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New Mexico Tech
Qingzhong Liu

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Journal Papers

             Published and in press

  1. Q. Liu , J. Yang, Z. Chen, M. Yang, A. Sung, X. Huang, "Supervised-Learning based TagSNPs for Genome-wide Disease Classification", to appear in the special issue of BMC Genomics.
  2. Q. Liu , A. Sung, B. Ribeiro, M. Wei, Z. Chen, J. Xu (2008), "Image Complexity and Feature Mining for Steganalysis of Least Significant Bit Matching Steganography", Information Sciences 178(1): 21-36. doi: 10.1016/j.ins.2007.08.007.
  3. Q. Liu , A. Sung, Z. Chen, J. Xu (2008), "Feature Mining and Pattern Classification for Steganalysis of LSB Matching Steganography in Grayscale Images", Pattern Recognition 41 (1): 56-66. doi: 10.1016/j.patcog.2007.06.005.
  4. M. Wei, B. Bai, A. Sung, Q. Liu , J. Wang, M. Cather (2007), "Predicting Injection Profiles Using ANFIS", Information Sciences 177 (20): 4445-4461. doi:10.1016/j.ins.2007.03.021.
  5. J. Xu, A. Sung, S. Mukkamala, Q. Liu (2007), "Obfuscated Malicious Executable Scanner", Journal of Research and Practice in Information Technology, 39(3): 181-197 .
  6. J. Xu, A. Sung, Q. Liu (2007), "Behavior Mining for Fraud Detection", Journal of Research and Practice in Information Technology, 39(1): 3-18.
  7. Z. Chen, M. McGee, Q. Liu , and R.H. Scheuermann (2007), "A Distribution Free Summarization Method for Affymetrix GeneChip Arrays", Bioinformatics 2007 23(3):321-327; doi:10.1093/bioinformatics/btl609.
  8. S. Mukkamala, Q. Liu , R. Veeraghattam, A. Sung (2005), "Computational Intelligent Techniques for Tumor Classification (Using Microarray Gene Expression Data)". International Journal of Lateral Computing, 2(1): 38-45.

