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Deep Probabilistic Time Series Forecasting using Augmented Recurrent Input for Dynamic Systems


Jun 03, 2021
Haitao Liu, Changjun Liu, Xiaomo Jiang, Xudong Chen, Shuhua Yang, Xiaofang Wang

* 25 pages, 7 figures, 4 tables, preprint under review 

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Statistical patterns of word frequency suggesting the probabilistic nature of human languages


Dec 01, 2020
Shuiyuan Yu, Chunshan Xu, Haitao Liu


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Modulating Scalable Gaussian Processes for Expressive Statistical Learning


Aug 29, 2020
Haitao Liu, Yew-Soon Ong, Xiaomo Jiang, Xiaofang Wang

* 31 pages, 9 figures, 4 tables, preprint under review 

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Deep Latent-Variable Kernel Learning


May 18, 2020
Haitao Liu, Yew-Soon Ong, Xiaomo Jiang, Xiaofang Wang

* 12 pages, 8 figures, preprint under review 

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Scalable Gaussian Process Classification with Additive Noise for Various Likelihoods


Sep 14, 2019
Haitao Liu, Yew-Soon Ong, Ziwei Yu, Jianfei Cai, Xiaobo Shen

* 11 pages, 5 figures, preprint under review 

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Anomaly Detection via Graphical Lasso


Nov 10, 2018
Haitao Liu, Randy C. Paffenroth, Jian Zou, Chong Zhou


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Large-scale Heteroscedastic Regression via Gaussian Process


Nov 03, 2018
Haitao Liu, Yew-Soon Ong, Jianfei Cai

* 13 pages, 13 figures 

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Understanding and Comparing Scalable Gaussian Process Regression for Big Data


Nov 03, 2018
Haitao Liu, Jianfei Cai, Yew-Soon Ong, Yi Wang

* 25 pages, 15 figures, preprint submitted to KBS 

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Zipf's law in 50 languages: its structural pattern, linguistic interpretation, and cognitive motivation


Jul 05, 2018
Shuiyuan Yu, Chunshan Xu, Haitao Liu

* 18 pages, 3 figures 

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When Gaussian Process Meets Big Data: A Review of Scalable GPs


Jul 03, 2018
Haitao Liu, Yew-Soon Ong, Xiaobo Shen, Jianfei Cai


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Generalized Robust Bayesian Committee Machine for Large-scale Gaussian Process Regression


Jun 03, 2018
Haitao Liu, Jianfei Cai, Yi Wang, Yew-Soon Ong

* paper + supplementary material, appears in Proceedings of ICML 2018 

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The distribution of information content in English sentences


Sep 24, 2016
Shuiyuan Yu, Jin Cong, Junying Liang, Haitao Liu


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Existence of Hierarchies and Human's Pursuit of Top Hierarchy Lead to Power Law


Sep 24, 2016
Shuiyuan Yu, Junying Liang, Haitao Liu


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Dependency length minimization: Puzzles and Promises


Sep 15, 2015
Haitao Liu, Chunshan Xu, Junying Liang

* Glottometrics 2016, 33: 35 - 38 

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The influence of Chunking on Dependency Crossing and Distance


Sep 03, 2015
Qian Lu, Chunshan Xu, Haitao Liu

* 6 figures 

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The risks of mixing dependency lengths from sequences of different length


Sep 25, 2014
Ramon Ferrer-i-Cancho, Haitao Liu

* Glottotheory 5 (2), 143-155 (2014) 
* Laguage and referencing has been improved; Eqs. 7, 11, B7 and B8 have been corrected 

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An Amendment of Fast Subspace Tracking Methods


Feb 24, 2012
Zhu Cheng, Zhan Wang, Haitao Liu, Majid Ahmadi

* 4 pages, 3 figures 

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