Ein Evolutionsverfahren zur mathematischen Modellierung stationärer Zustände in dynamischen Systemen. - Hans-Georg Beyer (1989)

Some Aspects of the 'Evolution Strategiy' for Solving TSP-Like Optimization Problems Appearing at the Design Studies of a 0.5 TeV e+e--Linear Collider. - Hans-Georg Beyer (PPSN, 1992)

Toward a Theory of Evolution Strategies: Some Asymptotical Results from the (1, +lambda)-Theory. - Hans-Georg Beyer (Evol. Comput., 1993)

Towards a Theory of 'Evolution Strategies': Results for (1, +λ)-Strategies on (Nearly) Arbitrary Fitness Functions. - Hans-Georg Beyer (PPSN, 1994)

Toward a Theory of Evolution Strategies: The (mue, lambda)-Theory. - Hans-Georg Beyer (Evol. Comput., 1994)

Toward a Theory of Evolution Strategies: On the Benefit of Sex - the (mu/mu, lambda)-Theory. - Hans-Georg Beyer (Evol. Comput., 1995)

Towards a Theory of Evolution Strategies: Self-Adaptation. - Hans-Georg Beyer (Evol. Comput., 1995)

A Note on the Empirical Evaluation of Intermediate Recombination. - David B. Fogel; Hans-Georg Beyer (Evol. Comput., 1995)

On the Asymptotic Behavior of Multirecombinant Evolution Strategies. - Hans-Georg Beyer (PPSN, 1996)

A Note on the Escape Probabilities for Two Alternative Methods of Selection Under Gaussian Mutation. - Hans-Georg Beyer; David B. Fogel (Evolutionary Programming, 1997)

The Dynamics of Evolution Strategies in the Optimization of Traveling Salesman Problems. - Hans-Thomas Nürnberg; Hans-Georg Beyer (Evolutionary Programming, 1997)

On the "Explorative Power" of ES/EP-like Algorithms. - Hans-Georg Beyer (Evolutionary Programming, 1998)

On the Dynamics of EAs without Selection. - Hans-Georg Beyer (FOGA, 1998)

Mutate Large, But Inherit Small! On the Analysis of Rescaled Mutations in 1-lambda-ES with Noisy Fitness Data. - Hans-Georg Beyer (PPSN, 1998)

Where Elitists Start Limping Evolution Strategies at Ridge Functions. - Ahmet Irfan Oyman; Hans-Georg Beyer; Hans-Paul Schwefel (PPSN, 1998)

Some observations on the interaction of recombination and self-adaptation in evolution strategies. - Lothar Gruenz; Hans-Georg Beyer (CEC, 1999)

An alternative constraint handling method for evolution strategies. - Ahmet Irfan Oyman; Kalyanmoy Deb; Hans-Georg Beyer (CEC, 1999)

Fitness Noise and Localization Errors of the Optimum in General Quadratic Fitness Models. - Hans-Georg Beyer; Dirk V. Arnold (GECCO, 1999)

Self-Adaptation in Real-Parameter Genetic Algorithms with Simulated Binary Crossover. - Kalyanmoy Deb; Hans-Georg Beyer (GECCO, 1999)

Local Performance of the (μ/μ, μ)-ES in a Noisy Environment. - Dirk V. Arnold; Hans-Georg Beyer (FOGA, 2000)

Efficiency and Mutation Strength Adaptation of the (mu, muI, lambda)-ES in a Noisy Environment. - Dirk V. Arnold; Hans-Georg Beyer (PPSN, 2000)

On the Desired Behaviors of Self-Adaptive Evolutionary Algorithms. - Hans-Georg Beyer; Kalyanmoy Deb (PPSN, 2000)

Analysis of the (µ/µ, lambda)-ES on the Parabolic Ridge. - Ahmet Irfan Oyman; Hans-Georg Beyer (Evol. Comput., 2000)

Analysis of the (1, lambda)-ES on the Parabolic Ridge. - Ahmet Irfan Oyman; Hans-Georg Beyer; Hans-Paul Schwefel (Evol. Comput., 2000)

