Hans-Georg Beyer

ORCID

Publication Activity (10 Years)

Years Active: 1992-2023
Publications (10 Years): 39

Top Venues

CoRR

IEEE Trans. Evol. Comput.

GECCO

Theor. Comput. Sci.

Hochschule für Architektur u. Bauwesen, Weimar, Germany (PHD)

Education History

Hochschule für Architektur u. Bauwesen, Weimar, Germany

PHD

Publications

Hans-Georg Beyer
What You Always Wanted to Know About Evolution Strategies, But Never Dared to Ask. GECCO Companion (2023)
Amir Omeradzic, Hans-Georg Beyer
Progress analysis of a multi-recombinative evolution strategy on the highly multimodal Rastrigin function. Theor. Comput. Sci. 978 (2023)
Amir Omeradzic, Hans-Georg Beyer
Convergence Properties of the (μ/μI, λ)-ES on the Rastrigin Function. FOGA (2023)
Lisa Schönenberger, Hans-Georg Beyer
On a Population Sizing Model for Evolution Strategies Optimizing the Highly Multimodal Rastrigin Function. GECCO (2023)
Amir Omeradzic, Hans-Georg Beyer
Progress Rate Analysis of Evolution Strategies on the Rastrigin Function: First Results. PPSN (2) (2022)
Patrick Spettel, Hans-Georg Beyer
On the Design of a Matrix Adaptation Evolution Strategy for Optimization on General Quadratic Manifolds. ACM Trans. Evol. Learn. Optim. 2 (3) (2022)
Michael Hellwig, Hans-Georg Beyer
Benchmarking ϵMAg-ES and BP-ϵMAg-ES on the bbob-constrained testbed. GECCO Companion (2022)
Patrick Spettel, Hans-Georg Beyer
A matrix adaptation evolution strategy for optimization on general quadratic manifolds. GECCO (2021)
Hans-Georg Beyer
Design principles for matrix adaptation evolution strategies. GECCO Companion (2020)
Patrick Spettel, Hans-Georg Beyer
Analysis of the $(\mu/\mu_{I}, \lambda)-\sigma$ -Self-Adaptation Evolution Strategy With Repair by Projection Applied to a Conically Constrained Problem. IEEE Trans. Evol. Comput. 24 (3) (2020)
Patrick Spettel, Hans-Georg Beyer
Matrix adaptation evolution strategies for optimization under nonlinear equality constraints. Swarm Evol. Comput. 54 (2020)
Hans-Georg Beyer
Errata: Convergence Analysis of Evolutionary Algorithms That Are Based on the Paradigm of Information Geometry. Evol. Comput. 28 (4) (2020)
Michael Hellwig, Hans-Georg Beyer
On the steady state analysis of covariance matrix self-adaptation evolution strategies on the noisy ellipsoid model. Theor. Comput. Sci. 832 (2020)
Michael Hellwig, Hans-Georg Beyer
A Modified Matrix Adaptation Evolution Strategy with Restarts for Constrained Real-World Problems. CEC (2020)
Patrick Spettel, Hans-Georg Beyer
Analysis of the (μ/μI, λ)-CSA-ES with Repair by Projection Applied to a Conically Constrained Problem. Evol. Comput. 28 (3) (2020)
Patrick Spettel, Hans-Georg Beyer, Michael Hellwig
Steady state analysis of a multi-recombinative meta-ES on a conically constrained problem with comparison to σSA and CSA. FOGA (2019)
Michael Hellwig, Hans-Georg Beyer
Benchmarking evolutionary algorithms for single objective real-valued constrained optimization - A critical review. Swarm Evol. Comput. 44 (2019)
Michael Hellwig, Hans-Georg Beyer
Analysis of a meta-ES on a conically constrained problem. GECCO (2019)
Patrick Spettel, Hans-Georg Beyer
A multi-recombinative active matrix adaptation evolution strategy for constrained optimization. Soft Comput. 23 (16) (2019)
Patrick Spettel, Hans-Georg Beyer
, λ)-CSA-ES with Repair by Projection Applied to a Conically Constrained Problem. CoRR (2019)
Patrick Spettel, Hans-Georg Beyer
-Self-Adaptation Evolution Strategy with repair by projection applied to a conically constrained problem. Theor. Comput. Sci. 785 (2019)
Michael Hellwig, Patrick Spettel, Hans-Georg Beyer
Comparison of contemporary evolutionary algorithms on the rotated Klee-Minty problem. GECCO (Companion) (2019)
