Kathryn Hess Bellwald

Professeure ordinaire
kathryn.hess@epfl.ch +41 21 693 42 45 http://hessbellwald-lab.epfl.ch
Nationalité: Swiss
EPFL SV BMI UPHESS
MA B3 454 (Bâtiment MA)
Station 8
CH-1015 Lausanne
+41 21 693 42 45
+41 21 693 79 22
Local:
MA B3 454
EPFL
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SV
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BMI
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UPHESS
Web site: Site web: https://hessbellwald-lab.epfl.ch
EPFL AVP-SAO GE
CE 1 631 (Centre Est)
Station 1
CH-1015 Lausanne
+41 21 693 42 45
Local:
CE 1 631
EPFL
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VPA
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VPA-AVP-SAO
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AVP-SAO
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AVP-SAO-GE
CH-1015 Lausanne
+41 21 693 42 45
EPFL
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SB
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MATH
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MATH-DIV
Web site: Site web: https://math.epfl.ch/
Domaines de compétences
Applications de la topologie algébrique en informatique, en neuroscience, en biologie du cancer et en génie chimique
Biographie
Kathryn Hess Bellwald received her PhD from MIT in 1989 and held positions at the universities of Stockholm, Nice, and Toronto before moving to the EPFL.Her research focuses on algebraic topology and its applications, primarily in the life sciences, but also in materials science. She has published extensively on topics in pure algebraic topology including homotopy theory, operad theory, and algebraic K-theory. On the applied side, she has elaborated methods based on topological data analysis for high-throughput screening of nanoporous crystalline materials, classification and synthesis of neuron morphologies, and classification of neuronal network dynamics. She has also developed and applied innovative topological approaches to network theory, leading to a powerful, parameter-free mathematical framework relating the activity of a neural network to its underlying structure, both locally and globally.
In 2016 she was elected to Swiss Academy of Engineering Sciences and was named a fellow of the American Mathematical Society and a distinguished speaker of the European Mathematical Society in 2017. In 2021 she gave an invited Public Lecture at the European Congress of Mathematicians. She has won several teaching prizes at EPFL, including the Crédit Suisse teaching prize and the Polysphère d’Or.
Publications
Publications Infoscience
Infoscience
Overcritical Current Resistivity of YBCO-Coated Conductors Through Combination of PCM and Finite-Element Analysis
Ieee Transactions On Applied Superconductivity. 2019-08-01. DOI : 10.1109/TASC.2019.2902038.Distributed machine learning in networks by consensus
Neurocomputing. 2014. DOI : 10.1016/j.neucom.2012.12.055.Multistable randomly switching oscillators: The odds of meeting a ghost
European Physical Journal-Special Topics. 2013. DOI : 10.1140/epjst/e2013-02032-9.Modelling of 2G HTS Coated Conductors for Fault Current Limiter Applications
Lausanne, EPFL, 2013. DOI : 10.5075/epfl-thesis-5916.Dynamics of Stochastically Blinking Systems. Part II: Asymptotic Properties
Siam Journal On Applied Dynamical Systems. 2013. DOI : 10.1137/120893410.Dynamics of Stochastically Blinking Systems. Part I: Finite Time Properties
Siam Journal On Applied Dynamical Systems. 2013. DOI : 10.1137/120893409.Evolution of source EEG synchronization in early Alzheimer's disease
Neurobiology Of Aging. 2013. DOI : 10.1016/j.neurobiolaging.2012.07.012.Stochastic fragments: A framework for the exact reduction of the stochastic semantics of rule-based models
