
Tuan D. Pham
Tuan Duc Pham
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2020 – today
- 2021
- [j71]Tuan D. Pham:
Classification of COVID-19 chest X-rays with deep learning: new models or fine tuning? Health Inf. Sci. Syst. 9(1): 2 (2021) - [j70]Shu Zhang
, Hui Yu
, Ting Wang, Junyu Dong
, Tuan D. Pham:
Linearly augmented real-time 4D expressional face capture. Inf. Sci. 545: 331-343 (2021) - 2020
- [c90]Tuan D. Pham:
Classification of Benign and Metastatic Lymph Nodes in Lung Cancer with Deep Learning. BIBE 2020: 728-733 - [c89]Tuan D. Pham:
Visual Computing of Causality in Personalized Depression. EMBC 2020: 5510-5513
2010 – 2019
- 2019
- [j69]Tuan D. Pham
:
Geostatistical Simulation of Medical Images for Data Augmentation in Deep Learning. IEEE Access 7: 68752-68763 (2019) - [j68]Qiangguo Jin, Zhaopeng Meng, Tuan D. Pham, Qi Chen, Leyi Wei, Ran Su:
DUNet: A deformable network for retinal vessel segmentation. Knowl. Based Syst. 178: 149-162 (2019) - [c88]Tuan D. Pham, Chuanwen Fan, Hong Zhang, Xiao-Feng Sun:
Deep Learning Of P73 Biomarker Expression In Rectal Cancer Patients. IJCNN 2019: 1-8 - [c87]Tuan D. Pham:
Quantification of White Matter Lesions on Brain MRI with 2D Fuzzy Weighted Recurrence Networks. NER 2019: 110-113 - 2018
- [j67]Jin Liu
, Tuan D. Pham, Hong Yan, Zhizheng Liang:
Fuzzy mixed-prototype clustering algorithm for microarray data analysis. Neurocomputing 276: 42-54 (2018) - [j66]Tuan D. Pham
, Hong Yan
:
Tensor Decomposition of Gait Dynamics in Parkinson's Disease. IEEE Trans. Biomed. Eng. 65(8): 1820-1827 (2018) - [c86]Tuan D. Pham:
Pattern analysis and classification of blood oxygen saturation signals with nonlinear dynamics features. BHI 2018: 112-115 - [c85]Tuan D. Pham, Mayumi Oyama-Higa:
NONLINEAR DYNAMICS ANALYSIS OF SHORT-TIME PHOTOPLETHYSMOGRAM IN PARKINSON'S DISEASE. FUZZ-IEEE 2018: 1-6 - [i1]Qiangguo Jin, Zhao-Peng Meng, Tuan D. Pham, Qi Chen, Leyi Wei, Ran Su:
DUNet: A deformable network for retinal vessel segmentation. CoRR abs/1811.01206 (2018) - 2017
- [j65]Tuan D. Pham
:
Time-Shift Multiscale Entropy Analysis of Physiological Signals. Entropy 19(6): 257 (2017) - [j64]Tuan D. Pham:
Validation of Computer Models for Evaluating the Efficacy of Cognitive Stimulation Therapy. Wirel. Pers. Commun. 94(3): 301-314 (2017) - [c84]Tuan D. Pham:
Complementary features for radiomic analysis of malignant and benign mediastinal lymph nodes. ICIP 2017: 3849-3853 - [c83]Tuan D. Pham:
Scaling of Texture in Training Autoencoders for Classification of Histological Images of Colorectal Cancer. ISNN (2) 2017: 524-532 - 2016
- [j63]Tuan D. Pham:
Quantifying visual perception of texture with fuzzy metric entropy. J. Intell. Fuzzy Syst. 31(2): 1089-1097 (2016) - [j62]Hui Yu
, Junyu Dong
, Tuan D. Pham, Honghai Liu
:
Guest Editorial: Advanced Understanding and Modelling of Human Motion in Multidimensional Spaces. Multim. Tools Appl. 75(19): 11595-11602 (2016) - [j61]Xiao Tan, Changming Sun
, Kwan-Yee K. Wong, Tuan D. Pham:
Guided image completion by confidence propagation. Pattern Recognit. 50: 210-222 (2016) - [j60]Tuan D. Pham
:
The Kolmogorov-Sinai entropy in the setting of fuzzy sets for image texture analysis and classification. Pattern Recognit. 53: 229-237 (2016) - [j59]Xiao Tan, Changming Sun