Patrick Spettel, Hans-Georg Beyer, Michael Hellwig
A Covariance Matrix Self-Adaptation Evolution Strategy for Optimization Under Linear Constraints. IEEE Trans. Evol. Comput. 23 (3) (2019)
Ilya Loshchilov, Tobias Glasmachers, Hans-Georg Beyer
Large Scale Black-Box Optimization by Limited-Memory Matrix Adaptation. IEEE Trans. Evol. Comput. 23 (2) (2019)
Michael Hellwig, Hans-Georg Beyer
A Matrix Adaptation Evolution Strategy for Constrained Real-Parameter Optimization. CEC (2018)
Patrick Spettel, Hans-Georg Beyer
, λ)-σ-Self-Adaptation Evolution Strategy with Repair by Projection Applied to a Conically Constrained Problem. CoRR (2018)
Michael Hellwig, Hans-Georg Beyer
A Linear Constrained Optimization Benchmark for Probabilistic Search Algorithms: The Rotated Klee-Minty Problem. TPNC (2018)
Patrick Spettel, Hans-Georg Beyer
A Simple Approach for Constrained Optimization - An Evolution Strategy that Evolves Rays. CEC (2018)
Michael Hellwig, Hans-Georg Beyer
Benchmarking Evolutionary Algorithms For Real-valued Constrained Optimization - A Critical Review. CoRR (2018)
Michael Hellwig, Hans-Georg Beyer
A Linear Constrained Optimization Benchmark For Probabilistic Search Algorithms: The Rotated Klee-Minty Problem. CoRR (2018)
Patrick Spettel, Hans-Georg Beyer, Michael Hellwig
A Covariance Matrix Self-Adaptation Evolution Strategy for Linear Constrained Optimization. CoRR (2018)
Hans-Georg Beyer, Bernhard Sendhoff
Simplify Your Covariance Matrix Adaptation Evolution Strategy. IEEE Trans. Evol. Comput. 21 (5) (2017)
Hans-Georg Beyer, Bernhard Sendhoff
Toward a Steady-State Analysis of an Evolution Strategy on a Robust Optimization Problem With Noise-Induced Multimodality. IEEE Trans. Evol. Comput. 21 (4) (2017)
Hans-Georg Beyer, Michael Hellwig
Analysis of the pcCMSA-ES on the noisy ellipsoid model. GECCO (2017)
Ilya Loshchilov, Tobias Glasmachers, Hans-Georg Beyer
Limited-Memory Matrix Adaptation for Large Scale Black-box Optimization. CoRR (2017)
Michael Hellwig, Hans-Georg Beyer
Mutation strength control via meta evolution strategies on the ellipsoid model. Theor. Comput. Sci. 623 (2016)
Hans-Georg Beyer, Michael Hellwig
The Dynamics of Cumulative Step Size Adaptation on the Ellipsoid Model. Evol. Comput. 24 (1) (2016)
Michael Hellwig, Hans-Georg Beyer
Evolution Under Strong Noise: A Self-Adaptive Evolution Strategy Can Reach the Lower Performance Bound - The pcCMSA-ES. PPSN (2016)
Alexander Melkozerov, Hans-Georg Beyer
Towards an Analysis of Self-Adaptive Evolution Strategies on the Noisy Ellipsoid Model. GECCO (2015)
Hans-Georg Beyer
Convergence Analysis of Evolutionary Algorithms That Are Based on the Paradigm of Information Geometry. Evol. Comput. 22 (4) (2014)
Hans-Georg Beyer, Steffen Finck, Thomas Breuer
Evolution on trees: On the design of an evolution strategy for scenario-based multi-period portfolio optimization under transaction costs. Swarm Evol. Comput. 17 (2014)
Hans-Georg Beyer, Alexander Melkozerov
The Dynamics of Self-Adaptive Multirecombinant Evolution Strategies on the General Ellipsoid Model. IEEE Trans. Evol. Comput. 18 (5) (2014)
Hans-Georg Beyer, Michael Hellwig
Controlling population size and mutation strength by Meta-ES under fitness noise. FOGA (2013)
Hans-Georg Beyer, Steffen Finck
HappyCat - A Simple Function Class Where Well-Known Direct Search Algorithms Do Fail. PPSN (1) (2012)
Hans-Georg Beyer, Michael Hellwig
Mutation strength control by meta-ES on the sharp ridge. GECCO (2012)
Hans-Georg Beyer, Steffen Finck
On the Design of Constraint Covariance Matrix Self-Adaptation Evolution Strategies Including a Cardinality Constraint. IEEE Trans. Evol. Comput. 16 (4) (2012)
Hans-Georg Beyer, Steffen Finck
