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Shizhong Liao
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Publications
- 2020
- [j20]Yong Liu, Shizhong Liao, Shali Jiang, Lizhong Ding, Hailun Lin, Weiping Wang:
Fast Cross-Validation for Kernel-Based Algorithms. IEEE Trans. Pattern Anal. Mach. Intell. 42(5): 1083-1096 (2020) - [j19]Lizhong Ding, Shizhong Liao, Yong Liu, Li Liu, Fan Zhu, Yazhou Yao, Ling Shao, Xin Gao:
Approximate Kernel Selection via Matrix Approximation. IEEE Trans. Neural Networks Learn. Syst. 31(11): 4881-4891 (2020) - 2019
- [c46]Lizhong Ding, Zhi Liu, Yu Li, Shizhong Liao, Yong Liu, Peng Yang, Ge Yu, Ling Shao, Xin Gao:
Linear Kernel Tests via Empirical Likelihood for High-Dimensional Data. AAAI 2019: 3454-3461 - [c45]Lizhong Ding, Yong Liu, Shizhong Liao, Yu Li, Peng Yang, Yijie Pan, Chao Huang, Ling Shao, Xin Gao:
Approximate Kernel Selection with Strong Approximate Consistency. AAAI 2019: 3462-3469 - 2018
- [c39]Lizhong Ding, Shizhong Liao, Yong Liu, Peng Yang, Xin Gao:
Randomized Kernel Selection With Spectra of Multilevel Circulant Matrices. AAAI 2018: 2910-2917 - [c36]Yong Liu, Hailun Lin, Lizhong Ding, Weiping Wang, Shizhong Liao:
Fast Cross-Validation. IJCAI 2018: 2497-2503 - 2017
- [j15]Jiangang Wu, Lizhong Ding, Shizhong Liao:
Predictive Nyström method for kernel methods. Neurocomputing 234: 116-125 (2017) - [j11]Lizhong Ding, Shizhong Liao:
An Approximate Approach to Automatic Kernel Selection. IEEE Trans. Cybern. 47(3): 554-565 (2017) - 2014
- [c24]Lizhong Ding, Shizhong Liao:
Model Selection with the Covering Number of the Ball of RKHS. CIKM 2014: 1159-1168 - [c20]Lizhong Ding, Shizhong Liao:
Approximate Consistency: Towards Foundations of Approximate Kernel Selection. ECML/PKDD (1) 2014: 354-369 - 2012
- [j2]Chenhao Yang, Lizhong Ding, Shizhong Liao:
Parameter Tuning via Kernel Matrix Approximation for Support Vector Machine. J. Comput. 7(8): 2047-2054 (2012) - [c15]Lizhong Ding, Shizhong Liao:
Nyström Approximate Model Selection for LSSVM. PAKDD (1) 2012: 282-293 - 2011
- [c11]Lizhong Ding, Shizhong Liao:
Approximate Model Selection for Large Scale LSSVM. ACML 2011: 165-180 - 2010
- [j1]Lei Jia, Shizhong Liao, Li-Zhong Ding:
Learning with Uncertain Kernel Matrix Set. J. Comput. Sci. Technol. 25(4): 709-727 (2010)
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