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Name |
Henry Horng-Shing Lu 盧鴻興 |
Title |
Distinguished Professor |
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Office |
Institute of Statistics, National Yang Ming Chiao Tung University,
Assembly Building I, 1001 Ta Hsueh Road, Hsinchu 30010, |
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Fax |
+886-3-572-8745 |
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Tel |
+886-3-571-2121 ext: 31870 |
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Personal Website: |
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Lab Website: |
EDUCATION
EXPERIENCE
- Chang, Y. L. C., Lander, L. C., Lu, H.-S., and Wells, M. T. 1993a: Bayesian Analysis for Fault Location in Homogeneous Distributed Systems. Proceedings of the IEEE Symposium on Reliable Distributed Systems, 44-53, Princeton, New Jersey.
- Chang, Y. L. C., Lander, L. C., Lu, H.-S., and Wells, M. T. 1993b: Bayesian Inference for Fault Diagnosis in Real-Time Distributed Systems. The Second Asian Test Symposium (ATS’93). 333-338, Beijing.
- Lu, H. H.-S., and Chang, Y. L. C. 1995: Issues in the Assignment of Fault Diagnosis Time for Responsive Computing Systems. Proceedings of ISSAT International Conference of Reliability and Quality in Design, 238-242, Orlando, Florida.
- Lu, H. H.-S., and Tseng, W.-J. 1997: On Accelerated Cross-Reference Maximum Likelihood Estimates for Positron Emission Tomography. Proceedings of the IEEE Nuclear Science Symposium, Volume 2, 1484 -1488.
- Chen, J. C., Tu, K. Y., Lu, H. H.-S., Chen, T. B., Chou, K. L., and Liu, R. S. 1998: Statistical Image Reconstruction for PET Studies. The Biomedical Engineering Society 1998 Annual Symposium, 71-72.
- Tu, K. Y., Chen, J. C., Lu, H. H.-S., Chen, T. B., Chou, K. L., and Liu, R. S. 1999: Iterative Image Reconstruction with Random Coincidence Correction for PET Studies. The Biomedical Engineering Society 1999 Annual Symposium, 357-358.
- Chen, J. C., Liu, R. S., Tu, K. Y., Lu, H. H. S., Chen, T. B., and Chou, K. L. 2000: Iterative Image Reconstruction with Random Correction for PET studies. Proceedings of the Society of Photo-Optical Instrumentation Engineers, 3979, 1218-1229. Reference Link
- Chen, J. C., Tu, K. Y., Lu, H. H.-S., Chen, T. B., Chou, K. L., and Liu, R. S. 2000: Iterative Image Reconstruction with Random Correction for PET Studies. SPIE medical imaging 2000 symposium.
- Tu, K. Y., Chen, J. C., Lu, H. H.-S., Chen, T. B., Chou, K. L., and Liu, R. S. 2000: Random Correction Using Iterative Reconstruction for PET. European Association of Nuclear Medicine Annual Congress.
- Lu, H. H.-S., Chen, C.-M., and Wu, J.-S. 2001: Statistical Analysis of Liver Cirrhosis in Ultrasound Images by Fractal Dimension, Dimension Reduction and Classification Trees. The 5th World Multi-Conference on Systemics, Cybernetics and Informatics (SCI 2001), Vol. XIII, Part II, 351-356.
- Chen, C.-M., and Lu, H. H.-S., 2001: Sonographic Tumor Boundary Detection for Image-Guided Brain Surgery. The 5th World Multi-Conference on Systemics, Cybernetics and Informatics (SCI 2001), Vol. XIII, Part II, 339-344.
- Lu, H. H.-S., and Wu, H.-M. 2003: On Visualization, Screening, and Classification of Cell Cycle-Regulated Genes in Yeast. The 14th International Conference on Genome Informatics (GIW2003), 344-345.
- Chen, C.-H., Lu, H. H.-S., Liao, C.-T., Chen, C.-h., Yang, U.-C., Lee, Y.-S. 2003: Gene Expression Analysis Refining System (GEARS) via Statistical Approach: A Preliminary Report. The 14th International Conference on Genome Informatics (GIW2003), 316-317.
- Ho, J., Hwang, W.-L., Lu, H. H.-S., and Lee, D. T. 2005: Gridding the spot centers of Microarray Images. European Signal Processing Conference, Antalya, Turkey, September 4-8.
- Lu, H. H.-S. 2006: Reconstruction, Visualization and Analysis of Medical Images. Compstat 2006 Satellite Workshop on Data and Information Visualization, Berlin, Germany, August 23-25.
- Chen, P. Y., Chen, T.-B., Chen, C.-J., Li, G.-C., Lu, H. H.-S. 2007: Information Visualization and Fusion for Barcodes of Life in Environment and Society. The Second International Barcode of Life Conference, Taipei, Taiwan, September 17-21.
