---
_id: '48845'
abstract:
- lang: eng
  text: In practice, e.g. in delivery and service scenarios, Vehicle-Routing-Problems
    (VRPs) often imply repeated decision making on dynamic customer requests. As in
    classical VRPs, tours have to be planned short while the number of serviced customers
    has to be maximized at the same time resulting in a multi-objective problem. Beyond
    that, however, dynamic requests lead to the need for re-planning of not yet realized
    tour parts, while already realized tour parts are irreversible. In this paper
    we study this type of bi-objective dynamic VRP including sequential decision making
    and concurrent realization of decisions. We adopt a recently proposed Dynamic
    Evolutionary Multi-Objective Algorithm (DEMOA) for a related VRP problem and extend
    it to the more realistic (here considered) scenario of multiple vehicles. We empirically
    show that our DEMOA is competitive with a multi-vehicle offline and clairvoyant
    variant of the proposed DEMOA as well as with the dynamic single-vehicle approach
    proposed earlier.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
- first_name: Heike
  full_name: Trautmann, Heike
  last_name: Trautmann
citation:
  ama: 'Bossek J, Grimme C, Trautmann H. Dynamic Bi-Objective Routing of Multiple
    Vehicles. In: <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>.
    GECCO ’20. Association for Computing Machinery; 2020:166–174. doi:<a href="https://doi.org/10.1145/3377930.3390146">10.1145/3377930.3390146</a>'
  apa: Bossek, J., Grimme, C., &#38; Trautmann, H. (2020). Dynamic Bi-Objective Routing
    of Multiple Vehicles. <i>Proceedings of the Genetic and Evolutionary Computation
    Conference</i>, 166–174. <a href="https://doi.org/10.1145/3377930.3390146">https://doi.org/10.1145/3377930.3390146</a>
  bibtex: '@inproceedings{Bossek_Grimme_Trautmann_2020, place={New York, NY, USA},
    series={GECCO ’20}, title={Dynamic Bi-Objective Routing of Multiple Vehicles},
    DOI={<a href="https://doi.org/10.1145/3377930.3390146">10.1145/3377930.3390146</a>},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference},
    publisher={Association for Computing Machinery}, author={Bossek, Jakob and Grimme,
    Christian and Trautmann, Heike}, year={2020}, pages={166–174}, collection={GECCO
    ’20} }'
  chicago: 'Bossek, Jakob, Christian Grimme, and Heike Trautmann. “Dynamic Bi-Objective
    Routing of Multiple Vehicles.” In <i>Proceedings of the Genetic and Evolutionary
    Computation Conference</i>, 166–174. GECCO ’20. New York, NY, USA: Association
    for Computing Machinery, 2020. <a href="https://doi.org/10.1145/3377930.3390146">https://doi.org/10.1145/3377930.3390146</a>.'
  ieee: 'J. Bossek, C. Grimme, and H. Trautmann, “Dynamic Bi-Objective Routing of
    Multiple Vehicles,” in <i>Proceedings of the Genetic and Evolutionary Computation
    Conference</i>, 2020, pp. 166–174, doi: <a href="https://doi.org/10.1145/3377930.3390146">10.1145/3377930.3390146</a>.'
  mla: Bossek, Jakob, et al. “Dynamic Bi-Objective Routing of Multiple Vehicles.”
    <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>, Association
    for Computing Machinery, 2020, pp. 166–174, doi:<a href="https://doi.org/10.1145/3377930.3390146">10.1145/3377930.3390146</a>.
  short: 'J. Bossek, C. Grimme, H. Trautmann, in: Proceedings of the Genetic and Evolutionary
    Computation Conference, Association for Computing Machinery, New York, NY, USA,
    2020, pp. 166–174.'