International Journal of Software and Informatics. 2013.Topological Measure Locating the Effective Crossover between Segregation and Integration in a Modular Network
Physical Review Letters. 2012. DOI : 10.1103/PhysRevLett.108.228701.Multistability of twisted states in non-locally coupled Kuramoto-type models
Chaos. 2012. DOI : 10.1063/1.3677365.Effect of Network Architecture on Synchronization and Entrainment Properties of the Circadian Oscillations in the Suprachiasmatic Nucleus
Plos Computational Biology. 2012. DOI : 10.1371/journal.pcbi.1002419.Automatic Skill Acquisition in Reinforcement Learning Using Graph Centrality Measures
International Journal of Intelligent Data Analysis. 2012. DOI : 10.3233/IDA-2011-0513.Mesoscale and clusters of synchrony in networks of bursting neurons
Chaos. 2011. DOI : 10.1063/1.3563581.Efficient characterization of high-dimensional parameter spaces for systems biology
Bmc Systems Biology. 2011. DOI : 10.1186/1752-0509-5-142.Deterministic characterization of phase noise in biomolecular oscillators
Physical Biology. 2011. DOI : 10.1088/1478-3975/8/5/055008.Distributed Dynamics on Networks and their Applications in Network Communities, Sensor Networks and EEG's
Lausanne, EPFL, 2011. DOI : 10.5075/epfl-thesis-5055.Definitive Consensus for Distributed Data Inference
Lausanne, EPFL, 2011. DOI : 10.5075/epfl-thesis-5026.A lower bound for algebraic connectivity based on the connection-graph-stability method
Linear Algebra and Its Applications. 2011. DOI : 10.1016/j.laa.2010.12.019.Rational design of robust biomolecular circuits: from specification to parameters
Design and Analysis of Bio-Molecular Circuits; New York: Springer, 2011. p. 253-279.Network community-detection enhancement by proper weighting
Physical Review E. 2011. DOI : 10.1103/PhysRevE.83.046104.Information Processing and Structure of Dynamical Networks
Lausanne, EPFL, 2011. DOI : 10.5075/epfl-thesis-4976.Training Distributed Neural Networks by Consensus
2011. Distributed machine learning and sparse representation with massive data sets, Sydney, Australia, 18-20, 2011.Stochastic Semantics of Signaling as a Composition of Agent-view Automata
2011. SASB 2010, Perpignon, France, September , 2010. p. 3-17. DOI : 10.1016/j.entcs.2011.04.002.Guaranteed and randomized methods for stability analysis of uncertain metabolic networks
2011. Bernoulli Workshop Advances in the Theory of Control, Signals and Systems, with Physical Modelling, Lausanne, 2009. p. 297-307. DOI : 10.1007/978-3-642-16135-3_24.Nonlinear Circuit Analysis using Multivariate Volterra Operators
IEEE Transactions on Circuits and Systems II. 2011.Fire Detection and Localization Using Wireless Sensor Networks
2010. 1st International Conference on Sensor Applications, Experimentation, and Logistics, Athens, GREECE, Sep 25, 2009. p. 16-26. DOI : 10.1007/978-3-642-11870-8_2.Attenuated asymmetry of functional connectivity in schizophrenia: A high-resolution EEG study
Psychophysiology. 2010. DOI : 10.1111/j.1469-8986.2009.00971.x.Stochastic Simulations in Systems Biology
Handbook of Research on Computational Science and Engineering: Theory and Practice; IGI Global, 2010.Positive feedbacks contribute to the robustness of the cell cycle with respect to molecular noise
Lecture Notes in Control and Information Sciences. 2010. DOI : 10.1007/978-3-642-16135-3_23.Quantitative Analysis of Robustness in Systems Biology
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4907.A Weighting Scheme for Enhancing Community Detection in Networks
2010. ICC 2010 - 2010 IEEE International Conference on Communications, Cape Town, South Africa, 23-27 05 2010. p. 1-4. DOI : 10.1109/ICC.2010.5502187.Automatic skill acquisition in Reinforcement Learning using connection graph stability centrality