The simple genetic algorithm-foundations and theory. - Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2000)

The theory of evolution strategies. - Hans-Georg Beyer (Springer, 2001)

Investigation of the (μ, λ)-ES in the presence of noise. - Dirk V. Arnold; Hans-Georg Beyer (CEC, 2001)

Thresholding-a selection operator for noisy ES. - Sandor Markon; Dirk V. Arnold; Thomas Bäck; Thomas Beielstein; Hans-Georg Beyer (CEC, 2001)

Self-Adaptive Genetic Algorithms with Simulated Binary Crossover. - Kalyanmoy Deb; Hans-Georg Beyer (Evol. Comput., 2001)

On the performance of (1, Lambda)-evolution strategies for the ridge function class. - Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2001)

On self-adaptive features in real-parameter evolutionary algorithms. - Hans-Georg Beyer; Kalyanmoy Deb (IEEE Trans. Evol. Comput., 2001)

On the Behavior of (μ/μ1, λ)-ES Optimizing Functions Disturbed by Generalized Noise. - Hans-Georg Beyer; Markus Olhofer; Bernhard Sendhoff (FOGA, 2002)

Random Dynamics Optimum Tracking with Evolution Strategies. - Dirk V. Arnold; Hans-Georg Beyer (PPSN, 2002)

The Influence of stochastic Quality Functions on Evolutionary Search. - Bernhard Sendhoff; Hans-Georg Beyer; Markus Olhofer (SEAL, 2002)

Evolution strategies - A comprehensive introduction. - Hans-Georg Beyer; Hans-Paul Schwefel (Nat. Comput., 2002)

Performance analysis of evolution strategies with multi-recombination in high-dimensional RN-search spaces disturbed by noise. - Dirk V. Arnold; Hans-Georg Beyer (Theor. Comput. Sci., 2002)

How to analyse evolutionary algorithms. - Hans-Georg Beyer; Hans-Paul Schwefel; Ingo Wegener (Theor. Comput. Sci., 2002)

Local performance of the (1 + 1)-ES in a noisy environment. - Dirk V. Arnold; Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2002)

The Steady State Behavior of (µ/µI, lambda)-ES on Ellipsoidal Fitness Models Disturbed by Noise. - Hans-Georg Beyer; Dirk V. Arnold (GECCO, 2003)

On the Effects of Outliers on Evolutionary Optimization. - Dirk V. Arnold; Hans-Georg Beyer (IDEAL, 2003)

A Comparison of Evolution Strategies with Other Direct Search Methods in the Presence of Noise. - Dirk V. Arnold; Hans-Georg Beyer (Comput. Optim. Appl., 2003)

On the Benefits of Populations for Noisy Optimization. - Dirk V. Arnold; Hans-Georg Beyer (Evol. Comput., 2003)

Qualms Regarding the Optimality of Cumulative Path Length Control in CSA/CMA-Evolution Strategies. - Hans-Georg Beyer; Dirk V. Arnold (Evol. Comput., 2003)

04081 Abstracts Collection - Theory of Evolutionary Algorithms. - Hans-Georg Beyer; Thomas Jansen 001; Colin R. Reeves; Michael D. Vose (Theory of Evolutionary Algorithms, 2004)

Actuator Noise in Recombinant Evolution Strategies on General Quadratic Fitness Models. - Hans-Georg Beyer (GECCO (1), 2004)

On the Quality Gain of (1, lambda)-ES Under Fitness Noise. - Hans-Georg Beyer; Silja Meyer-Nieberg (PPSN, 2004)

On the Impact of Systematic Noise on the Evolutionary Optimization Performance-A Sphere Model Analysis. - Hans-Georg Beyer; Markus Olhofer; Bernhard Sendhoff (Genet. Program. Evolvable Mach., 2004)

Performance analysis of evolutionary optimization with cumulative step length adaptation. - Dirk V. Arnold; Hans-Georg Beyer (IEEE Trans. Autom. Control., 2004)

