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M

Markos A. Katsoulakis

university of massachusetts amherst

30H指数
172论文数
3.4K被引数
收录论文 42
发表时间
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PROFET predicts continuous gene expression dynamics from scRNA-seq data to elucidate heterogeneity of cancer treatment responsesPROFET通过单细胞RNA测序数据预测连续基因表达动态，以阐明癌症治疗反应的异质性
errCell Systems
IF7.7
err2026-08-28
err0
PREAI
errYu-Chen Cheng; Hyemin Gu; Thomas O. McDonald; Wenbo Wu; Shubham Tripathi; Cristina Guarducci; Douglas Russo; Daniel L. Abravanel; Madeline Bailey; Yue Wang; Yun Zhang; Yannis Pantazis; Herbert Levine; Rinath Jeselsohn; Markos A. Katsoulakis; Franziska Michor
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Robust generative learning with Lipschitz-regularized α-divergences allows minimal assumptions on target distributions使用Lipschitz正则化α-散度的鲁棒生成学习允许对目标分布做出最小假设
errINFORMATION AND INFERENCE-A JOURNAL OF THE IMA
IF1.6
err2025-12-01
err0
PREAI
errChen, Ziyu; Gu, Hyemin; Katsoulakis, Markos A.; Rey-Bellet, Luc; Zhu, Wei
err分享
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Nonlinear denoising score matching for enhanced learning of structured distributions非线性去噪分数匹配以增强结构化分布的学习
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-07-18
err0
errOAAI
errJeremiah Birrell; Markos A. Katsoulakis; Luc Rey-Bellet; Benjamin J. Zhang; Wei Zhu
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Cumulant GAN
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2023-11-01
err5
PREAI
errPantazis, Yannis; Paul, Dipjyoti; Fasoulakis, Michail; Stylianou, Yannis; Katsoulakis, Markos A.
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Mutual information for explainable deep learning of multiscale systems多尺度系统可解释深度学习的互信息
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2021-11-01
err10
errOAAI
errTaverniers, Soren; Hall, Eric J.; Katsoulakis, Markos A.; Tartakovsky, Daniel M.
err分享
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Uncertainty Quantification and Error Propagation in the Enthalpy and Entropy of Surface Reactions Arising from a Single DFT Functional
errJOURNAL OF PHYSICAL CHEMISTRY C
IF3.2
err2021-08-11
err11
errOAAI
errWittreich, Gerhard R.; Gu, Geun Ho; Robinson, Daniel J.; Katsoulakis, Markos A.; Vlachos, Dionisios G.
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GINNs: Graph-Informed Neural Networks for multiscale physics
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2021-05-01
err25
errOAAI
errHall, Eric J.; Taverniers, Soren; Katsoulakis, Markos A.; Tartakovsky, Daniel M.
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Explainable and trustworthy artificial intelligence for correctable modeling in chemical sciences
errSCIENCE ADVANCES
IF12.5
err2020-10-16
err38
errOAAI
errFeng, Jinchao; Lansford, Joshua L.; Katsoulakis, Markos A.; Vlachos, Dionisios G.
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Data-driven, variational model reduction of high-dimensional reaction networks
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2020-01-01
err12
errOAAI
errKatsoulakis, Markos A.; Vilanova, Pedro
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Causality and Bayesian Network PDEs for multiscale representations of porous media
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2019-10-01
err12
errOAAI
errUm, Kimoon; Hall, Eric J.; Katsoulakis, Markos A.; Tartakovsky, Daniel M.
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ISAP-MATLAB Package for Sensitivity Analysis of High-Dimensional Stochastic Chemical Networks
errJOURNAL OF STATISTICAL SOFTWARE
IF8.1
err2018-01-01
err1
errOAAI
errHu, Weilong; Pantazis, Yannis; Katsoulakis, Markos A.
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Special Issue: Predictive multiscale materials modeling特刊: 预测性多尺度材料建模
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2017-06-01
err2
errOAAI
errKatsoulakis, M. A.; Zabaras, N.
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Scalable information inequalities for uncertainty quantification
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2017-05-01
err15
errOAAI
errKatsoulakis, Markos A.; Rey-Bellet, Luc; Wang, Jie
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Information criteria for quantifying loss of reversibility in parallelized KMC
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2017-01-01
err2
errOAAI
errGourgoulias, Konstantinos; Katsoulakis, Markos A.; Rey-Bellet, Luc
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Uncertainty quantification for generalized Langevin dynamics广义Langevin动力学的不确定性量化
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2016-12-15
err10
errOAAI
errHall, Eric J.; Katsoulakis, Markos A.; Rey-Bellet, Luc
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Path-space variational inference for non-equilibrium coarse-grained systems
errJOURNAL OF COMPUTATIONAL PHYSICS
IF3.8
err2016-06-01
err34
errOAAI
errHarmandaris, Vagelis; Kalligiannaki, Evangelia; Katsoulakis, Markos; Plechac, Petr
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Information metrics for improved traffic model fidelity through sensitivity analysis and data assimilation
errTRANSPORTATION RESEARCH PART B-METHODOLOGICAL
IF6.3
err2016-04-01
err5
errOAAI
errSopasakis, A.; Katsoulakis, M. A.
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Efficient estimators for likelihood ratio sensitivity indices of complex stochastic dynamics
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2016-03-11
err11
errOAAI
errArampatzis, Georgios; Katsoulakis, Markos A.; Rey-Bellet, Luc
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Effects of correlated parameters and uncertainty in electronic-structure-based chemical kinetic modelling
errNATURE CHEMISTRY
IF20.2
err2016-02-22
err151
PREAI
errSutton, Jonathan E.; Guo, Wei; Katsoulakis, Markos A.; Vlachos, Dionisios G.
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INFORMATION METRICS FOR LONG-TIME ERRORS IN SPLITTING SCHEMES FOR STOCHASTIC DYNAMICS AND PARALLEL KINETIC MONTE CARLO
errSIAM JOURNAL ON SCIENTIFIC COMPUTING
IF2.6
err2016-01-01
err4
PREAI
errGourgoulias, Konstantinos; Katsoulakis, Markos A.; Rey-Bellet, Luc
err分享
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研究方向

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合作学者
合作期刊
D
Dionisios G. Vlachos
H 指数: 109 · 论文数: 853
H
Herbert Levine
H 指数: 97 · 论文数: 850
M
Michael Tsapatsis
H 指数: 90 · 论文数: 521
A
Andrew J. Majda
H 指数: 87 · 论文数: 803
F
Franziska Michor
H 指数: 80 · 论文数: 593
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