, Tuan D. Pham:
Stereo matching based on multi-direction polynomial model. Signal Process. Image Commun. 44: 44-56 (2016) - [j58]Xiao Tan, Changming Sun
, Tuan D. Pham:
Edge-Aware Filtering with Local Polynomial Approximation and Rectangle-Based Weighting. IEEE Trans. Cybern. 46(12): 2693-2705 (2016) - [j57]Tuan D. Pham
:
The Semi-Variogram and Spectral Distortion Measures for Image Texture Retrieval. IEEE Trans. Image Process. 25(4): 1556-1565 (2016) - [c82]Tuan D. Pham:
Noise-Added Texture Analysis. CIARP 2016: 93-100 - [c81]Tuan D. Pham:
The multiple-point variogram of images for robust texture classification. ICASSP 2016: 1303-1307 - [c80]Tuan D. Pham:
Enhancing texture characteristics with synthesis and noise for image retrieval. IEEE Conf. on Intelligent Systems 2016: 433-437 - [c79]Tuan D. Pham:
Measures of spatial distortion using kriging. IEEE Conf. on Intelligent Systems 2016: 438-442 - [c78]Tuan D. Pham:
Entropy rates of physiological aging on microscopy. SSCI 2016: 1-5 - 2015
- [j56]Tuan D. Pham:
Editorial. Comput. Biol. Medicine 63: 228 (2015) - [j55]Tuan D. Pham
, Taishi Abe, Ryuichi Oka, Yung-Fu Chen
:
Measures of Morphological Complexity of Gray Matter on Magnetic Resonance Imaging for Control Age Grouping. Entropy 17(12): 8130-8151 (2015) - [j54]Xiao Tan, Changming Sun
, Xavier Sirault
, Robert Furbank
, Tuan D. Pham:
Feature matching in stereo images encouraging uniform spatial distribution. Pattern Recognit. 48(8): 2530-2542 (2015) - [j53]Tuan D. Pham:
Estimating Parameters of Optimal Average and Adaptive Wiener Filters for Image Restoration with Sequential Gaussian Simulation. IEEE Signal Process. Lett. 22(11): 1950-1954 (2015) - [c77]Tuan D. Pham:
Measure of texture dynamics with fuzzy metric entropy. FSKD 2015: 385-390 - [c76]Truong Cong Thang, Huyen T. T. Tran, Vo D. Trong, Duc V. Nguyen, Hung T. Le, Tuan D. Pham:
Design and implementation of an e-Health system for depression detection. ICCE 2015: 74-75 - [c75]Tuan D. Pham, Mayumi Oyama-Higa:
Photoplethysmography technology and its feature visualization for cognitive stimulation assessment. ICIT 2015: 1735-1740 - 2014
- [j52]Isabel Schwende, Tuan D. Pham:
Pattern recognition and probabilistic measures in alignment-free sequence analysis. Briefings Bioinform. 15(3): 354-368 (2014) - [j51]Ran Su, Changming Sun
, Chao Zhang, Tuan D. Pham:
A novel method for dendritic spines detection based on directional morphological filter and shortest path. Comput. Medical Imaging Graph. 38(8): 793-802 (2014) - [j50]Tuan D. Pham, Dinh T. P. Le, Jinwei Xu, Duc T. Nguyen, Robert G. Martindale, Clifford W. Deveney:
Personalized identification of abdominal wall hernia meshes on computed tomography. Comput. Methods Programs Biomed. 113(1): 153-161 (2014) - [j49]Tuan D. Pham, Xiaoyi Jiang:
Editorial. Comput. Methods Programs Biomed. 117(1): 1 (2014) - [j48]Taichiro Tsunoyama, Tuan D. Pham, Takashi Fujita, Tetsuya Sakamoto:
Identification of intestinal wall abnormalities and ischemia by modeling spatial uncertainty in computed tomography imaging findings. Comput. Methods Programs Biomed. 117(1): 30-39 (2014) - [j47]Tuan D. Pham:
Geostatistical Entropy for Texture Analysis: An Indicator Kriging Approach. Int. J. Intell. Syst. 29(3): 253-265 (2014) - [j46]Tuan D. Pham:
Pattern recognition by active visual information processing in birds. Inf. Sci. 270: 134-142 (2014) - [j45]Ran Su, Changming Sun
, Chao Zhang, Tuan D. Pham:
A new method for linear feature and junction enhancement in 2D images based on morphological operation, oriented anisotropic Gaussian function and Hessian information. Pattern Recognit. 47(10): 3193-3208 (2014) - [j44]Xiao Tan, Changming Sun
, Xavier Sirault
, Robert Furbank
, Tuan D. Pham:
Stereo matching using cost volume watershed and region merging. Signal Process. Image Commun. 29(10): 1232-1244 (2014) - [c74]Tuan D. Pham:
Modeling spatial uncertainty of imprecise information in images. APSIPA 2014: 1-4 - [c73]Xiao Tan, Changming Sun
, Tuan D. Pham:
Multipoint Filtering with Local Polynomial Approximation and Range Guidance. CVPR 2014: 2941-2948 - [c72]Xiao Tan, Changming Sun
, Dadong Wang
, Yi Guo, Tuan D. Pham:
Soft Cost Aggregation with Multi-resolution Fusion. ECCV (5) 2014: 17-32 - [c71]Tuan D. Pham, Taichiro Tsunoyama, Truong Cong Thang, Takashi Fujita, Tetsuya Sakamoto:
Image classification of bowel abnormalities and ischemia. ICIP 2014: 2764-2768 - [c70]Tuan D. Pham:
Image Classification with Indicator Kriging Error Comparison. ICISP 2014: 433-440 - [c69]Tuan D. Pham:
Nonstationary Mapping of Spatial Uncertainty for Medical Image Classification. ICMB 2014: 164-168 - 2013
- [j43]Bailing Zhang, Tuan D. Pham:
Serial fusion of random subspace ensemble for subcellular phenotype images classification. Int. J. Bioinform. Res. Appl. 9(4): 386-406 (2013) - [j42]Tuan D. Pham:
Possibilistic nonlinear dynamical analysis for pattern recognition. Pattern Recognit. 46(3): 808-816 (2013) - [c68]Tuan D. Pham:
The chaotic behavior of the endoplasmic-reticulum network in time-lapse microscopy images. BIBM 2013: 22-25 - [c67]Tuan D. Pham, Truong Cong Thang, Mayumi Oyama-Higa, Hoc X. Nguyen, Saji Hameed, Masahide Sugiyama:
Chaos and Nonlinear Time-series Analysis of Finger Pulse Waves for Depression Detection. BIOSIGNALS 2013: 298-301 - [c66]Tuan D. Pham, Jonathan Golledge:
Pattern analysis of imaging markers in abdominal aortic aneurysms. BMEI 2013: 154-159 - [c65]Ying Chen, Tuan D. Pham:
Analysis of MRI-based cortical surface structure complexity in dementia by sample entropy. CIBCB 2013: 189-192 - [c64]Nhan Nguyen-Thanh
, Tuan D. Pham, Kazuhisa Ichikawa:
Segmentation of mitochondria in intracellular space. CIBCB 2013: 218-221 - [c63]Chao Zhang, Changming Sun
, Rhonda Davey
, Ran Su, Leanne Bischof, Pascal Vallotton, David Lovell
, Shelly Hope, Sigrid A. Lehnert
, Tuan D. Pham:
Tubule detection in testis images using boundary weighting and circular shortest path. EMBC 2013: 3319-3322 - [c62]Tuan D. Pham, Kazuhisa Ichikawa:
Characterization of Cancer and Normal Intracellular Images by the Power Law of a Fuzzy Partition Functional. ICIAR 2013: 597-604 - [c61]Tuan D. Pham:
Bird-Like Information Processing for AI-based Pattern Recognition. MICAI (Special Sessions) 2013: 157-163 - 2012
- [j41]Tuan D. Pham:
Supervised restoration of degraded medical images using multiple-point geostatistics. Comput. Methods Programs Biomed. 106(3): 201-209 (2012) - [j40]Jin Liu, Tuan D. Pham:
FHC: The fuzzy hyper-prototype clustering algorithm. Int. J. Knowl. Based Intell. Eng. Syst. 16(1): 35-47 (2012) - [j39]Jin Liu, Tuan D. Pham:
A spatially constrained fuzzy hyper-prototype clustering algorithm. Pattern Recognit. 45(4): 1759-1771 (2012) - [j38]Theam Foo Ng, Tuan D. Pham, Xiuping Jia
:
Feature interaction in subspace clustering using the Choquet integral. Pattern Recognit. 45(7): 2645-2660 (2012) - [j37]Ran Su, Changming Sun
, Tuan D. Pham:
Junction detection for linear structures based on Hessian, correlation and shape information. Pattern Recognit. 45(10): 3695-3706 (2012) - [c60]Xiao Tan, Changming Sun
, Xavier Sirault
, Robert Furbank, Tuan D. Pham:
Cross Image Inference Scheme for Stereo Matching. ACCV (4) 2012: 217-230 - [c59]Xiao Tan, Changming Sun
, Xavier Sirault
, Robert Furbank, Tuan D. Pham:
Feature Correspondence with Even Distribution. DICTA 2012: 1-7 - [c58]Ran Su, Changming Sun
, Tuan D. Pham:
Dendritic spines detection based on directional morphological filter and shortest path. EMBC 2012: 5343-5346 - [c57]Tuan D. Pham, Dzung Vo, Nhan Nguyen-Thanh
, Truong Cong Thang, Kazuhisa Ichikawa:
How Complex Is Cancer Intracellular Signaling Space in FIB-SEM Images? EMS 2012: 139-142 - [c56]Tuan D. Pham, Nhan Nguyen-Thanh
, Truong Cong Thang, Kazuhisa Ichikawa:
Chaotic Behavior in Intracellular Space: An Implication for Modeling and Simulation of Cancer. EMS 2012: 143-147 - [c55]Tuan D. Pham:
Kriging-based possibilistic entropy of biosignals. EUSIPCO 2012: 1816-1820 - [c54]Tuan D. Pham, Truong Cong Thang, Mayumi Oyama-Higa:
Toward the development of a cost-effective e-depression detection system. ICCH 2012: 23-28 - [c53]Jinwei Xu, Tuan D. Pham:
Robust Impulse-Noise Filtering for Biomedical Images Using Numerical Interpolation. ICIAR (2) 2012: 146-155 - [c52]Tuan D. Pham:
Image texture analysis using geostatistical information entropy. IEEE Conf. of Intelligent Systems 2012: 353-356 - [c51]Chao Zhang, Changming Sun
, Ran Su, Tuan D. Pham:
Segmentation of clustered nuclei based on curvature weighting. IVCNZ 2012: 49-54 - [c50]Ran Su, Changming Sun
, Chao Zhang, Tuan D. Pham:
Linear feature enhancement based on morphological operation and Gabor function. IVCNZ 2012: 91-96 - [c49]Xiao Tan, Changming Sun
, Xavier Sirault
, Robert Furbank, Tuan D. Pham:
Tree structural watershed for stereo matching. IVCNZ 2012: 340-345 - [c48]Tuan D. Pham:
Regularity Dimension of Medical Images. KES 2012: 314-323 - [c47]Tuan D. Pham:
Personalized modeling in computational life science. SoICT 2012: 2 - [c46]Theam Foo Ng, Xiuping Jia
, Tuan D. Pham:
Weighted features for cluster space classificaton of hyperspectral images. WHISPERS 2012: 1-4 - 2011
- [j36]Bailing Zhang, Tuan D. Pham:
Phenotype Recognition with Combined Features and Random Subspace Classifier Ensemble. BMC Bioinform. 12: 128 (2011) - [j35]Tuan D. Pham:
Fuzzy posterior-probabilistic fusion. Pattern Recognit. 44(5): 1023-1030 (2011) - [j34]Tuan Duc Pham, Klaus Berger:
Automated Detection of White Matter Changes in Elderly People Using Fuzzy, Geostatistical, and Information Combining Models. IEEE Trans. Inf. Technol. Biomed. 15(2): 242-250 (2011) - [c45]Cuong To, Tuan D. Pham:
Complexity Analysis of Mass Spectrometry Data for Disease Classification using GA-based Multiscale Entropy. BIOSIGNALS 2011: 5-14 - [c44]Chao Zhang, Changming Sun
, Tuan D. Pham:
Clustered Nuclei Splitting Using Curvature Information. DICTA 2011: 352-357 - [c43]Yi Xiao, Tuan D. Pham, Chung-Che Jeff Chang, Xiaobo Zhou:
Symmetry-based presentation for stem-cell image segmentation. ICCABS 2011: 196-201 - [c42]Tuan D. Pham:
Possibilistic Entropy: A New Method for Nonlinear Dynamical Analysis of Biosignals. KES (1) 2011: 466-473 - 2010
- [j33]Tuan D. Pham:
GeoEntropy: A measure of complexity and similarity. Pattern Recognit. 43(3): 887-896 (2010) - [c41]Jin Liu, Tuan D. Pham, Wei Wen, Perminder S. Sachdev
:
Spatially constrained fuzzy hyper-prototype clustering with application to brain tissue segmentation. BIBM 2010: 397-400 - [c40]Tuan D. Pham:
Entropic Analysis and Synthesis of Biosignal Complexity. BIOSIGNALS 2010: 115-120 - [c39]Tuan D. Pham, Xiaobo Zhou:
Ratio-hypothesis-based Fuzzy Fusion with Application to Classification of Cellular Morphologies. BIOSIGNALS 2010: 202-207 - [c38]Jin Liu, Tuan D. Pham:
Fuzzy Hyper-clustering for Pattern Classification in Microarray Gene Expression Data Analysis. BIOSIGNALS 2010: 415-418 - [c37]Chao Zhang, Changming Sun
, Tuan D. Pham, Pascal Vallotton, Michael Fenech:
Detection of Nuclear Buds Based on Ellipse Fitting. DICTA 2010: 178-183 - [c36]Theam Foo Ng, Tuan D. Pham, Changming Sun
:
Automated Feature Weighting in Fuzzy Declustering-based Vector Quantization. ICPR 2010: 686-689 - [c35]Jin Liu, Tuan D. Pham:
Fuzzy Hyper-Prototype Clustering. KES (1) 2010: 379-389 - [c34]Yi Xiao, Tuan D. Pham, Xiuping Jia
, Xiaobo Zhou, Hong Yan
:
Correlation-based cluster-space transform for major adverse cardiac event prediction. SMC 2010: 2003-2007 - [c33]Tuan D. Pham:
Fusing fuzzy and probabilistic memberships for white matter lesion detection in MRI of the brain. SMC 2010: 2124-2128
2000 – 2009
- 2009
- [j32]Donggang Yu, Tuan D. Pham, Xiaobo Zhou:
Analysis and recognition of touching cell images based on morphological structures. Comput. Biol. Medicine 39(1): 27-39 (2009) - [j31]Cuong To, Tuan D. Pham:
Analysis of Massive Data in Biology using Hyperplane-based Genetic Algorithms. Trans. Mass Data Anal. Images Signals 1(1): 76-88 (2009) - [j30]Tuan D. Pham, Dominik Beck, Miriam Brandl:
Identification of Protein Biomarkers using Geostatistics and Block-Error Matching Strategy. Trans. Mass Data Anal. Images Signals 1(2): 178 (2009) - [j29]Donggang Yu, Tuan D. Pham, Xiaobo Zhou, Stephen T. C. Wong:
Recognition and analysis of cell nuclear phases for high-content screening based on morphological features. Pattern Recognit. 42(4): 498-508 (2009) - [j28]Tuan D. Pham, Miriam Brandl, Dominik Beck:
Fuzzy declustering-based vector quantization. Pattern Recognit. 42(11): 2570-2577 (2009) - [j27]Tuan D. Pham, Catharina C. Müller, Denis I. Crane:
Fuzzy Scaling Analysis of a Mouse Mutant With Brain Morphological Changes. IEEE Trans. Inf. Technol. Biomed. 13(4): 629-635 (2009) - [c32]Tuan D. Pham, Uwe Eisenblätter, Jonathan Golledge, Bernhard T. Baune, Klaus Berger:
Segmentation of medical images using geo-theoretic distance matrix in fuzzy clustering. ICIP 2009: 3369-3372 - [c31]Tuan D. Pham:
Object Recognition by Permanence of Ratios Based Fusion and Gaussian Bayes Decision. KES (1) 2009: 155-160 - 2008
- [j26]Tuan D. Pham:
Computational prediction models for cancer classification using mass spectrometry data. Int. J. Data Min. Bioinform. 2(4): 405-422 (2008) - [j25]Donggang Yu, Tuan D. Pham, Hong Yan, Jesse S. Jin, Suhuai Luo, Denis I. Crane:
Image processing and reconstruction of cultured neuron skeletons. Int. J. Hybrid Intell. Syst. 5(4): 179-196 (2008) - [j24]Tuan D. Pham:
Fuzzy Fractal Analysis of Molecular Imaging Data. Proc. IEEE 96(8): 1332-1347 (2008) - [j23]Tuan D. Pham, Honghui Wang, Xiaobo Zhou, Dominik Beck, Miriam Brandl, Gerard Hoehn, Joseph Azok, Marie-Luise Brennan, Stanley L. Hazen, King C. Li
, Stephen T. C. Wong:
Computational Prediction Models for Early Detection of Risk of Cardiovascular Events Using Mass Spectrometry Data. IEEE Trans. Inf. Technol. Biomed. 12(5): 636-643 (2008) - [c30]Tuan D. Pham:
Cancer classification by minimizing fuzzy scattering effect. FUZZ-IEEE 2008: 377-380 - [c29]Tuan D. Pham, Jonathan Golledge:
Geostatistically constrained fuzzy segmentation of abdominal aortic aneurysm CT images. FUZZ-IEEE 2008: 1446-1451 - [c28]Tuan D. Pham, Dominik Beck, Miriam Brandl, Xiaobo Zhou:
Classification of Proteomic Signals by Block Kriging Error Matching. ICISP 2008: 281-288 - [c27]Donggang Yu, Tuan D. Pham, Xiaobo Zhou:
Detection and Analysis of Cell Nuclear Phases. KES (1) 2008: 401-408 - [c26]Tuan D. Pham, Honghui Wang, Xiaobo Zhou, Dominik Beck, Miriam Brandl, Gerard Hoehn, Joseph Azok, Marie-Luise Brennan, Stanley L. Hazen, Stephen T. C. Wong:
Classification of Mass Spectrometry Based Protein Markers by Kriging Error Matching. MDA 2008: 82-94 - 2007
- [j22]Tuan D. Pham, Dat T. Tran, Xiaobo Zhou:
Fuzzy information fusion of classification models for high-throughput image screening of cancer cells in time-lapse microscopy. Int. J. Knowl. Based Intell. Eng. Syst. 11(4): 237-246 (2007) - [j21]Tuan D. Pham:
Spectral distortion measures for biological sequence comparisons and database searching. Pattern Recognit. 40(2): 516-529 (2007) - [c25]Bailing Zhang, Tuan D. Pham, Yanchun Zhang:
Bagging Support Vector Machine for Classification of SELDI-ToF Mass Spectra of Ovarian Cancer Serum Samples. Australian Conference on Artificial Intelligence 2007: 820-826 - [c24]Tuan D. Pham:
Mass Spectrometry Based Cancer Classification Using Fuzzy Fractal Dimensions. CIARP 2007: 614-623 - [c23]Donggang Yu, Tuan D. Pham, Xiaobo Zhou:
Analysis and Recognition of Touching Cell Images Based on Morphological Structures. KES (1) 2007: 439-446 - [c22]Tuan D. Pham:
Geo-Thresholding for Segmentation of Fluorescent Microscopic Cell Images. MDA 2007: 15-26 - [c21]Tuan D. Pham, Xiaobo Zhou:
A Novel Image Feature for Nuclear-Phase Classification in High Content Screening. MDA 2007: 84-93 - [c20]Tuan D. Pham:
Double Adaptive Filtering of Gaussian Noise Degraded Images. SCIA 2007: 848-857 - 2006
- [j20]Tuan D. Pham:
Handling missing DNA microarray data by kriging estimators. Int. J. Bioinform. Res. Appl. 2(2): 177-192 (2006) - [j19]Tuan D. Pham, Dat T. Tran, Xiaobo Zhou, Stephen T. C. Wong:
Integrated Algorithms for Image Analysis and Classification of Nuclear Division for High-Content Cell-Cycle Screening. Int. J. Comput. Intell. Appl. 6(1): 21-43 (2006) - [j18]Hong Yan
, Tuan D. Pham:
Spectral similarity for analysis of DNA microarray time-series data. Int. J. Data Min. Bioinform. 1(2): 150-161 (2006) - [j17]