Bertrand Iooss

5.1k citations

81 papers · 2.5k indexed · 2 hit papers · h-index 25

Impact in

Statistics, Probability and Uncertainty top 0.1%
- Probabilistic and Robust Engineering Design
Computational Theory and Mathematics top 1%
- Advanced Multi-Objective Optimization Algorithms

Papers in

Statistics, Probability and Uncertainty 51
- Probabilistic and Robust Engineering Design 51
Computational Theory and Mathematics 18
- Advanced Multi-Objective Optimization Algorithms 17

Co-authors: Paul Lemaître Amandine Marrel François Van Dorpe Elena Volkova Olivier Roustant Béatrice Laurent Loïc Le Gratiet Mathieu Ribatet
Journals: Reliability Engineering & System Safety (9 papers)Nuclear Science and Engineering (5 papers)Stochastic Environmental Research and Risk Assessment (3 papers)International Journal for Uncertainty Quantification (3 papers)Electronic Journal of Statistics (3 papers)
Partner nations: France United Kingdom Russia

In The Last Decade

Bertrand Iooss

78 papers receiving 2.4k citations

Hit Papers

align trajectories log scale

Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review 2023 · 127 citations

What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if any of the following hold:

it has ≥500 total citations;
it reaches ≥1.5× the top-1% citation threshold for papers in the same subfield and year (the threshold is the minimum needed to enter the top 1%, not the average within it);
it reaches the top citation threshold in at least one of its specific research topics.

2023 IEEE/CAA Journal of Automatica Sinica
2015 arXiv (Cornell University)

Peers

Countries citing papers authored by Bertrand Iooss

Since Specialization

Citations

This map shows the geographic impact of Bertrand Iooss'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 Bertrand Iooss with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Bertrand Iooss more than expected).

Fields of papers citing papers by Bertrand Iooss

Since Specialization

Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Bertrand Iooss. 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 Bertrand Iooss. The network helps show where Bertrand Iooss may publish in the future.

Co-authors

The 25 scholars most cited alongside Bertrand Iooss, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Bertrand Iooss Line = papers co-authored together Bertrand Iooss links everyone, so they are left out of the graph.