date_created: 2023-11-14T15:58:52Z
date_updated: 2023-12-13T10:43:24Z
department:
- _id: '819'
doi: 10.1145/3377930.3390146
extern: '1'
keyword:
- decision making
- dynamic optimization
- evolutionary algorithms
- multi-objective optimization
- vehicle routing
language:
- iso: eng
page: 166–174
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference
publication_identifier:
  isbn:
  - 978-1-4503-7128-5
publication_status: published
publisher: Association for Computing Machinery
series_title: GECCO ’20
status: public
title: Dynamic Bi-Objective Routing of Multiple Vehicles
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48844'
abstract:
- lang: eng
  text: The Traveling-Salesperson-Problem (TSP) is arguably one of the best-known
    NP-hard combinatorial optimization problems. The two sophisticated heuristic solvers
    LKH and EAX and respective (restart) variants manage to calculate close-to optimal
    or even optimal solutions, also for large instances with several thousand nodes
    in reasonable time. In this work we extend existing benchmarking studies by addressing
    anytime behaviour of inexact TSP solvers based on empirical runtime distributions
    leading to an increased understanding of solver behaviour and the respective relation
    to problem hardness. It turns out that performance ranking of solvers is highly
    dependent on the focused approximation quality. Insights on intersection points
    of performances offer huge potential for the construction of hybridized solvers
    depending on instance features. Moreover, instance features tailored to anytime
    performance and corresponding performance indicators will highly improve automated
    algorithm selection models by including comprehensive information on solver quality.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  last_name: Trautmann
citation:
  ama: 'Bossek J, Kerschke P, Trautmann H. Anytime Behavior of Inexact TSP Solvers
    and Perspectives for Automated Algorithm Selection. In: <i>2020 IEEE Congress
    on Evolutionary Computation (CEC)</i>. IEEE Press; 2020:1–8. doi:<a href="https://doi.org/10.1109/CEC48606.2020.9185613">10.1109/CEC48606.2020.9185613</a>'
  apa: Bossek, J., Kerschke, P., &#38; Trautmann, H. (2020). Anytime Behavior of Inexact
    TSP Solvers and Perspectives for Automated Algorithm Selection. <i>2020 IEEE Congress
    on Evolutionary Computation (CEC)</i>, 1–8. <a href="https://doi.org/10.1109/CEC48606.2020.9185613">https://doi.org/10.1109/CEC48606.2020.9185613</a>
  bibtex: '@inproceedings{Bossek_Kerschke_Trautmann_2020, place={Glasgow, United Kingdom},
    title={Anytime Behavior of Inexact TSP Solvers and Perspectives for Automated
    Algorithm Selection}, DOI={<a href="https://doi.org/10.1109/CEC48606.2020.9185613">10.1109/CEC48606.2020.9185613</a>},
    booktitle={2020 IEEE Congress on Evolutionary Computation (CEC)}, publisher={IEEE
    Press}, author={Bossek, Jakob and Kerschke, Pascal and Trautmann, Heike}, year={2020},
    pages={1–8} }'
  chicago: 'Bossek, Jakob, Pascal Kerschke, and Heike Trautmann. “Anytime Behavior
    of Inexact TSP Solvers and Perspectives for Automated Algorithm Selection.” In
    <i>2020 IEEE Congress on Evolutionary Computation (CEC)</i>, 1–8. Glasgow, United
    Kingdom: IEEE Press, 2020. <a href="https://doi.org/10.1109/CEC48606.2020.9185613">https://doi.org/10.1109/CEC48606.2020.9185613</a>.'
  ieee: 'J. Bossek, P. Kerschke, and H. Trautmann, “Anytime Behavior of Inexact TSP
    Solvers and Perspectives for Automated Algorithm Selection,” in <i>2020 IEEE Congress
    on Evolutionary Computation (CEC)</i>, 2020, pp. 1–8, doi: <a href="https://doi.org/10.1109/CEC48606.2020.9185613">10.1109/CEC48606.2020.9185613</a>.'
  mla: Bossek, Jakob, et al. “Anytime Behavior of Inexact TSP Solvers and Perspectives
    for Automated Algorithm Selection.” <i>2020 IEEE Congress on Evolutionary Computation
    (CEC)</i>, IEEE Press, 2020, pp. 1–8, doi:<a href="https://doi.org/10.1109/CEC48606.2020.9185613">10.1109/CEC48606.2020.9185613</a>.