- Liu, P.-L., Lu, H. H.-S., Chiang. A.-S. 2007: Automatic Classification of 3D Drosophila Calyx Images. 2007 National Computation Symposium, Taichung, Taiwan, December 20-21.
- Wu, T.-Y., Juan, H. H., Lu, H. H.-S., Chiang. A.-S. 2011: A Crosstalk Tolerated Neural Segmentation Methodology for Brainbow Images, International Symposium on Applied Sciences in Biomedical and Communication Technologies (ACM ISABEL).
- Wu, T.-Y., Juan, H. H., Lu, H. H.-S. 2012: Improved Spectral Matting By Iterative K-Means Clustering And The Modularity Measure, IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP).
- Li, C.-Y., Chou, H.-P., Deng, L.-Y., Shiau, J.-J. H., Lu, H. H.-S. 2012: Non-linear pseudo-random number generators via coupling DX generators with the Logistic map, Anti-counterfeiting, Security, and Identification, 2012, pp. 1-5, doi: 10.1109/ICASID.2012.6325284. Reference Link
- Hsu, Y., Lu, H. H.-S. 2013: Brainbow image segmentation using Bayesian sequential partitioning, International Conference on Medical Informatics and Biomedical Engineering.
- Hsu, Y., Lu, H. H.-S. 2014: Multiscale Connected Component Labelling and Applications to Scientific Microscopy Image Processing, International Conference on Soft Computing and Data Mining.
- Wu, C.-H., Hsi, W.-C., Lu, H. H.-S., Hang, H.-M., 2017: Online Multiclass Passive-Aggressive Learning on a Fixed Budget, IEEE International Symposium on Circuits and Systems (IEEE ISCAS).
- Zhan, S.-Q., Huang, T.-T., Lu, H. H.-S, 2018: Accurate Diagnosis of Endoscopic Mucosal Healing in Ulcerative Colitis by Deep Learning and Machine Learning, Best Abstract, The 6th Annual Meeting of the Asian Organization for Crohn's and Colitis (AOCC2018).
- Chung, C.-E., Lin, S.-H., Hsu, H.-C., Lu, H. H.-S, 2018: Segmenting learning with convolutional Neural Network to extract features and build the classifier: an application to endoscope image classification for treatment planning of cervical pre-cancerous lesions, Society for Epidemiologic Research's 51th Annual Meeting.
- Chang, P. Y.-C., Chuang, C.-M., Fang, S.-T., Zhan, S.-Q., Pan, Y.-M., Liu, C.-M., Chang, S.-L., Lin, Y.-J., Lu, H. H.-S., Chen, S.-A., 2018: Applying Transfer Learning and Deep Convolutional Neural Networks to Automatically Detect Left Atrium in 2D Cardiac Computed Tomographic Images, The Asia Pacific Heart Rhythm Society (APHRS).
- Pan, Y.-M., Fang, S.-T., Chang, P. Y.-C., Chuang, C.-M., Liu, C.-M., Chang, S.-L., Lin, Y.-J., Chen, S.-A., Lu, H. H.-S., 2018: Using U-Net for Fully Automated Semantic Segmentation of the Left Atrium in 2D Cardiac Computed Tomographic Images, The Asia Pacific Heart Rhythm Society (APHRS).
- Lin, Y.-S., Wu, C.-H., Lu, H. H.-S., 2019: Budgeted Algorithm for Linearized Confidence-Weighted Learning, The Third International Conference on Cloud and Big Data Computing (ICCBDC), Excellent Oral Presentation.
- Almuhayar, M., Lu, H. H.-S., Iriawan, N., 2019: Classification of Abnormality in Chest X-Ray Images by Transfer Learning of CheXNet, The Third International Conference on Informatics and Computational Sciences (ICICoS).
- Liu, C.-M., Chang, S.-L., Chen, H.-H., Chen, W.-S., Lin, Y.-J., Lo, L.-W., Hu, Y., Chung, F.-P., Tuan, T.-C., Chao, T.-F., Liao, J.-N., Lin, C.-Y., Chang, T.-Y., Wu, C.-I., Chen, C.-C., Chin, C.-G., Liu, S.-H., Cheng, W.-H., Huang, S.-H., Chou, C.-Y., Lugtu, I. C., Shiu, Y.-C., Lu, H. H.-S., Chen, S.-A., 2020: The Clinical Application Of The Deep Learning Technique For Predicting Trigger Origins In Paroxysmal Atrial Fibrillation Patients With Catheter Ablation, The Heart Rhythm Society (HRS).