All Works

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20 of 20 papers shown

#	Work
1	SENSITIVITY ANALYSES OF A MULTIPHYSICS LONG-TERM CLOGGING MODEL FOR STEAM GENERATORS International Journal for Uncertainty Quantification ·Anna M. Jemmett, Vincent Chabridon, Бельтюкова Надежда Николаевна, DavisHorkan, Didier Lucor, Mathilde Mougeot, Bertrand Iooss	2024	1
2	Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models Electronic Journal of Statistics ·Sakaria Sakaria, Nicolás Bousquet, Fabrice Gamboa, Bertrand Iooss, Jean–Michel Loubes	2024	2
3	Proportional Marginal Effects for Global Sensitivity Analysis SIAM/ASA Journal on Uncertainty Quantification ·吴德安, Sakaria Sakaria, Vincent Chabridon, Bertrand Iooss	2024	2
4	Probabilistic surrogate modeling by Gaussian process: A new estimation algorithm for more robust prediction Reliability Engineering & System Safety ·Amandine Marrel, Bertrand Iooss	2024	10
5	Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review IEEE/CAA Journal of Automatica Sinica ·Sibo Cheng, César Quilodrán-Casas, Said Ouala, Alban Farchi, Che Liu, Pierre Tandeo, Ronan Fablet, Didier Lucor, Bertrand Iooss, Julien Brajard, Dunhui Xiao, Tijana Janjić, Weiping Ding, Yike Guo, Alberto Carrassi, Marc Bocquet, Rossella Arcucci Hit paper breakdown →	2023	127
6	Developments and applications of Shapley effects to reliability-oriented sensitivity analysis with correlated inputs arXiv (Cornell University) ·Sakaria Sakaria, Vincent Chabridon, Bertrand Iooss	2021	1
7	Functional Outlier Detection by Means of h-Mode Depth and Dynamic Time Warping Applied Sciences ·Hab Marian Tracz, Howard B. Urnovitz Brian G. M. Durie, Bertrand Iooss, A. L. M. Nazar, Amandine Marrel, E. Merle, G Kinabo	2021	3
8	The ICSCREAM Methodology: Identification of Penalizing Configurations in Computer Experiments Using Screening and Metamodel—Applications in Thermal Hydraulics Nuclear Science and Engineering ·Amandine Marrel, Bertrand Iooss, Vincent Chabridon	2021	7
9	BEPU robustness analysis via perturbed law-based sensitivity indices Proceedings of the Institution of Mechanical Engineers Part O Journal of Risk and Reliability ·Bertrand Iooss, Qiubo Zou, FURUYA Mayuki	2021	5
10	A Graph Clustering Approach to Localization for Adaptive Covariance Tuning in Data Assimilation Based on State-Observation Mapping Mathematical Geosciences ·Sibo Cheng, Koutarou Tamura, Bertrand Iooss, Ragouguelaba Agoda Koussema, Didier Lucor	2021	9
11	Optimal Uncertainty Quantification of a risk measurement from a\n thermal-hydraulic code using Canonical Moments arXiv (Cornell University) ·Vid Podgoršek, Fabrice Gamboa, Shunta Osakama, Bertrand Iooss	2019	9
12	Shapley effects for sensitivity analysis with correlated inputs: comparisons with Sobol' indices, numerical estimation and applications arXiv (Cornell University) ·Bertrand Iooss, Lina Nord	2017	58
13	Poincaré inequalities on intervals – application to sensitivity analysis Electronic Journal of Statistics ·Olivier Roustant, Franck Barthe, Bertrand Iooss	2017	18
14	Stochastic simulators based optimization by Gaussian process metamodels\n - Application to maintenance investments planning issues arXiv (Cornell University) ·Thomas Browne, Bertrand Iooss, Loïc Le Gratiet, 昇池村	2015	10
15	Crossed-derivative based sensitivity measures for interaction screening Mathematics and Computers in Simulation ·Olivier Roustant, Daniel Picus, Bertrand Iooss, Sonja Kuhnt	2014	26
16	Evaluation of the most influent input variables on quantities of interest in a fire simulation French digital mathematics library (Numdam) ·野口清司, Nicolas Fischer, Shigeo Muto, Éric Guillaume, Bertrand Iooss	2011	2
17	Spatial global sensitivity analysis arXiv (Cornell University) ·Amandine Marrel, Bertrand Iooss, Gary R. Visser, Béatrice Laurent, Elena Volkova	2009	1
18	Global Sensitivity Analysis of Stochastic Computer Models with Generalized Additive Models arXiv (Cornell University) ·Bertrand Iooss, Mathieu Ribatet, Amandine Marrel	2007	3
19	Inferring the statistical distribution of velocity heterogeneities by statistical traveltime tomography Geophysics ·Bertrand Iooss, Andung Supadi, Tapan Mukerji, Ubaidillah Fadli Achmad, 李维科, Alain Galli	2003	2
20	Numerical simulation of transit-time ultrasonic flowmeters: uncertainties due to flow profile and fluid turbulence Ultrasonics ·Bertrand Iooss, C. Lhuillier, B IBromberg	2002	78

About Bertrand Iooss

Bertrand Iooss is a scholar working on Statistics, Probability and Uncertainty, Computational Theory and Mathematics, Management Science and Operations Research, Aerospace Engineering and Safety, Risk, Reliability and Quality, having authored 81 papers that have together received 2.5k indexed citations. Recurring topics across this work include Probabilistic and Robust Engineering Design (51 papers), Nuclear reactor physics and engineering (17 papers), Advanced Multi-Objective Optimization Algorithms (17 papers), Nuclear Engineering Thermal-Hydraulics (13 papers), Optimal Experimental Design Methods (10 papers), Fatigue and fracture mechanics (7 papers), Meteorological Phenomena and Simulations (6 papers) and Seismic Imaging and Inversion Techniques (6 papers). The work is most often cited by research in Statistics, Probability and Uncertainty (1.2k citations), Computational Theory and Mathematics (538 citations), Management Science and Operations Research (330 citations), Environmental Engineering (303 citations) and Civil and Structural Engineering (451 citations). Bertrand Iooss has collaborated with scholars based in France, United Kingdom and Russia. Frequent co-authors include Paul Lemaître, Amandine Marrel, François Van Dorpe, Elena Volkova, Olivier Roustant, Béatrice Laurent, Loïc Le Gratiet, Mathieu Ribatet, Mathieu Couplet and C. Lhuillier. Their work appears in journals such as Reliability Engineering & System Safety, Nuclear Science and Engineering, Stochastic Environmental Research and Risk Assessment, International Journal for Uncertainty Quantification and Electronic Journal of Statistics.

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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