  short: 'J. Bossek, P. Kerschke, H. Trautmann, in: 2020 IEEE Congress on Evolutionary
    Computation (CEC), IEEE Press, Glasgow, United Kingdom, 2020, pp. 1–8.'
date_created: 2023-11-14T15:58:52Z
date_updated: 2023-12-13T10:43:16Z
department:
- _id: '819'
doi: 10.1109/CEC48606.2020.9185613
extern: '1'
language:
- iso: eng
page: 1–8
place: Glasgow, United Kingdom
publication: 2020 IEEE Congress on Evolutionary Computation (CEC)
publication_status: published
publisher: IEEE Press
status: public
title: Anytime Behavior of Inexact TSP Solvers and Perspectives for Automated Algorithm
  Selection
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48850'
abstract:
- lang: eng
  text: Sequential model-based optimization (SMBO) approaches are algorithms for solving
    problems that require computationally or otherwise expensive function evaluations.
    The key design principle of SMBO is a substitution of the true objective function
    by a surrogate, which is used to propose the point(s) to be evaluated next. SMBO
    algorithms are intrinsically modular, leaving the user with many important design
    choices. Significant research efforts go into understanding which settings perform
    best for which type of problems. Most works, however, focus on the choice of the
    model, the acquisition function, and the strategy used to optimize the latter.
    The choice of the initial sampling strategy, however, receives much less attention.
    Not surprisingly, quite diverging recommendations can be found in the literature.
    We analyze in this work how the size and the distribution of the initial sample
    influences the overall quality of the efficient global optimization (EGO) algorithm,
    a well-known SMBO approach. While, overall, small initial budgets using Halton
    sampling seem preferable, we also observe that the performance landscape is rather
    unstructured. We furthermore identify several situations in which EGO performs
    unfavorably against random sampling. Both observations indicate that an adaptive
    SMBO design could be beneficial, making SMBO an interesting test-bed for automated
    algorithm design.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Carola
  full_name: Doerr, Carola
  last_name: Doerr
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
citation:
  ama: 'Bossek J, Doerr C, Kerschke P. Initial Design Strategies and Their Effects
    on Sequential Model-Based Optimization: An Exploratory Case Study Based on BBOB.
    In: <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>.
    GECCO ’20. Association for Computing Machinery; 2020:778–786. doi:<a href="https://doi.org/10.1145/3377930.3390155">10.1145/3377930.3390155</a>'
  apa: 'Bossek, J., Doerr, C., &#38; Kerschke, P. (2020). Initial Design Strategies
    and Their Effects on Sequential Model-Based Optimization: An Exploratory Case
    Study Based on BBOB. <i>Proceedings of the Genetic and Evolutionary Computation
    Conference</i>, 778–786. <a href="https://doi.org/10.1145/3377930.3390155">https://doi.org/10.1145/3377930.3390155</a>'
  bibtex: '@inproceedings{Bossek_Doerr_Kerschke_2020, place={New York, NY, USA}, series={GECCO
    ’20}, title={Initial Design Strategies and Their Effects on Sequential Model-Based
    Optimization: An Exploratory Case Study Based on BBOB}, DOI={<a href="https://doi.org/10.1145/3377930.3390155">10.1145/3377930.3390155</a>},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference},
    publisher={Association for Computing Machinery}, author={Bossek, Jakob and Doerr,
    Carola and Kerschke, Pascal}, year={2020}, pages={778–786}, collection={GECCO
    ’20} }'
  chicago: 'Bossek, Jakob, Carola Doerr, and Pascal Kerschke. “Initial Design Strategies
    and Their Effects on Sequential Model-Based Optimization: An Exploratory Case
    Study Based on BBOB.” In <i>Proceedings of the Genetic and Evolutionary Computation
    Conference</i>, 778–786. GECCO ’20. New York, NY, USA: Association for Computing
    Machinery, 2020. <a href="https://doi.org/10.1145/3377930.3390155">https://doi.org/10.1145/3377930.3390155</a>.'