2010. ISCAS 2010, Paris, France, May 30 2010-June 2 2010 . p. 697-700. DOI : 10.1109/ISCAS.2010.5537485.Community detection enhancement in networks using proper weighting and partial synchronization
2010. ISCAS 2010, Paris, France, May 30 2010-June 2 2010 . p. 3777-3780. DOI : 10.1109/ISCAS.2010.5537733.Information Processing in Complex Networks
IEEE Circuits and Systems Magazine. 2010. DOI : 10.1109/MCAS.2010.937881.Markov Chain Modeling And Analysis Of Complicated Phenomena In Coupled Chaotic Oscillators
Journal of Circuits, Systems, and Computers. 2010. DOI : 10.1142/S0218126610006451.Combining model reductions
2010. 26th Conference on the Mathematical Foundations of Programming Semantics (MFPS 2010), Ottawa, Ontario, Canada, 6-10 May 2010. p. 73-96. DOI : 10.1016/j.entcs.2010.08.006.Lumpability Abstractions of Rule-based Systems
2010. MeCBIC. DOI : 10.4204/EPTCS.40.10.Modeling and Characterization of Coated Conductors Applied to the Design of Superconducting Fault Current Limiters
Lausanne, EPFL, 2010. DOI : 10.5075/epfl-thesis-4721.Maximal Reduction of ODE Semantics of Rule-based Models: Syntax-Independent Setup
2010. International Workshop on Computational Systems Biology, Luxembourg, June 16-18.Stochastic Semantics of Signaling as a Composition of Agent-view Automata
2010. International Workshop on Computational Systems Biology, Luxembourg, June 16-18.Multiple feedback loops in circadian cycles: robustness and entrainment as selection criteria
2010. International Workshop on Computational Systems Biology, Luxembourg, June 16-18.Probability metrics to calibrate stochastic chemical kinetics
2010. 2010 IEEE International Symposium on Circuits and Systems, Paris, May 30 - June 2, 2010. p. 541-544. DOI : 10.1109/ISCAS.2010.5537549.Reservoir optimization in recurrent neural networks using properties of Kronecker product
Logic Journal of IGPL. 2010. DOI : 10.1093/jigpal/jzp044.Topography of EEG multivariate phase synchronization in early Alzheimer's disease
Neurobiology of Aging. 2010. DOI : 10.1016/j.neurobiolaging.2008.07.019.Evolution amplified processing with temporally dispersed slow neuronal connectivity in primates
Proceedings Of The National Academy Of Sciences Of The United States Of America. 2009. DOI : 10.1073/pnas.0907655106.Evolution of Feedback Loops in Oscillatory Systems
2009. 3rd International Conference on Foundations of Systems Biology in Engineering (FOSBE), Denver, CO, August 9-12, 2009.Semantic Vector Machines
2009Forest fire localization using a distributed consensus algorithm in wireless sensor networks
2009. International Workshop on Nonlinear Theoretic Approach to Ambient Network, Sapporo, Japan.Comment on Rewiring networks for synchronization
Journal of Chaos: An Interdisciplinary Journal of Nonlinear Science. 2009. DOI : 10.1063/1.3130929.Synchronizability of dynamical networks: different measures and coincidence
International Journal of Nonlinear Sciences & Numerical Simulation. 2009.Evolution of feedback loops in oscillatory systems
2009. Foundations of Systems Biology in Engineering, Denver, August 9-12, 2009.'Glocal' Robustness Analysis and Model Discrimination for Circadian Oscillators
PLoS Computational Biology. 2009. DOI : 10.1371/journal.pcbi.1000534.A game-theoretical model of deforestation in human-environment relationships
Journal of Theoretical Biology. 2009. DOI : 10.1016/j.jtbi.2009.01.005.Early consensus in complex networks under variable graph topology
2009. European conference on circuit theory and design 2009 (ECCTD 2009), Antalya, Turkey, Aug. 23-27, 2009. p. 575-578. DOI : 10.1109/ECCTD.2009.5275055.Forest fire localization using distributed algorithms in wireless sensor networks