On the analysis of self-adaptive recombination strategies: first results. - Silja Meyer-Nieberg; Hans-Georg Beyer (Congress on Evolutionary Computation, 2005)

On the Prediction of the Solution Quality in Noisy Optimization. - Hans-Georg Beyer; Silja Meyer-Nieberg (FOGA, 2005)

A New Approach for Predicting the Final Outcome of Evolution Strategy Optimization Under Noise. - Hans-Georg Beyer; Dirk V. Arnold; Silja Meyer-Nieberg (Genet. Program. Evolvable Mach., 2005)

Expected sample moments of concomitants of selected order statistics. - Dirk V. Arnold; Hans-Georg Beyer (Stat. Comput., 2005)

Evolution Strategies for Robust Optimization. - Hans-Georg Beyer; Bernhard Sendhoff (IEEE Congress on Evolutionary Computation, 2006)

Self-adaptation on the Ridge Function Class: First Results for the Sharp Ridge. - Hans-Georg Beyer; Silja Meyer-Nieberg (PPSN, 2006)

Optimum Tracking with Evolution Strategies. - Dirk V. Arnold; Hans-Georg Beyer (Evol. Comput., 2006)

Self-adaptation of evolution strategies under noisy fitness evaluations. - Hans-Georg Beyer; Silja Meyer-Nieberg (Genet. Program. Evolvable Mach., 2006)

Special Issue: Best of GECCO 2005. - Hans-Georg Beyer (Nat. Comput., 2006)

A general noise model and its effects on evolution strategy performance. - Dirk V. Arnold; Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2006)

Functions with noise-induced multimodality: a test for evolutionary robust Optimization-properties and performance analysis. - Hans-Georg Beyer; Bernhard Sendhoff (IEEE Trans. Evol. Comput., 2006)

Evolutionary Algorithms in the Presence of Noise: To Sample or Not to Sample. - Hans-Georg Beyer; Bernhard Sendhoff (FOCI, 2007)

Mutative Self-adaptation on the Sharp and Parabolic Ridge. - Silja Meyer-Nieberg; Hans-Georg Beyer (FOGA, 2007)

Evolution strategies. - Hans-Georg Beyer (Scholarpedia, 2007)

Self-Adaptation in Evolutionary Algorithms. - Silja Meyer-Nieberg; Hans-Georg Beyer (Parameter Setting in Evolutionary Algorithms, 2007)

On the performance of evolution strategies on noisy PDQFs: Progress rate analysis. - Hans-Georg Beyer; Steffen Finck (IEEE Congress on Evolutionary Computation, 2008)

Mutative sigma-self-adaptation can beat cumulative step size adaptation when using weighted recombination. - Hans-Georg Beyer; Alexander Melkozerov (GECCO, 2008)

Why noise may be good: additive noise on the sharp ridge. - Silja Meyer-Nieberg; Hans-Georg Beyer (GECCO, 2008)

sigma-Self-Adaptive Weighted Multirecombination Evolution Strategy with Scaled Weights on the Noisy Sphere. - Hans-Georg Beyer; Alexander Melkozerov (PPSN, 2008)

Covariance Matrix Adaptation Revisited - The CMSA Evolution Strategy -. - Hans-Georg Beyer; Bernhard Sendhoff (PPSN, 2008)

Evolution strategies with cumulative step length adaptation on the noisy parabolic ridge. - Dirk V. Arnold; Hans-Georg Beyer (Nat. Comput., 2008)

Weighted recombination evolution strategy on a class of PDQF's. - Steffen Finck; Hans-Georg Beyer (FOGA, 2009)

On the behaviour of weighted multi-recombination evolution strategies optimising noisy cigar functions. - Dirk V. Arnold; Hans-Georg Beyer; Alexander Melkozerov (GECCO, 2009)

On strategy parameter control by Meta-ES. - Hans-Georg Beyer; Martin Dobler; Christian Hämmerle; Philip Masser (GECCO, 2009)