  ieee: 'J. Bossek, C. Doerr, and P. Kerschke, “Initial Design Strategies and Their
    Effects on Sequential Model-Based Optimization: An Exploratory Case Study Based
    on BBOB,” in <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>,
    2020, pp. 778–786, doi: <a href="https://doi.org/10.1145/3377930.3390155">10.1145/3377930.3390155</a>.'
  mla: 'Bossek, Jakob, et al. “Initial Design Strategies and Their Effects on Sequential
    Model-Based Optimization: An Exploratory Case Study Based on BBOB.” <i>Proceedings
    of the Genetic and Evolutionary Computation Conference</i>, Association for Computing
    Machinery, 2020, pp. 778–786, doi:<a href="https://doi.org/10.1145/3377930.3390155">10.1145/3377930.3390155</a>.'
  short: 'J. Bossek, C. Doerr, P. Kerschke, in: Proceedings of the Genetic and Evolutionary
    Computation Conference, Association for Computing Machinery, New York, NY, USA,
    2020, pp. 778–786.'
date_created: 2023-11-14T15:58:53Z
date_updated: 2023-12-13T10:44:01Z
department:
- _id: '819'
doi: 10.1145/3377930.3390155
extern: '1'
keyword:
- continuous black-box optimization
- design of experiments
- initial design
- sequential model-based optimization
language:
- iso: eng
page: 778–786
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference
publication_identifier:
  isbn:
  - 978-1-4503-7128-5
publication_status: published
publisher: Association for Computing Machinery
series_title: GECCO ’20
status: public
title: 'Initial Design Strategies and Their Effects on Sequential Model-Based Optimization:
  An Exploratory Case Study Based on BBOB'
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48852'
abstract:
- lang: eng
  text: The Traveling Salesperson Problem (TSP) is one of the best-known combinatorial
    optimisation problems. However, many real-world problems are composed of several
    interacting components. The Traveling Thief Problem (TTP) addresses such interactions
    by combining two combinatorial optimisation problems, namely the TSP and the Knapsack
    Problem (KP). Recently, a new problem called the node weight dependent Traveling
    Salesperson Problem (W-TSP) has been introduced where nodes have weights that
    influence the cost of the tour. In this paper, we compare W-TSP and TTP. We investigate
    the structure of the optimised tours for W-TSP and TTP and the impact of using
    each others fitness function. Our experimental results suggest (1) that the W-TSP
    often can be solved better using the TTP fitness function and (2) final W-TSP
    and TTP solutions show different distributions when compared with optimal TSP
    or weighted greedy solutions.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Aneta
  full_name: Neumann, Aneta
  last_name: Neumann
- first_name: Frank
  full_name: Neumann, Frank
  last_name: Neumann
citation:
  ama: 'Bossek J, Neumann A, Neumann F. Optimising Tours for the Weighted Traveling
    Salesperson Problem and the Traveling Thief Problem: A Structural Comparison of
    Solutions. In: <i>Parallel Problem Solving from Nature (PPSN XVI)</i>. Springer-Verlag;
    2020:346–359. doi:<a href="https://doi.org/10.1007/978-3-030-58112-1_24">10.1007/978-3-030-58112-1_24</a>'
  apa: 'Bossek, J., Neumann, A., &#38; Neumann, F. (2020). Optimising Tours for the
    Weighted Traveling Salesperson Problem and the Traveling Thief Problem: A Structural
    Comparison of Solutions. <i>Parallel Problem Solving from Nature (PPSN XVI)</i>,
    346–359. <a href="https://doi.org/10.1007/978-3-030-58112-1_24">https://doi.org/10.1007/978-3-030-58112-1_24</a>'
  bibtex: '@inproceedings{Bossek_Neumann_Neumann_2020, place={Berlin, Heidelberg},
    title={Optimising Tours for the Weighted Traveling Salesperson Problem and the
    Traveling Thief Problem: A Structural Comparison of Solutions}, DOI={<a href="https://doi.org/10.1007/978-3-030-58112-1_24">10.1007/978-3-030-58112-1_24</a>},
    booktitle={Parallel Problem Solving from Nature (PPSN XVI)}, publisher={Springer-Verlag},
    author={Bossek, Jakob and Neumann, Aneta and Neumann, Frank}, year={2020}, pages={346–359}
    }'
  chicago: 'Bossek, Jakob, Aneta Neumann, and Frank Neumann. “Optimising Tours for
    the Weighted Traveling Salesperson Problem and the Traveling Thief Problem: A
    Structural Comparison of Solutions.” In <i>Parallel Problem Solving from Nature
    (PPSN XVI)</i>, 346–359. Berlin, Heidelberg: Springer-Verlag, 2020. <a href="https://doi.org/10.1007/978-3-030-58112-1_24">https://doi.org/10.1007/978-3-030-58112-1_24</a>.'
