.-L.E. Sun and M.L.G. Althouse, "Unsupervised interference rejection approach to target detection and classification for hyperspectral imagery," Optical Engineering, vol. 37, no. 3, pp. 735-743, March 1998
  11. C.-W. Yang, P.-C. Chung and C.-I Chang, "Hierarchical fast two-dimensional entropic thresholding algorithm using a histogram pyramid," Optical Engineering, vol. 35, no. 11, pp. 3227-3241, November 1996.
  12. M.L.G. Althouse and C.-I Chang, "Target detection in multispectral images using the spectral co-occurrence matrix and entropy thresholding," Optical Engineering, vol. 34, pp. 2135-2148, July 1995.
  13. M.L.G. Althouse and C.-I Chang, "Chemical vapor detection with a multispectral thermal imager," Optical Engineering, vol. 30, no. 11, pp. 1725-1733, July 1991. (invited paper)
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Pattern Recognition

  1. Q. Du and C.-I Chang, "A linear constrained distance-based discriminant analysis for hyperspectral image classification," Pattern Recognition, vol. 34, no. 2, pp. 361-373, February 2001.
  2. T.M. Tu, H.C. Shy, C.-H. Lee and C.-I Chang, "An oblique subspace projection approach for mixed pixel classification in hyperspectral images," Pattern Recognition, vol. 32, no. 8, pp. 1399-1408, August, 1999.
  3. C. Brumbley and C.-I Chang, "An unsupervised vector quantization-based target subspace projection approach to mixed pixel detection and classification in unknown background for remotely sensed imagery," Pattern Recognition, vol. 32, no. 7, pp. 1161-1174, July 1999.
  4. C.-I Chang, K. Chen, J. Wang and M.L.G. Althouse, "A relative entropy-based approach to image thresholding," Pattern Recognition, vol. 27, no. 9, pp. 1275-1289, Sep. 1994.
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Other Journals

  1. C.-I Chang and M.K. Hsueh,"Characterization of anomaly detection in hyperspectral imagery," Sensor Review, Vol. 26, no.2, pp. 137-146, 2006.
  2. C.-I Chang, Y. Du, J. Wang, S.-M Guo and P. Thouin "Survey and comparative analysis of entropy and relative entropy thresholding techniques," IEE Proceedings, Vision, Image and Signal Processing, vol. 153, no. 6. pp. 837-850, Dec. 2006.
  3. S.-C. Yang, H.-He Hsu, G.-C. Hsu, P. C. Chung, C. M. Wang, S.M. Guo, C.-S. Lo, C.-W. Yang, S.-K. Lee, C.-I Chang, "3-D localization of clustered microcalcifications using cranio-caudal and medio-lateral oblique views," Computerized Medical Imaging and Graphics, vol. 29, pp. 521-532, 2005.
  4. Y. Du, C.-I Chang and P. Thouin,"Automated system for text detection in individual video images",J. Electronic Imaging, vol. 12, no. 3, pp. 410-422, July 2003
  5. S.M. Guo, P.S. Liao, Y.C. Liao, S.C. Yang, P.C. Chung and C.-I Chang, "Mass detection in mammography using texture analysis," Chinese Journal of Radiology, vol. 28, no. 3, pp. 149-157, June 2003.
  6. S.K. Lee, P.-C. Chung, C.-I Chang, C.-S. Lo, T. Lee, G.-C. Hsu and C.-W. Yang,"Classification of clustered microcalcifications using a shape cognitron neural network", Neural Networks vol. 16, pp. 121-132, 2003
  7. S.-C. Yang, S.-K. Lee, P.C. Chung, C.W. Yang,, T. Lee, G.-C. Hsu, C.-W. Yang C.-I Chang and C.-S. Luo, "A computer-aided diagnostic system for detection and segmentation of clustered microcalcifications in digital mammograms," Chinese Journal of Radiology, vol. 27, no. 3, pp. 89-101, June 2002. (in Chinese)
  8. C.-M. Wang, S-C. Yang, P.-C. Chung, C.S. Lo, C.-I Chang, C.C. Chen, C.-W. Yang and C.H. Wen, "Orthogonal subspace projection-based approaches to classification of MR image sequences," Computerized Medical Imaging and Graphics, vol. 25, no. 6, pp. 465-476, October 2001.