    Under review and in submitting

  9. Z. Chen, M. McGee, Q. Liu , M. Kong, and R.H. Scheuermann, "A Novel Method of Identifying Differentially Expressed Genes Based on Probe Level Data for GeneChip Arrays", (in submitting).
  10. Q. Liu , A. Sung, Z. Chen, "Gene Selection and Classification for Microarray Data based on Supervised Learning and Similarity Measures", (in review).
  11. Q. Liu and A. Sung, “Feature Mining and Classification Models for Steganalysis of Multi-class JPEG Images”, (in submitting).
Referred Conference Papers
  1. Q. Liu , A. Sung, B. Ribeiro, R. Ferriera (2008),“Steganalysis of Multi-class JPEG Images based on Expanded Markov Features and Polynomial Fitting”, 21st International Joint Conference on Neural Network (accepted).
  2. R. Ferriera, B. Ribeiro, C. Silva, Q. Liu and A. Sung (2008),“Building Resilient Classifiers for LSB Matching Steganography”, 21st International Joint Conference on Neural Network (accepted).
  3. Q. Liu and A. Sung (2008), "Detect Information-Hiding Type and Length in JPEG Images by Using Neuro-Fuzzy Inference Systems", 2008 International Congress on Image and Signal Processing (CISP2008) (in press)
  4. A. Sung and Q. Liu(2007), “Steganalysis and Bioinformatics Problems: Examples of Learning Machines and Feature Selection”, TISC 2007 Featured Plenary Keynote Lectures.
  5. Q. Liu and A. Sung (2007), "Feature Mining and Nuero-Fuzzy Inference System for Steganalysis of LSB Matching Steganography in Grayscale Images", Proc. of 20th International Joint Conference on Artificial Intelligence, pp. 2808-2813. (double-blind review, rank 1 conference in AI)
  6. Q. Liu and A. Sung (2006), "Recursive Feature Addition for Gene Selection", Proc. of 19th International Joint Conference on Neural Network. pp. 2339-2346. (Rank 2 conference in AI)
  7. Q. Liu , A. Sung, J. Xu, B. M. Ribeiro (2006), "Image Complexity and Feature Extraction for Steganalysis of LSB Matching Steganography", 18th International Conference on Pattern Recognition, ICPR (2): 267-270. (double-blind review, rank 2 conference in AI)
  8. J. Xu, A. Sung, Q. Liu (2006), "Tree Based Behavior Monitoring for Adaptive Fraud Detection", 18th International Conference on Pattern Recognition, ICPR (1): 1208-1211. (double-blind review, rank 2 conference in AI)
  9. Q. Liu , A. Sung, J. Xu, V.Venkataramana (2006), "Detect JPEG Steganography Using Polynomial Fitting". Proc. of 16th Artificial Neural Networks in Engineering, ASME Press, 2006, pp. 547-556. (Rank 3 conference in AI)
  10. Q. Liu , A. Sung, J. Xu, J. Liu, Z. Chen, (2006), "Microarray Gene Expression Classification based on Supervised Learning and Similarity Measures", 2006 IEEE International Conference on Systems, Man, and Cybernetics. (Rank 3 conference in AI)
  11. S. Mukkamala, Q. Liu , R. Veeraghattam, A. Sung (2006), "Feature Selection and Ranking of Key Genes for Tumor Classification (Using Microarray Gene Expression Data)". Proc. of the 8th International Conference on Artificial Intelligence and Soft Computing ICAISC 2006: 951-961. (Rank 3 conference in AI)
  12. Q. Liu , A. Sung and B. Ribeiro (2006), "Comparison of Gene Selection and Machine Learning for Tumor Classification", Proc. 2nd International Workshop on Biosignal Processing and Classification, BPC 2006. pp. 13-22.
  13. Q. Liu , A. Sung, J. Xu (2005), "Detection of Hidden Data in Digital Media", Proc. of 2nd International Conference on Intelligent Knowledge Systems, pp. 107-111.
  14. J. Xu, A. Sung, Q. Liu (2005), "Unsupervised Non-Stationary Anomaly Detection and Fraud Detection System". Proc. of 2nd International Conference on Intelligent Knowledge Systems, pp. 159-163.
  15. J. Xu, A. Sung, Q. Liu (2005), "Online Fraud Detection System Based on Non-Stationery Anomaly Detection". Security and Management 2005: 364-370. (Acceptance ratio: ~30%)
  16. Q. Liu , A. Sung, J. Xu, S. Mukkammula (2005), "Learning Machines for Tumor Classification using Microarray Gene Expression Data". Proc. of 3rd International conference on Computational Intelligence, Robotics and Autonomous Systems (CIRAS 2005).
  17. Q. Liu , A. Sung, B. M. Ribeiro (2005), "Statistical Correlations and Machine Learning for Steganalysis", 7th International Conference on Artificial Neural Net works and Genetic Algorithms 2005. Adaptive and Natural Computing Algorithms, Springer-Wien-NewYork, pp. 437-440.
  18. Q. Liu , A. Sung, J. Xu (2004), "Steganalysis of SES", Pre-Proceedings of 7th International Conference on Information Security and Cryptology, pp.39-56, Springer-Verlag. (Acceptance ratio: ~17.5%)
  19. J. Xu, A. Sung, Q. Liu (2004), "Detecting Hidden Information in the Wavelet Domain", Proc. of 2004 International Conference on Imaging Science, Systems, and Technology, pp. 571-577.
  20. J. Xu, A. Sung, P. Shi, Q. Liu (2004), "JPEG Compression Immune Steganography Using Wavelet Transform",Proc. of 2004 International Conference on Information Technology, Information Assurance and Security. ITCC (2) 2004, pp.704-708.
  21. T. Xie, A. Sung, S. Mukkamala, Q. Liu (2004), "Reactive Tamper Detection for Image Authentication", 4th International conference on Intelligent Systems Design and Application (ISDA 2004), Budapest, Hungary.
  22. J. Xu, A. Sung, P. Shi, Q. Liu (2003), "Text Steganography Based on Wavelet Transform", Hawaii, 7th IASTED International Conference on Internet and Multimedia Systems and Applications 2003.

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