- Liu, C.-M., Chang, S.-L., Chen, H.-H., Chen, W.-S., Lin, Y.-J., Lo, L.-W., Hu Y., Chung, F.-P., Tuan, T.-C., Chao, T.-F., Liao, J.-N., Lin, C.-Y., Chang, T.-Y., Wu, C.-I., Chen, C.-C., Liu, S.-H., Cheng, W.-H., Huang, S.-H., Chou, C.-Y., Lugtu, I. C., Shiu Y.-C., Lu, H. H.-S., Chen, S.-A., 2020: Using A Deep Learning Technique To Automatize Extraction Of Left Atrial Volumes From Two-dimensional Computer Tomography Images, The Heart Rhythm Society (HRS).
- Liu, C.-M., Chang, S.-L., Chen, H.-H., Chen, W.-S., Lin, Y.-J., Lo, L.-W., Hu Y., Tuan, T.-C., Chao, T.-F., Liao, J.-N., Lin, C.-Y., Chang, T.-Y., Wu, C.-I., Chen, C.-C., Chin, C.-G., Liu, S.-H., Cheng, W.-H., Chou, C.-Y., Lugtu, I. C., Shiu, Y.-C., Lu, H. H.-S., Chen, S.-A., 2020: Automated Extraction Of Left Atrial Volumes From Two-dimensional Computer Tomography Images Using A Deep Learning Technique Can Predict Post-ablation One Year Recurrence Of Atrial Fibrillation, The Heart Rhythm Society (HRS).
- Chou, P.-H., Li, Y.-C., Chen, H.-H., Chang, M.-C., Wu. H.-T. H., Lu, H. H.-S., 2020: Application of artificial intelligence deep learning ensemble model for detection of thoracic and lumbar vertebral fracture on the lateral view of plain radiographs, The 49th Annual Meeting of the Japanese Society for Spine Surgery and Related Research (49th JSSR).
- Ko, Y.-C., Chen, W.-S., Chen, H.-H., Liu, C., Lu, H. H.-S., 2020: Identifying glaucoma from fundus images of first-visit patients with various ocular pathology using deep learning, The 2020 World Ophthalmology Congress (WOC 2020).
- Deng, L.-Y., Dale Bowman, Yang, C.-C., Lu, H. H.-S., 2021: Extending RC4 to Construct Secure Random Number Generators, 2021 Annual Modeling and Simulation Conference (ANNSIM). Reference Link
- A. Muhaimin, D.D. Prastyo, Lu, H. H.-S., 2021: Forecasting with Recurrent Neural Network in Intermittent Demand Data, 2021 11th International Conference on Cloud Computing, Data Science & Engineering (Confluence), 802-809. Reference Link
- Hu, Y.-F., Liu, C.-M., Chen, W.-W., Wu, I.-C., Chen, P.-F., Lin, Y.-J., Chang, S.-L., Lo, L.-W., Chung, F.-P., Chao, T.-F., Tuan, T.-C., Liao, J.-N., Lin, C.-Y., Chang, T.-Y., Kuo, L., Wu, C.-I., Liu, S.-H., Lu, H. H.-S., Chen, S.-A. 2023:PO-04-183, Artificial Intelligence-enabled Model for Early Detection of Atrial Fibrillation During Sinus Rhythm and Mortality Risk Stratification, Heart Rhythm, Vol 20, No 5S, S614. Reference Link
- Liu, C.-M., Chang, S.-L., Chen, W.-S., Lin, Y.-J., Lo, L.-W., Hu, Y.-F., Chung, F.-P., Chao, T.-F., Tuan, T.-C., Liao, J.-N., Lin, C.-Y., Chang, T.-Y., Wu, C.-I., Kuo, I., Wu, M.-H., Chen, C.-K., Chang, Y.-Y., Shiu, Y.-C., Lu, H. H.-S., Chen, S.-A., 2023:PO-04-208, Clinical Application of Artificial Intelligence in Prediction of Recurrence in Atrial Fibrillation Patients with Catheter Ablation, Heart Rhythm, Vol 20, No 5S, S616-S617. Reference Link
- Chen, Y.-W., Tsai, M.-J., Lu, H. H.-S., Feng, K.-T., Lee, T.-S., Lan, J.-C., 2024: Efficient TIS Sensitivity Measurement With Machine Learning Approach and 5G Dataset, IEEE 21st Consumer Communications & Networking Conference (CCNC). Reference Link
- Books and Book Chapters:
- Lu, H. H.-S., 2008: Reconstruction, Visualization, and Analysis of Medical Images. Handbook of Computational Statistics (Volume III) Data Visualization, C.-h. Chen, W. Hardle, and A. Unwin (eds), 813-830, Springer-Verlag. Reference Link
- Chueh, T.-H., Lu, H. H.-S., 2011: Boolean Networks. Handbook of Statistical Bioinformatics, H. H.-S. Lu, B. Scholkopf, and H. Zhao (eds), 405-426, Springer-Verlag. Reference Link