  9. P. Thouin and C.-I Chang, "A computer-automated system for restoration of documents and text images," Journal of Electronic Imaging, vol. 10, no. 2, pp. 535-547, April 2001.
  10. S.-K. Lee, S.-C. Yang, P.C. Chung, C.-S. Lo, C.-W. Yang and C.-I Chang, "Three dimensional localization of microcalcification on X-ray mammograms," Chinese Journal of Radiology, vol. 26, no. 3, pp. 107-118, 2001. (in Chinese)
  11. C.-I Chang, Editorial for Special Issue on Telemedicine and Applications, Journal of High Speed Networks, vol. 9, no. 1, pp. 1-2, 2000.
  12. J. Zhang, C.-I Chang, S.J. Miller, K.A. Kang, "A feasibility study on multi-spectral image analysis of skin tumors," Biomedical Instrumentation and Technology, vol. 34, no. 4, pp. 275-282, July/August 2000
  13. Thouin and C.-I Chang, "A method for restoration of low-resolution text images," International Journal on Document Analysis and Recognition, Vol. 2, No. 4, pp. 200-210, June 2000.
  14. S.-K. Lee, C.-S. Lo, C.-M. Wang, P.-C. Chung, C.-I Chang, C.-W. Yang and P.-C. Hsu, "A computer-aided design mammography screening system for detection and classification of microcalcifications,"J. Medical Informatics, vol. 60, no. 1, pp. 29-57, Oct. 2000
  15. C.-S. Lo, P.-C. Chung, S.-K. Lee, C.-I Chang, T. Lee, G.C. Hsu and C.W. Yang, "Off-line mammography screening system embedded with hierarchically-coarse-to-fine techniques for the detection and segmentation of clustered Microcalcifications," Institute of Electronics, Information, Communication Engineers (IEICE) Transaction on Information and System, vol. E83-D, pp. 2161-2173, no. 12, December 2000
  16. P. Thouin and C.-I Chang, "New technique restores text from 8x8 block DCT-compressed gray-scale images," Special Section on J. Electronic Imaging, OE Report, no. 179, p. 11, November 1998.
  17. C.-W. Yang, P.-C. Chung and C.-I Chang, "An image capture and communication system for emergency computed tomography," Computer Methods and Programs in Biomedicine, vol. 52, pp. 139-145, 1997
  18. C.-W. Yang, P.-C. Chung, C.-I Chang, S.-K. Lee and L.-Y. Kung, "A hierarchical model for PACS," Computerized Methods in Medical Images and Graphics, vol. 21, no. 1, pp. 29-37, 1997
  19. L.B. Wolfe and C.-I Chang, "A simple method for calculating the rate distortion function of a source with an unknown parameter," Signal Processing, vol. 33, pp. 209-221, 1993
  20. J.J. Pan and C.-I Chang, "Destriping of LANDSAT MSS Images by Filtering Techniques," Photogrammetric Engineering and Remote Sensing, vol. 58, no. 10, pp. 1417-1723, October 1992.
  21. C.-I Chang, "A minimax approach to calculating the capacity of discrete channels," Soochow Journal of Mathematics, vol. 16, no. 2, pp. 221-230, Sep. 1990.
  22. C.-I Chang, S.C. Fan and L.D. Davisson, "On numerical methods of calculating the capacity of a continuous-input discrete-output memoryless channel," Information and Computation, vol. 86, no. 1, pp. 1-13, May 1990.
  23. H.V. Poor and C.-I Chang, "A reduced complexity quadratic structure for the detection of stochastic signals," J. Acoust. Soc. Am., Vol. 78, no. 5, pp. 1652-1657, Nov. 1985.
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