Michael Emmerich

Research interests

Publications

• DrugEx v2: de novo design of drug molecules by Pareto-based multi-objective reinforcement learning in polypharmacology

  Journal of Cheminformatics · 2021 · 10.1186/s13321-021-00561-9

• A tutorial on multiobjective optimization: fundamentals and evolutionary methods

  Natural Computing · 2018 · https://doi.org/10.1007/s11047-018-9685-y

• Multi-Objective Bayesian Global Optimization using expected hypervolume improvement gradient

  Swarm and Evolutionary Computation · 2018 · 10.1016/j.swevo.2018.10.007

• Hypervolume-based expected improvement: Monotonicity properties and exact computation

  · 2011 · 10.1109/cec.2011.5949880

• On Expected-Improvement Criteria for Model-based Multi-objective Optimization

  · 2010 · 10.1007/978-3-642-15844-5_72

• SMS-EMOA: Multiobjective selection based on dominated hypervolume

  European Journal of Operational Research · 2006 · https://doi.org/10.1016/j.ejor.2006.08.008

• Single- and multiobjective evolutionary optimization assisted by Gaussian random field metamodels

  IEEE Transactions on Evolutionary Computation · 2006 · https://doi.org/10.1109/tevc.2005.859463

• An EMO Algorithm Using the Hypervolume Measure as Selection Criterion

  Lecture notes in computer science · 2005 · https://doi.org/10.1007/978-3-540-31880-4_5

• Metamodel—Assisted Evolution Strategies

  Lecture notes in computer science · 2002 · https://doi.org/10.1007/3-540-45712-7_35

Current projects

No projects listed.