2009. Progress in Electromagnetics Research Symposium (PIERS 22009), Moscow, Aug. 18-21, 2009. p. 452-455.Multiple task learning in recurrent neural networks using layered reservoirs
2009. 17-th International Workshop on Nonlinear Dynamics of Electronic Systems (NDES 2009), Rapperswil, Switzerland, June 21-24, 2009. p. 62-65.Frequency synchronization in a random oscillator network
2009. 17-th International Workshop on Nonlinear Dynamics of Electronic Systems (NDES 2009), Rapperswil, Switzerland, June 21-24, 2009. p. 196-198.Nonlinear Average Consensus
2009. International Symposium on Nonlinear Theory and its Applications, Hokaido, Sapporo, October 18-21, 2009. p. 10-13.Assessment of the Computational Performances of the Semi-Analytical Method (SAM) for Computing 2-D Current distributions in Superconductors
IEEE transactions on applied superconductivity. 2009. DOI : 10.1109/TASC.2009.2019582.Numerical studies of the quench propagation in coated conductors for Fault Current Limiters
IEEE transactions on applied superconductivity. 2009. DOI : 10.1109/TASC.2009.2019600.Quench propagation in coated conductors for fault current limiters
Physica C: Superconductivity and its applications. 2009. DOI : 10.1016/j.physc.2009.05.066.A statistical analysis of receptor clustering using random graphs
2009. International Workshop on Computational Systems Biology, Aarhus, Denmark, June 10-12.Low-Density Codes Based on Chaotic Systems for Low-Density Codes Based on Chaotic Systems for Simple Encoding
IEEE Transactions on Circuits and Systems, part I. 2009. DOI : 10.1109/TCSI.2008.2008433.Turbo-Like Structures for Chaos Encoding and Decoding
IEEE Transactions in Communications. 2009. DOI : 10.1109/TCOMM.2009.03.060520.Motifs, algebraic connectivity and computational performance of two data- based cortical circuit templates
2009. International Workshop on Computational Systems Biology, Aarhus, Denmark, June 10-12. p. 4.Semi-quantitative stability analysis constrains saturation levels in metabolic networks
2009. International Workshop on Computational Systems Biology, Aarhus, Denmark, June 10-12, 2009.Rule-based modeling for protein-protein interaction networks - the cyanobacterial circadian clock as a case study
2009. International Workshop on Computational Systems Biology, Aarhus, Denmark, June 10-12, 2009.Robustness and evolution in oscillatory systems with feedback loops
2009. Third International Conference on Foundations of Systems Biology in Engineering, Denver, USA, August 9-12, 2009.Analysis and Design of Biological Circuits and Systems
2009. 2009 IEEE International Symposium on Circuits and Systems, Taipei, Taiwan, May 24-27, 2009. DOI : 10.1109/ISCAS.2009.5117744.A Local Nonlinear Model for the Approximation and Identification of a Class of Systems
IEEE Transactions on Circuits and Systems Part 2 Express Briefs. 2009. DOI : 10.1109/TCSII.2009.2015383.Network inference by combining biologically motivated regulatory constraints with penalized regression
Annals of New York Academy of Sciences. 2009. DOI : 10.1111/j.1749-6632.2008.03751.x.Rumor Spreading in LiveJournal
2008Identifying system structure from controlled steady-state responses
Physical Review E. 2008. DOI : 10.1103/PhysRevE.78.017201.A novel approach for the analysis of synchronization in multivariate EEG time series
2008. 14th World Congress of Psychophysiology the Olympics of the Brain, St Petersburg, RUSSIA, Sep 08-13, 2008. p. 201-202. DOI : 10.1016/j.ijpsycho.2008.05.550.The Hindmarsh-Rose neuron model: Bifurcation analysis and piecewise-linear approximations
Chaos. 2008. DOI : 10.1063/1.2975967.Requirements documentation of a controlled complex motion system