Erratum to "On the Design of Constraint Covariance Matrix Self-Adaptation Evolution Strategies Including a Cardinality Constraint". IEEE Trans. Evol. Comput. 16 (5) (2012)
Steffen Finck, Hans-Georg Beyer
Performance analysis of the simultaneous perturbation stochastic approximation algorithm on the noisy sphere model. Theor. Comput. Sci. 419 (2012)
Steffen Finck, Hans-Georg Beyer, Alexander Melkozerov
Noisy optimization: a theoretical strategy comparison of ES, EGS, SPSA & IF on the noisy sphere. GECCO (2011)
Steffen Finck, Hans-Georg Beyer
Benchmarking CMA-EGS on the BBOB 2010 noiseless function testbed. GECCO (Companion) (2010)
Alexander Melkozerov, Hans-Georg Beyer
On the analysis of self-adaptive evolution strategies on elliptic model: first results. GECCO (2010)
Dirk V. Arnold, Hans-Georg Beyer
On the Behaviour of Evolution Strategies Optimising Cigar Functions. Evol. Comput. 18 (4) (2010)
Steffen Finck, Hans-Georg Beyer
Benchmarking SPSA on BBOB-2010 noiseless function testbed. GECCO (Companion) (2010)
Hans-Georg Beyer
Editorial Introduction. Evol. Comput. 18 (4) (2010)
Hans-Georg Beyer, Steffen Finck
Performance of the $(\mu /\mu _{I}, \lambda )\hbox {-}\sigma {\rm SA}$ -ES on a Class of PDQFs. IEEE Trans. Evol. Comput. 14 (3) (2010)
Steffen Finck, Hans-Georg Beyer
Benchmarking CMA-EGS on the BBOB 2010 noisy function testbed. GECCO (Companion) (2010)
Steffen Finck, Hans-Georg Beyer
Benchmarking SPSA on BBOB-2010 noisy function testbed. GECCO (Companion) (2010)
Dirk V. Arnold, Hans-Georg Beyer, Alexander Melkozerov
On the behaviour of weighted multi-recombination evolution strategies optimising noisy cigar functions. GECCO (2009)
Steffen Finck, Hans-Georg Beyer
Weighted recombination evolution strategy on a class of PDQF's. FOGA (2009)
Elke Lorenz, Johannes Hurka, Detlev Heinemann, Hans-Georg Beyer
Irradiance Forecasting for the Power Prediction of Grid-Connected Photovoltaic Systems. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 2 (1) (2009)
Hans-Georg Beyer, Martin Dobler, Christian Hämmerle, Philip Masser
On strategy parameter control by Meta-ES. GECCO (2009)
Dirk V. Arnold, Hans-Georg Beyer
Evolution strategies with cumulative step length adaptation on the noisy parabolic ridge. Nat. Comput. 7 (4) (2008)
Hans-Georg Beyer, Bernhard Sendhoff
Covariance Matrix Adaptation Revisited - The CMSA Evolution Strategy -. PPSN (2008)
Hans-Georg Beyer, Steffen Finck
On the performance of evolution strategies on noisy PDQFs: Progress rate analysis. IEEE Congress on Evolutionary Computation (2008)
Hans-Georg Beyer, Alexander Melkozerov
sigma-Self-Adaptive Weighted Multirecombination Evolution Strategy with Scaled Weights on the Noisy Sphere. PPSN (2008)
Hans-Georg Beyer, Alexander Melkozerov
Mutative sigma-self-adaptation can beat cumulative step size adaptation when using weighted recombination. GECCO (2008)
Silja Meyer-Nieberg, Hans-Georg Beyer
Why noise may be good: additive noise on the sharp ridge. GECCO (2008)
Silja Meyer-Nieberg, Hans-Georg Beyer
Mutative Self-adaptation on the Sharp and Parabolic Ridge. FOGA (2007)
Hans-Georg Beyer, Bernhard Sendhoff
Evolutionary Algorithms in the Presence of Noise: To Sample or Not to Sample. FOCI (2007)
Hans-Georg Beyer
Evolution strategies. Scholarpedia 2 (8) (2007)
Hans-Georg Beyer
Special Issue: Best of GECCO 2005. Nat. Comput. 5 (3) (2006)
Hans-Georg Beyer, Bernhard Sendhoff
Evolution Strategies for Robust Optimization. IEEE Congress on Evolutionary Computation (2006)
Hans-Georg Beyer, Silja Meyer-Nieberg
Self-adaptation of evolution strategies under noisy fitness evaluations. Genet. Program. Evolvable Mach. 7 (4) (2006)
Dirk V. Arnold, Hans-Georg Beyer
A general noise model and its effects on evolution strategy performance. IEEE Trans. Evol. Comput. 10 (4) (2006)