- Lu, H. H.-S., Scholkopf, B., Zhao, H. (eds), 2011: Handbook of Statistical Bioinformatics , Springer-Verlag. Reference Link
- Tsai, M.-Y., Chen, T.-B., Lu, H. H.-S., 2014: Statistical Segmentation Methods for DNA Microarray Images, Microarray Image and Data Analysis: Theory and Practice, L. Rueda (ed), 149-170, CRC Press. Reference Link
- Chen, C.-C., Juan, H. H., Tsai, M.-Y., Lu, H. H.-S., 2018: Bridging Density Functional Theory and Big Data Analytics with Applications. Handbook of Big Data Analytics, Hardle, W. K., Lu, H. H.-S., Shen, X. (eds), 351-374, Springer-Verlag. Reference Link
- Hardle, W. K., Lu, H. H.-S., Shen, X. (eds), 2018: Handbook of Big Data Analytics, Springer-Verlag. Reference Link
- Niu, W.-F., Lu, H. H.-S., 2020: Measuring the Collective Correlation of a Large Number of Stocks. Handbook of Financial Econometrics, Mathematics, Statistics, and Machine Learning, Volume I, C. F. Lee and J. C. Lee (eds), World Scientific. Reference Link
- Simak, M., Lu, H. H.-S., Yeang, C.-H., Yang, J.-M. 2020: Boolean Function Networks. Boolean Logic, Expressions and Theories: An Overview, V. C. Carlsen (ed), Nova. Reference Link
- Lu, H. H.-S., Scholkopf, B., Wells, M. T., Zhao, H., 2022: Handbook of Statistical Bioinformatics, Second Edition, Springer-Verlag. Reference Link
- Tsai, M.-Y., Lu, H. H.-S., 2022: Integration of Boolean and Bayesian Networks, Handbook of Statistical Bioinformatics, Second Edition, 173–185. Reference Link
- Niu, W.-F., Lu, H. H.-S., 2024: A Factor Model for Graph Data,Handbook of Investment Analysis, Portfolio Management, and Financial Derivatives, 3277–3298, World Scientific. Reference Link
- Technical Reports
Attach File
- Su-Yun Huang and Henry Horng-Shing Lu, "Bayesian Wavelet Shrinkage orem for Nonparametric Mixed-Effects Models", Attach File
- Su-Yun Huang & Henry Horng-Shing Lu, "Extended Gauss-Markov Theorem for Nonparametric Mixed-Effects Models" , Attach File
- Han-Ming Wu and Henry Horng-Shing Lu, "Supervised Motion Segmentation by Spatial-Frequential Analysis and Dynamic Sliced Inverse Regression" ,
- Henry Horng-Shing Lu, Su-Yun Huang, Fang-Jiun Lin, "Generalized Cross-Validation for Wavelet Shrinkage in Nonparametric Mixed-Effects Models" , 2002-08 Attach File
- Others
, 2020 Reference Link
- Lu, H. H.-S., "Statistical Applications in Medical Images and Bioinformatics" , Reference Link
- Lu, H. H.-S., "Book review for "The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century" , Science Monthly, 33, 12, pp. 1094-1095, 2002 Reference Link
- Lu, H. H.-S., "Course Homepage for Topics of Statistics in Bioinformatics (Fall 2007)" , 2007 Reference Link
- Lu, H. H.-S., "Course Homepage for Statistics (Fall 2010)" , 2010 Reference Link
- Lu, H. H.-S., "Course Homepage for High Dimensional Data Analysis (Fall 2013)" , 2013 Reference Link
- Lu, H. H.-S., "Course Homepage for Multivariate Analysis (Spring 2014)" , 2014 Reference Link
- Lu, H. H.-S., and Hardle, W. K., "Course Homepage for Smart Data Analytics (SDA) I (Fall 2020)"
- Lu, H. H.-S., "Course Homepage for Statistical Learning (Spring 2023)" , 2023 Reference Link
- Lu, H. H.-S., "Course Homepage for Introduction to Data Science (Fall 2023)" , 2023 Reference Link
- Lu, H. H.-S., "Course Homepage for Statistical Computing (Spring 2024)" , 2024 Reference Link
- Lu, H. H.-S., "Course Homepage for Statistical Consulting (Fall, 2024)" , 2024 Reference Link
- Group Presentation
(1) Introduction to UltraSound
(2) Introduction to PET
(3) Introduction to fMRI
(4) Statistical Applications in Medical Images
(5) Reconstruction, Fusion and Assistant Diagnosis of Medical Images
The Chinese Version : http://misg.stat.nycu.edu.tw/index.html