  ieee: 'J. Bossek, A. Neumann, and F. Neumann, “Optimising Tours for the Weighted
    Traveling Salesperson Problem and the Traveling Thief Problem: A Structural Comparison
    of Solutions,” in <i>Parallel Problem Solving from Nature (PPSN XVI)</i>, 2020,
    pp. 346–359, doi: <a href="https://doi.org/10.1007/978-3-030-58112-1_24">10.1007/978-3-030-58112-1_24</a>.'
  mla: 'Bossek, Jakob, et al. “Optimising Tours for the Weighted Traveling Salesperson
    Problem and the Traveling Thief Problem: A Structural Comparison of Solutions.”
    <i>Parallel Problem Solving from Nature (PPSN XVI)</i>, Springer-Verlag, 2020,
    pp. 346–359, doi:<a href="https://doi.org/10.1007/978-3-030-58112-1_24">10.1007/978-3-030-58112-1_24</a>.'
  short: 'J. Bossek, A. Neumann, F. Neumann, in: Parallel Problem Solving from Nature
    (PPSN XVI), Springer-Verlag, Berlin, Heidelberg, 2020, pp. 346–359.'
date_created: 2023-11-14T15:58:54Z
date_updated: 2023-12-13T10:44:54Z
department:
- _id: '819'
doi: 10.1007/978-3-030-58112-1_24
extern: '1'
keyword:
- Evolutionary algorithms
- Node weight dependent TSP
- Traveling Thief Problem
language:
- iso: eng
page: 346–359
place: Berlin, Heidelberg
publication: Parallel Problem Solving from Nature (PPSN XVI)
publication_identifier:
  isbn:
  - 978-3-030-58111-4
publication_status: published
publisher: Springer-Verlag
status: public
title: 'Optimising Tours for the Weighted Traveling Salesperson Problem and the Traveling
  Thief Problem: A Structural Comparison of Solutions'
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48846'
abstract:
- lang: eng
  text: We consider a dynamic bi-objective vehicle routing problem, where a subset
    of customers ask for service over time. Therein, the distance traveled by a single
    vehicle and the number of unserved dynamic requests is minimized by a dynamic
    evolutionary multi-objective algorithm (DEMOA), which operates on discrete time
    windows (eras). A decision is made at each era by a decision-maker, thus any decision
    depends on irreversible decisions made in foregoing eras. To understand effects
    of sequences of decision-making and interactions/dependencies between decisions
    made, we conduct a series of experiments. More precisely, we fix a set of decision-maker
    preferences D and the number of eras n{$<$}inf{$>$}t{$<$}/inf{$>$} and analyze
    all $|D|\^{n_t}$ combinations of decision-maker options. We find that for random
    uniform instances (a) the final selected solutions mainly depend on the final
    decision and not on the decision history, (b) solutions are quite robust with
    respect to the number of unvisited dynamic customers, and (c) solutions of the
    dynamic approach can even dominate solutions obtained by a clairvoyant EMOA. In
    contrast, for instances with clustered customers, we observe a strong dependency
    on decision-making history as well as more variance in solution diversity.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Christian
  full_name: Grimme, Christian
  last_name: Grimme
- first_name: Günter
  full_name: Rudolph, Günter
  last_name: Rudolph
- first_name: Heike
  full_name: Trautmann, Heike
  last_name: Trautmann
citation:
  ama: 'Bossek J, Grimme C, Rudolph G, Trautmann H. Towards Decision Support in Dynamic
    Bi-Objective Vehicle Routing. In: <i>2020 IEEE Congress on Evolutionary Computation
