Publications

International Journal Paper

Guan-Ju Peng*, Wan-Ling Tsai, and Yi-Ping Tang: Boundary-aware Data Augmentation via a Game-based Framework for Binary Classification. Submitted.

Haowei Ting, Yi-Chieh Chen, and  Guan-Ju Peng*: Uncertainty-Aware Multiresolution Learning for Online Portfolio Optimization. Submitted.

Guan-Ju Peng*, Yu-Hsi Chen, Yi-Chieh Chen: Unrolling Reweighted Parsimonious Features for Trading.  Submitted.

Chen-Hsiang Chi, Guan-Ju Peng*, Yuan-Ji Day, Che-Hao Hsu, Michael J. Sheen: Forecasting Anesthetic Depth Using Auto-Regressive Transformer in Propofol Infusion during induction phase. Journal of Anesthesia. 39, 760–770 (2025).

Guan-Ju Peng: Adaptive Forward-Backward Splitting for Multilayer Convolutional Dictionary Learning. SIAM Journal on Imaging Sciences. 18(1): 631-664 (2025).

Guan-Ju Peng: Learning the sparse prior: Modern approaches. Wiley Interdisciplinary Reviews: Computational Statistics 16.1 (2024): e1646.

Guan-Ju Peng: Joint and Direct Optimization for Dictionary Learning in Convolutional Sparse Representation. IEEE Transactions on Neural Network and Learning Systems 31(2):559-573(2020). 

Guan-Ju Peng: Adaptive ADMM for Dictionary Learning in Convolutional Sparse Representation. IEEE Transactions on Image Processing 28(7):3408-3422(2019). 

Wen-Liang Hwang, Chia-Chen Lee, and Guan-Ju Peng: Multi-Objective Optimization and Characterization of Pareto Points for Scalable Coding. IEEE Transactions on Circuits and Systems for Video Technology 29(7):2096-2111(2019). 

Guan-Ju Peng; Wen-Liang Hwang: A Proximal Method for Dictionary Updating in Sparse Representations. IEEE Transactions  on Signal Processing 63(15):3946-3958(2015).

Guan-Ju Peng;  Wen-Liang Hwang:  Re-weighted and Adaptive Morphology Separation.  SIAM Journal on Imaging Science 7(4): 2078-2104(2014)

Guan-Ju Peng,  Wen-Liang Hwang, Sao-Jie Chen: Interlayer Bit Allocation for Scalable Video Coding. IEEE Transactions on Image Processing 21(5): 2592-2606 (2012)

Guan-Ju Peng,  Wen-Liang Hwang, Sao-Jie Chen: AND-OR tree-based mode selection for video coding. Signal, Image and Video Processing 6(2): 259-271 (2012)

Guan-Ju Peng, Wen-Liang Hwang, and Sao-Jie Chen: Fast Implementation of the Subband Weighting for 3D Wavelet Coding. ISRN Signal Processing, vol. 2011, Article ID 52734, 14 pages, 2011.

Cho-Chun Cheng, Guan-Ju Peng, Wen-Liang Hwang: Subband Weighting With Pixel Connectivity for 3-D Wavelet Coding. IEEE Transactions on Image Processing 18(1): 52-62 (2009)  

International Conference Paper

Sheng Yang, Guan-Ju Peng: "Optimizing Quantum Reversible Circuits Using Reinforcement Learning," TrustCom 2023: 2310-2314

Guan-Ju Peng: "A Proximal Method for Convolutional Dictionary Learning with Convergence Property," 2018 26th European Signal Processing Conference (EUSIPCO), Rome, 2018, pp. 1715-1719. 

Guan-Ju Peng; Wen-Liang Hwang: "Re-weighting the Morphological Diversity," IEEE International Conference on Visual Communication and  Image Processing (VCIP),pp. 17-20,7-10 Dec. 2014

Guan-Ju Peng; Wen-Liang Hwang: "A proximal method for the K-SVD dictionary learning," IEEE International Workshop on Machine Learning for Signal Processing (MLSP), pp.1-6, 22-25 Sept. 2013

Guan-Ju Peng; Wen-Liang Hwang; Sao-Jie Chen: "Optimal Rate Rate-allocation for Wavelet-Based scalable video coding,"  IEEE International Conference on Multimedia and Expo (ICME), 9-13 July. 2012

Guan-Ju Peng; Wen-Liang Hwang; Sao-Jie Chen: "Rate-allocation for spatially scalable video coding," IEEE International Symposium on Image and Signal Processing and Analysis (ISPA), pp.367-372, 4-6 Sept. 2011

Cho-Chun Cheng; Guan-Ju Peng; Wen-Liang Hwang: "Distortion estimation and bit allocation for MCTF based 3-D wavelet video coding," IEEE International Conference on  Image Processing (ICIP),  pp.2844-2847, 12-15 Oct. 2008

Book Chapter

Guan-Ju Peng, Wen-Liang Hwang: Optimal Bit-Allocation for Wavelet Scalable Video Coding with User Preference. Advanced Video Coding for Next-Generation Multimedia Services, Intech, ISBN 978-953-51-0929-7, (2013)