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copyright owned by corresponding publishers, such as the IEEE and ACM.
Multimedia Forensics
Book chapter
1.
Q. Liu , A. Sung, M. Qiao, B. Ribeiro and Z. Chen (2011), Feature
Mining and Pattern Recognition in Multimedia Forensics, in the book
Pattern Recognition, Machine Intelligence and Biometrics, edited
by PSP Wang, in memory and honor of late Professor King-Sun Fu*, High
Education Press and Springer, pages 561-604. ISBN 978-3-642-22406-5. (*
Professor Fu was elected to the National Academy of Engineering in
1976)
Journal Papers
2.
Q. Liu, Calibrated neighboring joint density-based
approach to steganalysis of JPEG images", under review.
3.
M. Qiao, A. sung and Q. Liu, MP3 audio
steganalysis", Information Sciences, to appear ( IF: 2.833).
4.
Q. Liu , A. Sung, and M. Qiao (2011), Neighboring joint
density-based JPEG Steganalysis, ACM Transactions on
Intelligent Systems and Technology, 2(2), article 16:1-16. [PDF]
(cited by 8)
5.
Q. Liu , A. Sung, and M. Qiao (2011), Derivative-based
Audio Steganalysis, ACM Transactions on Multimedia Computing,
Communications and Applications. 7(3), article 18:1-19.
[PDF] (cited by 7, IF: 1.4)
6.
Y. Su, J. Xu, B. Dong, J. Zhang, and Q. Liu (2010),
A Novel Source MPEG-2 Video Identification Algorithm, International
Journal of Pattern Recognition and Artificial Intelligence. 24(8):
1311-1328. [PDF]
( IF: 0.685)
7.
Y. Su, J. Zhang, Y. Han, J. Chen, and Q. Liu (2010),
Exposing Digital Video Logo-Removal Forgery by Inconsistency of
Blur, International Journal of Pattern Recognition and
Artificial Intelligence. 24(7):1027-1046( IF: 0.685).
8.
Q. Liu , A. Sung and M. Qiao (2010), Detection of Double
MP3 Compression, Cognitive Computation. 2(4): 291-296.
(cited by 1)
9.
Q. Liu , A. Sung, M. Qiao, Z. Chen and B. Ribeiro (2010), An
Improved Approach to Steganalysis of JPEG Images, Information
Sciences, 180(9):1643-1655. [PDF]
(cited by 19, IF: 2.833)
10.
Q. Liu , A. Sung and M. Qiao (2009), Temporal Derivative
Based Spectrum and Mel-Cepstrum Audio Steganalysis, IEEE
Transactions on Information Forensics and Security, 4(3): 359-368. [PDF]
(cited by 22, IF: 1.725)
11.
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. [PDF]
(cited by 59, IF: 2.607), one
of of the most cited pattern recognition articles published since 2007,
accessed on February 13, 2012.
12.
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. [PDF]
(cited by 43, IF: 2.833)
Peer-Review Conference Papers:
13.
Q. Liu (2011), Steganalysis of DCT-embedding based adaptive
steganography and YASS, in Proc. ACM Workshop on Multimedia
& Security, pp. 77-86. Buffalo, NY, September 29-30, 2011 [PDF]
14.
Q. Liu (2011), Detection of misaligned cropping and
recompression with the same quantization matrix and relevant forgery,
in Proc. 3rd ACM Multimedia Workshop on Multimedia Forensics and
Intelligence, pp. 25-30. Scottsdale, Arizona, USA, November 29,
2011
15.
Q. Liu, A. H. Sung, M. Qiao (2011), "A Method to Detect
JPEG-Based Double Compression". ISNN (2) 2011:
466-476.(cited by 1 )
16.
M. Qiao, A. Sung, and Q. Liu (2010), Revealing
Real Quality of Double Compressed MP3 Audio, ACM Multimedia
(ACM-MM) 2010, pp. 1011-1014 (short paper, a top conferencen in multimedia, cited by 2 ).
17.
Q. Liu , A. Sung, and M. Qiao (2009) Improved Detection and
Evaluation for JPEG Steganalysis, ACM Multimedia (ACM-MM)
2009 system track, pp. 873- 876 (short paper, cited by 15, a top conference in multimedia).
18.
Q. Liu , A. Sung, and M. Qiao (2009), Novel Stream Mining
for Audio Steganalysis, ACM Multimedia (ACM-MM) 2009
content track, pp. 95-104(long paper, cited by 15, a top conference in multimedia).
19.
Q. Liu and A. Sung (2009), A New Approach for JPEG Resize
and Image Splicing Detection, ACM Multimedia (ACM-MM) workshop
Multimedia in Forensics 2009 , pp. 43-47(cited by 6).
20.
M. Qiao, A. Sung, and Q. Liu (2009), Steganalysis
of MP3stego, Proc. 22nd International Joint Conference on
Neural Network (IJCNN), pp. 2566-2571. (cited by 6).
21.
Q. Liu , A. Sung, and M. Qiao (2009), Spectrum Steganalysis
of WAV Audio Streams. International Conference on Machine
Learning and Data Mining 2009, LNAI vol. 5632, pp 582-593.(cited by 2).
22.
Q. Liu , A. Sung, M. Qiao, and B Ribeiro (2009), Merging
Expanded Markov Process and Joint Distribution Features for JPEG
Steganalysis, Proc. International Conference on Agents and
Artificial Intelligence 2009, pp. 226-231.(cited by 3).
23.
Q. Liu , A. Sung, and M. Qiao (2008), Detecting
Information-Hiding in WAV Audios. Proc. 19th International
Conference on Pattern Recognition (ICPR), pp.1-4 (cited by 11).
24.