    (CEC)</i>. IEEE Press; 2020:1–8. doi:<a href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>'
  apa: Bossek, J., Grimme, C., Rudolph, G., &#38; Trautmann, H. (2020). Towards Decision
    Support in Dynamic Bi-Objective Vehicle Routing. <i>2020 IEEE Congress on Evolutionary
    Computation (CEC)</i>, 1–8. <a href="https://doi.org/10.1109/CEC48606.2020.9185778">https://doi.org/10.1109/CEC48606.2020.9185778</a>
  bibtex: '@inproceedings{Bossek_Grimme_Rudolph_Trautmann_2020, place={Glasgow, United
    Kingdom}, title={Towards Decision Support in Dynamic Bi-Objective Vehicle Routing},
    DOI={<a href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>},
    booktitle={2020 IEEE Congress on Evolutionary Computation (CEC)}, publisher={IEEE
    Press}, author={Bossek, Jakob and Grimme, Christian and Rudolph, Günter and Trautmann,
    Heike}, year={2020}, pages={1–8} }'
  chicago: 'Bossek, Jakob, Christian Grimme, Günter Rudolph, and Heike Trautmann.
    “Towards Decision Support in Dynamic Bi-Objective Vehicle Routing.” In <i>2020
    IEEE Congress on Evolutionary Computation (CEC)</i>, 1–8. Glasgow, United Kingdom:
    IEEE Press, 2020. <a href="https://doi.org/10.1109/CEC48606.2020.9185778">https://doi.org/10.1109/CEC48606.2020.9185778</a>.'
  ieee: 'J. Bossek, C. Grimme, G. Rudolph, and H. Trautmann, “Towards Decision Support
    in Dynamic Bi-Objective Vehicle Routing,” in <i>2020 IEEE Congress on Evolutionary
    Computation (CEC)</i>, 2020, pp. 1–8, doi: <a href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>.'
  mla: Bossek, Jakob, et al. “Towards Decision Support in Dynamic Bi-Objective Vehicle
    Routing.” <i>2020 IEEE Congress on Evolutionary Computation (CEC)</i>, IEEE Press,
    2020, pp. 1–8, doi:<a href="https://doi.org/10.1109/CEC48606.2020.9185778">10.1109/CEC48606.2020.9185778</a>.
  short: 'J. Bossek, C. Grimme, G. Rudolph, H. Trautmann, in: 2020 IEEE Congress on
    Evolutionary Computation (CEC), IEEE Press, Glasgow, United Kingdom, 2020, pp.
    1–8.'
date_created: 2023-11-14T15:58:53Z
date_updated: 2023-12-13T10:44:17Z
department:
- _id: '819'
doi: 10.1109/CEC48606.2020.9185778
extern: '1'
language:
- iso: eng
page: 1–8
place: Glasgow, United Kingdom
publication: 2020 IEEE Congress on Evolutionary Computation (CEC)
publication_status: published
publisher: IEEE Press
status: public
title: Towards Decision Support in Dynamic Bi-Objective Vehicle Routing
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48879'
abstract:
- lang: eng
  text: Evolving diverse sets of high quality solutions has gained increasing interest
    in the evolutionary computation literature in recent years. With this paper, we
    contribute to this area of research by examining evolutionary diversity optimisation
    approaches for the classical Traveling Salesperson Problem (TSP). We study the
    impact of using different diversity measures for a given set of tours and the
    ability of evolutionary algorithms to obtain a diverse set of high quality solutions
    when adopting these measures. Our studies show that a large variety of diverse
    high quality tours can be achieved by using our approaches. Furthermore, we compare
    our approaches in terms of theoretical properties and the final set of tours obtained
    by the evolutionary diversity optimisation algorithm.