Irradiance Forecasting for the Power Prediction of Grid-Connected Photovoltaic Systems. - Elke Lorenz; Johannes Hurka; Detlev Heinemann; Hans-Georg Beyer (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2009)

Benchmarking CMA-EGS on the BBOB 2010 noiseless function testbed. - Steffen Finck; Hans-Georg Beyer (GECCO (Companion), 2010)

Benchmarking CMA-EGS on the BBOB 2010 noisy function testbed. - Steffen Finck; Hans-Georg Beyer (GECCO (Companion), 2010)

Benchmarking SPSA on BBOB-2010 noiseless function testbed. - Steffen Finck; Hans-Georg Beyer (GECCO (Companion), 2010)

Benchmarking SPSA on BBOB-2010 noisy function testbed. - Steffen Finck; Hans-Georg Beyer (GECCO (Companion), 2010)

On the analysis of self-adaptive evolution strategies on elliptic model: first results. - Alexander Melkozerov; Hans-Georg Beyer (GECCO, 2010)

On the Behaviour of Evolution Strategies Optimising Cigar Functions. - Dirk V. Arnold; Hans-Georg Beyer (Evol. Comput., 2010)

Editorial Introduction. - Hans-Georg Beyer (Evol. Comput., 2010)

Performance of the $( mu / mu _{I}, lambda ) hbox {-} sigma { rm SA}$ -ES on a Class of PDQFs. - Hans-Georg Beyer; Steffen Finck (IEEE Trans. Evol. Comput., 2010)

Noisy optimization: a theoretical strategy comparison of ES, EGS, SPSA & IF on the noisy sphere. - Steffen Finck; Hans-Georg Beyer; Alexander Melkozerov (GECCO, 2011)

Mutation strength control by meta-ES on the sharp ridge. - Hans-Georg Beyer; Michael Hellwig (GECCO, 2012)

HappyCat - A Simple Function Class Where Well-Known Direct Search Algorithms Do Fail. - Hans-Georg Beyer; Steffen Finck (PPSN (1), 2012)

Performance analysis of the simultaneous perturbation stochastic approximation algorithm on the noisy sphere model. - Steffen Finck; Hans-Georg Beyer (Theor. Comput. Sci., 2012)

On the Design of Constraint Covariance Matrix Self-Adaptation Evolution Strategies Including a Cardinality Constraint. - Hans-Georg Beyer; Steffen Finck (IEEE Trans. Evol. Comput., 2012)

Erratum to "On the Design of Constraint Covariance Matrix Self-Adaptation Evolution Strategies Including a Cardinality Constraint". - Hans-Georg Beyer; Steffen Finck (IEEE Trans. Evol. Comput., 2012)

The Dynamical Systems Approach - Progress Measures and Convergence Properties. - Silja Meyer-Nieberg; Hans-Georg Beyer (Handbook of Natural Computing, 2012)

Controlling population size and mutation strength by Meta-ES under fitness noise. - Hans-Georg Beyer; Michael Hellwig (FOGA, 2013)

Convergence Analysis of Evolutionary Algorithms That Are Based on the Paradigm of Information Geometry. - Hans-Georg Beyer (Evol. Comput., 2014)

Evolution on trees: On the design of an evolution strategy for scenario-based multi-period portfolio optimization under transaction costs. - Hans-Georg Beyer; Steffen Finck; Thomas Breuer (Swarm Evol. Comput., 2014)

The Dynamics of Self-Adaptive Multirecombinant Evolution Strategies on the General Ellipsoid Model. - Hans-Georg Beyer; Alexander Melkozerov (IEEE Trans. Evol. Comput., 2014)

Towards an Analysis of Self-Adaptive Evolution Strategies on the Noisy Ellipsoid Model. - Alexander Melkozerov; Hans-Georg Beyer (GECCO, 2015)