Q. Liu , A. Sung, B. Ribeiro, R. Ferriera (2008),Steganalysis
of Multi-class JPEG Images based on Expanded Markov Features and
Polynomial Fitting, Proc. 21st International Joint Conference
on Neural Network (IJCNN), pp. 3351-3356. (cited by 14 ).
25.
R. Ferriera, B. Ribeiro, C. Silva, Q. Liu and A.
Sung (2008),Building Resilient Classifiers for LSB Matching
Steganography, Proc. 21st International Joint Conference on
Neural Network (IJCNN), pp. 1563-1568.
26.
Q. Liu , A. Sung, and M. Qiao (2008), Video Steganalysis
Based on the Expanded Markov and Joint Distribution Features on the
Transform Domains Detecting MSU StegoVideo, Proc 7th
International Conference on Machine Learning and Applications, pp.
671-674. (cited by 3).
27.
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 (IJCAI), pp. 2808-2813. (cited by 23, a top conference in AI).
28.
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. (cited by 28).
Bioinformatics
Selected Publications in Bioinformatics:
Journal Papers
1.
Z. Chen, Q. Liu , and S. Nadarajah (2012), A
new statistical approach to detecting differentially methylated loci
for case control Illumina array methylation data", Bioinformatics,doi:
10.1093/bioinformatics/bts093 ( IF: 4.877).
2.
Z. Chen, Q. Liu , M. McGee, M. Kong, X. Huang, Y.
Deng and R. H. Scheuermann (2011), "A gene selection method for
GeneChip array data with small sample sizes", BMC Genomics,
12(Suppl 5):S7 doi:10.1186/1471-2164-12-S5-S7( IF: 4.206).
3.
Q. Liu , A. Sung, Z. Chen, L. Chen, J. Liu, M. Qiao, Z. Wang, X.
Huang and Y. Deng (2011), Gene Selection and Classification for
Cancer Microarray Data Based on Machine Learning and Similarity
Measures, BMC Genomics 12(Suppl 5):S1
doi:10.1186/1471-2164-12-S5-S1 ( IF: 4.206).
4.
Z. Chen and Q. Liu (2011), A new approach to
account for the correlations among SNPs in Genome-wide association
studies. Human Heredity 72(1):1-9.( IF: 2.337).
5.
X. Huang, C. Pang, G. Jiang, S. Wang, B. Hu, Q. Liu and
Y. Deng (2011), Gene Order Computation Using Alzheimer's DNA
Microarray Gene Expression Data and the Ant Colony Optimization
Algorithm. International Journal of Data Mining and
Bioinformatics, in press.( IF:0.681).
6.
Q. Liu, A. Sung, Z. Chen, J. Liu, X. Huang, and Y. Deng (2009), Feature
Selection and Classification of MAQC-II Breast Cancer and Multiple
Myeloma Microarray Gene Expression Data, PLoS One 4(12):
e8250. doi:10.1371/journal.pone.0008250. (cited by 5, IF: 4.411).
7.
Q. Liu , A. Sung, M. Qiao, Z. Chen, J. Yang, M. Q. Yang, X.
Huang, Y. Deng (2009), Comparison of Feature Selection and
Classification of MALDI-MS Data, BMC Genomics,
http://www.biomedcentral.com/1471-2164/10/S1/S3. (cited by 13, IF: 4.206).
8.
Z. Chen, M. McGee, Q. Liu , M. Kong, Y. Deng, R.
Scheuermann (2009), A Distribution-Free Convolution Model for
Background Correction of Oligonucleotide Microarray Data, BMC
Genomics, http://www.biomedcentral.com/1471-2164/10/S1/S19. (cited
by 9, IF: 4.206).
9.
Q. Liu , M. Qiao and A. Sung (2009), Distance Metric
Learning and Support Vector Machines for Classification of Mass
Spectrometry Proteomics Data, International Journal of
Knowledge Engineering and Soft Data Paradigms, 1(3):216-226.(cited
by 1).
10.
W. Kong, X. Mou, Q. Liu , Z. Chen, C. Vanderburg,
J. Rogers, and X. Huang (2009), Independent Component Analysis of
Alzheimers DNA Microarray Gene Expression Data, Molecular
Neurodegeneration 2009, 4:5, doi: 10.1186/1750-1326-4-5. (cited by 9, IF: 5.361).
11.
Q. Liu, J. Yang, Z. Chen, M. Yang, A. Sung, X. Huang (2008), Supervised-Learning
based TagSNPs for Genome-wide Disease Classification, BMC
Genomics 2008, 9(Suppl 1):S6, doi:10.1186/1471-2164-9-S1-S6. (cited
by 11, IF: 4.206).
12.
Z. Chen, M. McGee, Q. Liu , and R.H. Scheuermann
(2007), A Distribution Free Summarization Method for Affymetrix
GeneChip Arrays, Bioinformatics, 23(3):321-327. (cited by 51, IF: 4.877).
13.
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. (cited by 7).
Others
1.
R. Basnet, A. Sung and Q. Liu (2011), Rule-based
phishing attack detection, In Proc. the 2011 International
Conference on Security and Management-SAM'11.
2.
B. Ribeiro, A. Vieira, J. Duarte, C. Silva, J. Carvalho
Das Neves, Q. Liu , A. Sung (2009), Learning Manifolds
for Bankruptcy Analysis, M. Koppen et al. (eds.): ICONIP 2008,
Part I, LNCS 5506, pp. 722-729. 2009.(cited by 5).
3.
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. (cited by 4, IF: 0.205).
4.
J. Xu, A. Sung, Q. Liu (2007), Behavior
Mining for Fraud Detection, Journal of Research and Practice
in Information Technology, 39(1): 3-18. (cited by 4, IF: 0.205) .
5.
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(cited
by 11, IF: 2.833).
6.
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.
(cited by 6).
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