Dongbin Xiu

16.5k total citations · 6 hit papers
116 papers, 11.6k citations indexed

About

Dongbin Xiu is a scholar working on Statistics, Probability and Uncertainty, Statistical and Nonlinear Physics and Environmental Engineering. According to data from OpenAlex, Dongbin Xiu has authored 116 papers receiving a total of 11.6k indexed citations (citations by other indexed papers that have themselves been cited), including 80 papers in Statistics, Probability and Uncertainty, 36 papers in Statistical and Nonlinear Physics and 28 papers in Environmental Engineering. Recurrent topics in Dongbin Xiu's work include Probabilistic and Robust Engineering Design (80 papers), Model Reduction and Neural Networks (30 papers) and Wind and Air Flow Studies (25 papers). Dongbin Xiu is often cited by papers focused on Probabilistic and Robust Engineering Design (80 papers), Model Reduction and Neural Networks (30 papers) and Wind and Air Flow Studies (25 papers). Dongbin Xiu collaborates with scholars based in United States, China and Australia. Dongbin Xiu's co-authors include George Em Karniadakis, Jan S. Hesthaven, Kailiang Wu, Youssef Marzouk, Daniel M. Tartakovsky, Akil Narayan, Jing Li, Tong Qin, John Jakeman and Yeonjong Shin and has published in prestigious journals such as Journal of Computational Physics, International Journal of Heat and Mass Transfer and Computer Methods in Applied Mechanics and Engineering.

In The Last Decade

Dongbin Xiu

109 papers receiving 11.0k citations

Hit Papers

5 papers align trajectories

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

The Wiener--Askey Polynomial Chaos for Stochastic Differential Equations

2002 3.5k citations Dongbin Xiu et al. SIAM Journal on Scientific Computing profile →
High-Order Collocation Methods for Differential Equations with Random Inputs

2005 1.1k citations Dongbin Xiu et al. SIAM Journal on Scientific Computing profile →
Modeling uncertainty in flow simulations via generalized polynomial chaos

2003 1.1k citations Dongbin Xiu et al. Journal of Computational Physics profile →
Numerical Methods for Stochastic Computations: A Spectral Method Approach

2010 793 citations Dongbin Xiu profile →
Fast numerical methods for stochastic computations: A review

2009 446 citations Dongbin Xiu Communications in Computational Physics profile →
Numerical Methods for Stochastic Computations

2010 410 citations Dongbin Xiu Princeton University Press eBooks profile →

Peers

Countries citing papers authored by Dongbin Xiu

Since Specialization

Citations

This map shows the geographic impact of Dongbin Xiu's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Dongbin Xiu with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Dongbin Xiu more than expected).

Fields of papers citing papers by Dongbin Xiu

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Dongbin Xiu. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Dongbin Xiu. The network helps show where Dongbin Xiu may publish in the future.

Co-authorship network of co-authors of Dongbin Xiu

This figure shows the co-authorship network connecting the top 25 collaborators of Dongbin Xiu. A scholar is included among the top collaborators of Dongbin Xiu based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Dongbin Xiu. Dongbin Xiu is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

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20 of 20 papers shown

#	Work	Indexed citations
1	A Training-Free Conditional Diffusion Model for Learning Stochastic Dynamical Systems 2025 ·SIAM Journal on Scientific Computing ·Yanfang Liu, Yuan Chen, Dongbin Xiu, Guannan Zhang	0
2	CHEBYSHEV FEATURE NEURAL NETWORK FOR ACCURATE FUNCTION APPROXIMATION 2025 ·(unknown), Yuan Chen, Dongbin Xiu	1
3	On Enforcing Nonnegativity in Polynomial Approximations in High Dimensions 2025 ·SIAM Journal on Scientific Computing ·Yuan Chen, Dongbin Xiu, Xiangxiong Zhang	1
4	UNRAVELING CONSUMER PURCHASE JOURNEY USING NEURAL NETWORK MODELS 2024 ·(unknown), H. Alice Li, Dongbin Xiu	0
5	Data-driven effective modeling of multiscale stochastic dynamical systems 2024 ·Yuan Chen, Dongbin Xiu	0
6	FLOW MAP LEARNING FOR UNKNOWN DYNAMICAL SYSTEMS: OVERVIEW, IMPLEMENTATION, AND BENCHMARKS 2023 ·(unknown), Dongbin Xiu	8
7	DNN modeling of partial differential equations with incomplete data 2023 ·Journal of Computational Physics ·(unknown), Yuan Chen, (unknown), Dongbin Xiu	3
8	A WENO-Based Stochastic Galerkin Scheme for Ideal MHD Equations with Random Inputs 2021 ·Communications in Computational Physics ·Kailiang Wu, Dongbin Xiu, Xinghui Zhong	8
9	Deep Neural Network Modeling of Unknown Partial Differential Equations in Nodal Space 2021 ·arXiv (Cornell University) ·Zhen Chen, (unknown), Kailiang Wu, Dongbin Xiu	33
10	Deep Learning of Biological Models from Data: Applications to ODE Models 2021 ·Bulletin of Mathematical Biology ·Wei‐Hung Su, Ching‐Shan Chou, Dongbin Xiu	9
11	A new method for an old topic: Efficient and reliable estimation of material bulk modulus 2019 ·Computational Materials Science ·Peng Wang, Yi Qin, (unknown), Guanjie Wang, Dongbin Xiu, Zhimei Sun	1
12	INTERACTIVE VISUALIZATION OF PROBABILITY AND CUMULATIVE DENSITY FUNCTIONS 2012 ·International Journal for Uncertainty Quantification ·Kristin Potter, Robert M. Kirby, Dongbin Xiu, Chris R. Johnson	19
13	FAST METHOD FOR HIGH-FREQUENCY ACOUSTIC SCATTERING FROM RANDOM SCATTERERS 2011 ·International Journal for Uncertainty Quantification ·Dongbin Xiu, (unknown), Lexing Ying	6
14	Numerical Methods for Stochastic Computations breakdown → 2010 ·Princeton University Press eBooks ·Dongbin Xiu	410
15	Fast numerical methods for stochastic computations: A review breakdown → 2009 ·Communications in Computational Physics ·Dongbin Xiu	446
16	Fast numerical methods for robust optimal design 2008 ·Engineering Optimization ·Dongbin Xiu	8
17	An efficient spectral method for acoustic scattering from rough surfaces 2007 ·Communications in Computational Physics ·Dongbin Xiu, Jie Shen	37
18	Efficient collocational approach for parametric uncertainty analysis 2007 ·Dongbin Xiu	229
19	Stochastic Markovian modeling of electrophysiology of ion channels: Reconstruction of standard deviations in macroscopic currents 2006 ·Journal of Theoretical Biology ·(unknown), Robert M. Kirby, Dongbin Xiu, Frank B. Sachse	13
20	Stochastic analysis of transport in tubes with rough walls 2006 ·Journal of Computational Physics ·Daniel M. Tartakovsky, Dongbin Xiu	70

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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