2008. AMC '08. 10th IEEE International Workshop on Advanced Motion Control, Trento, March 26-28, 2008. p. 200-205. DOI : 10.1109/AMC.2008.4516066.Predicting single spikes and spike patterns with the Hindmarsh–Rose model
Biological Cybernetics. 2008. DOI : 10.1007/s00422-008-0260-y.Motor intention in the posterior parietal cortex
Lausanne, EPFL, 2008. DOI : 10.5075/epfl-thesis-4253.Efficient rewirings for enhancing synchronizability of dynamical networks
Chaos. 2008. DOI : 10.1063/1.2967738.Synchronization in dynamical networks
Lausanne, EPFL, 2008. DOI : 10.5075/epfl-thesis-4214.Estimation of the depth of anaesthesia from interacting physiological oscillators
Lausanne, EPFL, 2008. DOI : 10.5075/epfl-thesis-4197.Alpha rhythm and hypofrontality in schizophrenia
Acta Psychiatrica Scandinavica. 2008. DOI : 10.1111/j.1600-0447.2008.01227.x.Enhancing synchronizability of weighted dynamical networks using betweenness centrality
Physical Review E. 2008. DOI : 10.1103/PhysRevE.78.016105.Reducing Synchronization Cost in Weighted Dynamical Networks Using Betweenness Centrality Measures
2008. IEEE ISCAS 2008, Seattle, WA, May 18-21, 2008. p. 2522-2525. DOI : 10.1109/ISCAS.2008.4541969.Reservoir Optimization in Recurrent Neural Networks using Kronecker Kernels
2008. IEEE ISCAS 2008, Seattle, WA, May 18-21, 2008. p. 868-871. DOI : 10.1109/ISCAS.2008.4541556.Mixed-domain system representation using Volterra series
2008. IEEE ISCAS 2008, Seattle, WA, May 18-21, 2008. p. 572-575. DOI : 10.1109/ISCAS.2008.4541482.Estimating interdependences in networks of weakly coupled deterministic systems
Physical Review E. 2008. DOI : 10.1103/PhysRevE.77.026711.Magneto-thermal finite element modeling of 2nd generation HTS for FCL design purposes
2008. 8th European Conference on Applied Superconductivity, Brussels, Belgium, 16-20 September 2007. DOI : 10.1088/1742-6596/97/1/012286.Digitally Enhanced Analog Circuits: System Aspects
2008. Seattle, USA. p. 560-563. DOI : 10.1109/ISCAS.2008.4541479.Minimum Mean-Square Error Equalization for Second-Order Volterra Systems
IEEE Transactions on Signal Processing. 2008. DOI : 10.1109/TSP.2008.928167.Evaluation of two commercial finite element packages for calculating AC losses in 2-D high temperature superconducting strips
Journal of Physics: Conference Series. 2008. DOI : 10.1088/1742-6596/97/1/012030.Magneto-Thermal Modeling of Second-Generation HTS for Resistive Fault Current Limiter Design Purposes
IEEE Transactions on Applied Superconductivity. 2008. DOI : 10.1109/TASC.2008.917576.Nonlinear dynamics of cardiovascular aging
Lancaster University, 2007.2D Magneto-Thermal Modeling of Coated High-Temperature Superconductors
2007. European COMSOL Conference 2007, Grenoble, France, 23-24 October 2007. p. 273-277.A Novel Interhemispheric Interaction: Modulation of Neuronal Cooperativity in the Visual Areas
PLoS ONE. 2007. DOI : 10.1371/journal.pone.0001287.A Forward Model of Optic Flow for Detecting External Forces
2007. International Robots and Systems, San Diego, October 2007. DOI : 10.1109/IROS.2007.4399014.Dysconnection Topography in Schizophrenia Revealed with State-Space Analysis of EEG
PLoS ONE. 2007. DOI : 10.1371/journal.pone.0001059.On the Projection Dynamic for Selfish Routing
2007. Dresden, Germany.A Low-Rate Identification Method for Digital Predistorters Based on Volterra Kernel Interpolation
Analog Integrated Circuits and Signal Processing. 2007. DOI : 10.1007/s10470-007-9074-4.An Adaptive Cellular Nonlinear Network and its Application
2007. Vancouver, Canada. p. 15-18.Enseignement & Phd
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Mathematics
Life Sciences Engineering