Evolution Under Strong Noise: A Self-Adaptive Evolution Strategy Can Reach the Lower Performance Bound - The pcCMSA-ES. - Michael Hellwig; Hans-Georg Beyer (PPSN, 2016)

The Dynamics of Cumulative Step Size Adaptation on the Ellipsoid Model. - Hans-Georg Beyer; Michael Hellwig (Evol. Comput., 2016)

Mutation strength control via meta evolution strategies on the ellipsoid model. - Michael Hellwig; Hans-Georg Beyer (Theor. Comput. Sci., 2016)

Analysis of the pcCMSA-ES on the noisy ellipsoid model. - Hans-Georg Beyer; Michael Hellwig (GECCO, 2017)

Limited-Memory Matrix Adaptation for Large Scale Black-box Optimization. - Ilya Loshchilov; Tobias Glasmachers; Hans-Georg Beyer (CoRR, 2017)

Toward a Steady-State Analysis of an Evolution Strategy on a Robust Optimization Problem With Noise-Induced Multimodality. - Hans-Georg Beyer; Bernhard Sendhoff (IEEE Trans. Evol. Comput., 2017)

Simplify Your Covariance Matrix Adaptation Evolution Strategy. - Hans-Georg Beyer; Bernhard Sendhoff (IEEE Trans. Evol. Comput., 2017)

A Matrix Adaptation Evolution Strategy for Constrained Real-Parameter Optimization. - Michael Hellwig; Hans-Georg Beyer (CEC, 2018)

A Simple Approach for Constrained Optimization - An Evolution Strategy that Evolves Rays. - Patrick Spettel; Hans-Georg Beyer (CEC, 2018)

A Linear Constrained Optimization Benchmark for Probabilistic Search Algorithms: The Rotated Klee-Minty Problem. - Michael Hellwig; Hans-Georg Beyer (TPNC, 2018)

Benchmarking Evolutionary Algorithms For Real-valued Constrained Optimization - A Critical Review. - Michael Hellwig; Hans-Georg Beyer (CoRR, 2018)

A Covariance Matrix Self-Adaptation Evolution Strategy for Linear Constrained Optimization. - Patrick Spettel; Hans-Georg Beyer; Michael Hellwig (CoRR, 2018)

Analysis of the (μ/μI, λ)-σ-Self-Adaptation Evolution Strategy with Repair by Projection Applied to a Conically Constrained Problem. - Patrick Spettel; Hans-Georg Beyer (CoRR, 2018)

Steady state analysis of a multi-recombinative meta-ES on a conically constrained problem with comparison to σSA and CSA. - Patrick Spettel; Hans-Georg Beyer; Michael Hellwig (FOGA, 2019)

Analysis of a meta-ES on a conically constrained problem. - Michael Hellwig; Hans-Georg Beyer (GECCO, 2019)

Comparison of contemporary evolutionary algorithms on the rotated Klee-Minty problem. - Michael Hellwig; Patrick Spettel; Hans-Georg Beyer (GECCO (Companion), 2019)

Analysis of the (μ/μI, λ)-CSA-ES with Repair by Projection Applied to a Conically Constrained Problem. - Patrick Spettel; Hans-Georg Beyer (CoRR, 2019)

A multi-recombinative active matrix adaptation evolution strategy for constrained optimization. - Patrick Spettel; Hans-Georg Beyer (Soft Comput., 2019)

Benchmarking evolutionary algorithms for single objective real-valued constrained optimization - A critical review. - Michael Hellwig; Hans-Georg Beyer (Swarm Evol. Comput., 2019)

Analysis of the (1, λ)-σ-Self-Adaptation Evolution Strategy with repair by projection applied to a conically constrained problem. - Patrick Spettel; Hans-Georg Beyer (Theor. Comput. Sci., 2019)

Large Scale Black-Box Optimization by Limited-Memory Matrix Adaptation. - Ilya Loshchilov; Tobias Glasmachers; Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2019)

A Covariance Matrix Self-Adaptation Evolution Strategy for Optimization Under Linear Constraints. - Patrick Spettel; Hans-Georg Beyer; Michael Hellwig (IEEE Trans. Evol. Comput., 2019)

