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An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications Journal article
Cao, Rujian, Zhao, Zhongyu, Un, Ka Fai, Yu, Wei Han, Martins, Rui P., Mak, Pui In. An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications[J]. IEEE Transactions on Circuits and Systems II-Express Briefs, 2024, 71(11), 4688-4692.
Authors:  Cao, Rujian;  Zhao, Zhongyu;  Un, Ka Fai;  Yu, Wei Han;  Martins, Rui P.; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:4.0/3.7 | Submit date：2024/10/10
Sparse Matrices  Computational Modeling  Transformers  Hardware  Energy Efficiency  Circuits  Throughput  Dataflow  Digital Accelerator  Energy-efficient  Field-programmable Gate Array (Fpga)  Sparsity  Transformer  
Bayesian sparse grid (BSG) approach for information salvage in reliability assessment of deteriorating structures Journal article
Li, Long, Xu, Jun, Kuok, Sin Chi. Bayesian sparse grid (BSG) approach for information salvage in reliability assessment of deteriorating structures[J]. Reliability Engineering and System Safety, 2024, 251, 110329.
Authors:  Li, Long;  Xu, Jun;  Kuok, Sin Chi
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:9.4/8.1 | Submit date：2024/08/05
Bayesian Inference  Deteriorating Structures  Information Salvage  Sparse Grid  Time-varying Reliability  
Adaptive spectrum amplitude modulation method for rolling bearing fault frequency determination Journal article
Tu, Zhaoyu, Luo, Zeyu, Li, Menghui, Wang, Jun, Yang, Zhi Xin, Wang, Xianbo. Adaptive spectrum amplitude modulation method for rolling bearing fault frequency determination[J]. Measurement Science and Technology, 2024, 35(11), 116108.
Authors:  Tu, Zhaoyu;  Luo, Zeyu;  Li, Menghui;  Wang, Jun;  Yang, Zhi Xin; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:2.7/2.4 | Submit date：2024/09/03
Adaptive Filter  Fault Frequency Determination  Magnitude Order  Sparse Stacked Autoencoder  Spectral Amplitude Modulation  
Fusion of sparse non-co-located measurements from multiple sources for geotechnical site investigation Journal article
Guan, Zheng, Wang, Yu, Phoon, Kok Kwang. Fusion of sparse non-co-located measurements from multiple sources for geotechnical site investigation[J]. Canadian Geotechnical Journal, 2024, 61(8), 1574-1592.
Authors:  Guan, Zheng;  Wang, Yu;  Phoon, Kok Kwang
Favorite | TC[WOS]:4 TC[Scopus]:3  IF:3.0/3.9 | Submit date：2024/09/03
Compressive Sampling  Data Fusion  Geotechnical Site Characterization  Joint Representation  Sparse Data  
Raptor-T: A Fused and Memory-Efficient Sparse Transformer for Long and Variable-Length Sequences Journal article
Wang, Hulin, Yang, Donglin, Xia, Yaqi, Zhang, Zheng, Wang, Qigang, Fan, Jianping, Zhou, Xiaobo, Cheng, Dazhao. Raptor-T: A Fused and Memory-Efficient Sparse Transformer for Long and Variable-Length Sequences[J]. IEEE TRANSACTIONS ON COMPUTERS, 2024, 73(7), 1852-1865.
Authors:  Wang, Hulin;  Yang, Donglin;  Xia, Yaqi;  Zhang, Zheng;  Wang, Qigang; et al.
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:3.6/3.2 | Submit date：2024/05/16
Sparse Transformer  Inference Acceleration  Gpu  Deep Learning  Memory Optimization  Resource Management  
A Deep High-Order Tensor Sparse Representation for Hyperspectral Image Classification Journal article
Cheng, Chunbo, Zhang, Liming, Li, Hong, Cui, Wenjing, Gao, Junbin, Cun, Yuxiao. A Deep High-Order Tensor Sparse Representation for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62, 5521416.
Authors:  Cheng, Chunbo;  Zhang, Liming;  Li, Hong;  Cui, Wenjing;  Gao, Junbin; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.5/7.6 | Submit date：2024/08/05
Convolutional Neural Network (Cnn)  Deep High-order Tensor Sparse Representation (Sr)  Deep Learning  Graph-based Learning (Gsl)  Hyperspectral Image (Hsi) Classification  
Learning to segment complex vessel-like structures with spectral transformer[Formula presented] Journal article
Liu, Huajun, Yang, Jing, Wang, Shidong, Kong, Hui, Chen, Qiang, Zhang, Haofeng. Learning to segment complex vessel-like structures with spectral transformer[Formula presented][J]. Expert Systems with Applications, 2024, 243, 122851.
Authors:  Liu, Huajun;  Yang, Jing;  Wang, Shidong;  Kong, Hui;  Chen, Qiang; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.5/7.6 | Submit date：2024/05/16
Complex Structures Segmentation  Sparse Spectral Neural Operator  Spectral Transformer  
Multilayer Stacked Evolving Fuzzy System Combined With Compressed Representation Learning Journal article
Huang, Hui, Rong, Hai Jun, Yang, Zhao Xu, Vong, Chi Man. Multilayer Stacked Evolving Fuzzy System Combined With Compressed Representation Learning[J]. IEEE Transactions on Fuzzy Systems, 2024, 32(4), 2223-2234.
Authors:  Huang, Hui;  Rong, Hai Jun;  Yang, Zhao Xu;  Vong, Chi Man
Favorite | TC[WOS]:2 TC[Scopus]:2  IF:10.7/9.7 | Submit date：2024/05/02
Evolving Fuzzy System (Efs)  Representation Learning  Stacked Autoencoder  Very Sparse Random Projection  
The sparse representation related with fractional heat equations Journal article
Qu, Wei, Qian, Tao, Leong, Ieng Tak, Li, Pengtao. The sparse representation related with fractional heat equations[J]. Acta Mathematica Scientia, 2024, 44(2), 567-582.
Authors:  Qu, Wei;  Qian, Tao;  Leong, Ieng Tak;  Li, Pengtao
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:1.2/1.1 | Submit date：2024/04/02
Approximation To The Identity  Reproducing Kernel Hilbert Space  Dictionary  Sparse Representation  Fractional Heat Equations  
Linear Regression Problem Relaxations Solved by Nonconvex ADMM with Convergence Analysis Journal article
Zhang,Hengmin, Gao,Junbin, Qian,Jianjun, Yang,Jian, Xu,Chunyan, Zhang,Bob. Linear Regression Problem Relaxations Solved by Nonconvex ADMM with Convergence Analysis[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(2), 828 - 838.
Authors:  Zhang,Hengmin;  Gao,Junbin;  Qian,Jianjun;  Yang,Jian;  Xu,Chunyan; et al.
Favorite | TC[WOS]:10 TC[Scopus]:7  IF:8.3/7.1 | Submit date：2023/08/03
Convergence  Global Convergence Analysis  Kurdyka-łojasiewicz (Kł) Property  Linear Programming  Linear Regression  Minimization  Nonconvex Admm  Nonconvex Composite Problem  Nonsmooth Con-vex Function  Optimization  Sparse Matrices  Task Analysis