Hans-Georg Beyer, Bernhard Sendhoff
Functions with noise-induced multimodality: a test for evolutionary robust Optimization-properties and performance analysis. IEEE Trans. Evol. Comput. 10 (5) (2006)
Hans-Georg Beyer, Silja Meyer-Nieberg
Self-adaptation on the Ridge Function Class: First Results for the Sharp Ridge. PPSN (2006)
Dirk V. Arnold, Hans-Georg Beyer
Optimum Tracking with Evolution Strategies. Evol. Comput. 14 (3) (2006)
Hans-Georg Beyer
Special Issue: Best of GECCO 2005. Genet. Program. Evolvable Mach. 7 (2) (2006)
Silja Meyer-Nieberg, Hans-Georg Beyer
On the analysis of self-adaptive recombination strategies: first results. Congress on Evolutionary Computation (2005)
Hans-Georg Beyer, Dirk V. Arnold, Silja Meyer-Nieberg
A New Approach for Predicting the Final Outcome of Evolution Strategy Optimization Under Noise. Genet. Program. Evolvable Mach. 6 (1) (2005)
Dirk V. Arnold, Hans-Georg Beyer
Expected sample moments of concomitants of selected order statistics. Stat. Comput. 15 (3) (2005)
Hans-Georg Beyer, Silja Meyer-Nieberg
On the Prediction of the Solution Quality in Noisy Optimization. FOGA (2005)
Hans-Georg Beyer, Silja Meyer-Nieberg
On the Quality Gain of (1, lambda)-ES Under Fitness Noise. PPSN (2004)
Hans-Georg Beyer, Markus Olhofer, Bernhard Sendhoff
On the Impact of Systematic Noise on the Evolutionary Optimization Performance-A Sphere Model Analysis. Genet. Program. Evolvable Mach. 5 (4) (2004)
Dirk V. Arnold, Hans-Georg Beyer
Performance analysis of evolutionary optimization with cumulative step length adaptation. IEEE Trans. Autom. Control. 49 (4) (2004)
Hans-Georg Beyer
Actuator Noise in Recombinant Evolution Strategies on General Quadratic Fitness Models. GECCO (1) (2004)
Hans-Georg Beyer, Thomas Jansen, Colin R. Reeves, Michael D. Vose
04081 Abstracts Collection - Theory of Evolutionary Algorithms. Theory of Evolutionary Algorithms (2004)
Hans-Georg Beyer, Dirk V. Arnold
, lambda)-ES on Ellipsoidal Fitness Models Disturbed by Noise. GECCO (2003)
Hans-Georg Beyer, Dirk V. Arnold
Qualms Regarding the Optimality of Cumulative Path Length Control in CSA/CMA-Evolution Strategies. Evol. Comput. 11 (1) (2003)
Dirk V. Arnold, Hans-Georg Beyer
On the Benefits of Populations for Noisy Optimization. Evol. Comput. 11 (2) (2003)
Dirk V. Arnold, Hans-Georg Beyer
On the Effects of Outliers on Evolutionary Optimization. IDEAL (2003)
Dirk V. Arnold, Hans-Georg Beyer
A Comparison of Evolution Strategies with Other Direct Search Methods in the Presence of Noise. Comput. Optim. Appl. 24 (1) (2003)
Hans-Georg Beyer, Hans-Paul Schwefel
Evolution strategies - A comprehensive introduction. Nat. Comput. 1 (1) (2002)
Dirk V. Arnold, Hans-Georg Beyer
Performance analysis of evolution strategies with multi-recombination in high-dimensional RN-search spaces disturbed by noise. Theor. Comput. Sci. 289 (1) (2002)
Hans-Georg Beyer, Markus Olhofer, Bernhard Sendhoff
, λ)-ES Optimizing Functions Disturbed by Generalized Noise. FOGA (2002)
Hans-Georg Beyer, Hans-Paul Schwefel, Ingo Wegener
How to analyse evolutionary algorithms. Theor. Comput. Sci. 287 (1) (2002)
Dirk V. Arnold, Hans-Georg Beyer
Random Dynamics Optimum Tracking with Evolution Strategies. PPSN (2002)
Bernhard Sendhoff, Hans-Georg Beyer, Markus Olhofer
The Influence of stochastic Quality Functions on Evolutionary Search. SEAL (2002)
Dirk V. Arnold, Hans-Georg Beyer
Local performance of the (1 + 1)-ES in a noisy environment. IEEE Trans. Evol. Comput. 6 (1) (2002)
Dirk V. Arnold, Hans-Georg Beyer
Investigation of the (μ, λ)-ES in the presence of noise. CEC (2001)

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Publication Activity (10 Years)

Top Topics

Top Venues

Hans-Georg Beyer