A Modified Matrix Adaptation Evolution Strategy with Restarts for Constrained Real-World Problems. - Michael Hellwig; Hans-Georg Beyer (CEC, 2020)

Design principles for matrix adaptation evolution strategies. - Hans-Georg Beyer (GECCO Companion, 2020)

Errata: Convergence Analysis of Evolutionary Algorithms That Are Based on the Paradigm of Information Geometry. - Hans-Georg Beyer (Evol. Comput., 2020)

Analysis of the (μ/μI, λ)-CSA-ES with Repair by Projection Applied to a Conically Constrained Problem. - Patrick Spettel; Hans-Georg Beyer (Evol. Comput., 2020)

Matrix adaptation evolution strategies for optimization under nonlinear equality constraints. - Patrick Spettel; Hans-Georg Beyer (Swarm Evol. Comput., 2020)

On the steady state analysis of covariance matrix self-adaptation evolution strategies on the noisy ellipsoid model. - Michael Hellwig; Hans-Georg Beyer (Theor. Comput. Sci., 2020)

Analysis of the $( mu/ mu_{I}, lambda)- sigma$ -Self-Adaptation Evolution Strategy With Repair by Projection Applied to a Conically Constrained Problem. - Patrick Spettel; Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2020)

A matrix adaptation evolution strategy for optimization on general quadratic manifolds. - Patrick Spettel; Hans-Georg Beyer (GECCO, 2021)

Benchmarking ϵMAg-ES and BP-ϵMAg-ES on the bbob-constrained testbed. - Michael Hellwig; Hans-Georg Beyer (GECCO Companion, 2022)

Progress Rate Analysis of Evolution Strategies on the Rastrigin Function: First Results. - Amir Omeradzic; Hans-Georg Beyer (PPSN (2), 2022)

On the Design of a Matrix Adaptation Evolution Strategy for Optimization on General Quadratic Manifolds. - Patrick Spettel; Hans-Georg Beyer (ACM Trans. Evol. Learn. Optim., 2022)

Convergence Properties of the (μ/μI, λ)-ES on the Rastrigin Function. - Amir Omeradzic; Hans-Georg Beyer (FOGA, 2023)

What You Always Wanted to Know About Evolution Strategies, But Never Dared to Ask. - Hans-Georg Beyer (GECCO Companion, 2023)

On a Population Sizing Model for Evolution Strategies Optimizing the Highly Multimodal Rastrigin Function. - Lisa Schönenberger; Hans-Georg Beyer (GECCO, 2023)

Progress analysis of a multi-recombinative evolution strategy on the highly multimodal Rastrigin function. - Amir Omeradzic; Hans-Georg Beyer (Theor. Comput. Sci., 2023)

Bias in Standard Self-Adaptive Evolution Strategies. - Amir Omeradzic; Hans-Georg Beyer (CEC, 2024)

Success Rate of Evolution Strategies on the Multimodal Griewank Function. - Lisa Schönenberger; Hans-Georg Beyer (CEC, 2024)

Analyzing design principles for competitive evolution strategies in constrained search spaces. - Michael Hellwig; Hans-Georg Beyer (CoRR, 2024)

Mutation Strength Adaptation of the (μ/μI, λ)-ES for Large Population Sizes on the Sphere Function. - Amir Omeradzic; Hans-Georg Beyer (CoRR, 2024)

On the Interaction of Adaptive Population Control with Cumulative Step-Size Adaptation. - Amir Omeradzic; Hans-Georg Beyer (CoRR, 2024)

Optimal Restart Strategies for Parameter-dependent Optimization Algorithms. - Lisa Schönenberger; Hans-Georg Beyer (CoRR, 2025)

Self-Adaptation of Multirecombinant Evolution Strategies on the Highly Multimodal Rastrigin Function. - Amir Omeradzic; Hans-Georg Beyer (IEEE Trans. Evol. Comput., 2025)