author:
- first_name: Anh Viet
  full_name: Do, Anh Viet
  last_name: Do
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Aneta
  full_name: Neumann, Aneta
  last_name: Neumann
- first_name: Frank
  full_name: Neumann, Frank
  last_name: Neumann
citation:
  ama: 'Do AV, Bossek J, Neumann A, Neumann F. Evolving Diverse Sets of Tours for
    the Travelling Salesperson Problem. In: <i>Proceedings of the Genetic and Evolutionary
    Computation Conference</i>. GECCO’20. Association for Computing Machinery; 2020:681–689.
    doi:<a href="https://doi.org/10.1145/3377930.3389844">10.1145/3377930.3389844</a>'
  apa: Do, A. V., Bossek, J., Neumann, A., &#38; Neumann, F. (2020). Evolving Diverse
    Sets of Tours for the Travelling Salesperson Problem. <i>Proceedings of the Genetic
    and Evolutionary Computation Conference</i>, 681–689. <a href="https://doi.org/10.1145/3377930.3389844">https://doi.org/10.1145/3377930.3389844</a>
  bibtex: '@inproceedings{Do_Bossek_Neumann_Neumann_2020, place={New York, NY, USA},
    series={GECCO’20}, title={Evolving Diverse Sets of Tours for the Travelling Salesperson
    Problem}, DOI={<a href="https://doi.org/10.1145/3377930.3389844">10.1145/3377930.3389844</a>},
    booktitle={Proceedings of the Genetic and Evolutionary Computation Conference},
    publisher={Association for Computing Machinery}, author={Do, Anh Viet and Bossek,
    Jakob and Neumann, Aneta and Neumann, Frank}, year={2020}, pages={681–689}, collection={GECCO’20}
    }'
  chicago: 'Do, Anh Viet, Jakob Bossek, Aneta Neumann, and Frank Neumann. “Evolving
    Diverse Sets of Tours for the Travelling Salesperson Problem.” In <i>Proceedings
    of the Genetic and Evolutionary Computation Conference</i>, 681–689. GECCO’20.
    New York, NY, USA: Association for Computing Machinery, 2020. <a href="https://doi.org/10.1145/3377930.3389844">https://doi.org/10.1145/3377930.3389844</a>.'
  ieee: 'A. V. Do, J. Bossek, A. Neumann, and F. Neumann, “Evolving Diverse Sets of
    Tours for the Travelling Salesperson Problem,” in <i>Proceedings of the Genetic
    and Evolutionary Computation Conference</i>, 2020, pp. 681–689, doi: <a href="https://doi.org/10.1145/3377930.3389844">10.1145/3377930.3389844</a>.'
  mla: Do, Anh Viet, et al. “Evolving Diverse Sets of Tours for the Travelling Salesperson
    Problem.” <i>Proceedings of the Genetic and Evolutionary Computation Conference</i>,
    Association for Computing Machinery, 2020, pp. 681–689, doi:<a href="https://doi.org/10.1145/3377930.3389844">10.1145/3377930.3389844</a>.
  short: 'A.V. Do, J. Bossek, A. Neumann, F. Neumann, in: Proceedings of the Genetic
    and Evolutionary Computation Conference, Association for Computing Machinery,
    New York, NY, USA, 2020, pp. 681–689.'
date_created: 2023-11-14T15:58:58Z
date_updated: 2023-12-13T10:48:50Z
department:
- _id: '819'
doi: 10.1145/3377930.3389844
extern: '1'
keyword:
- diversity maximisation
- evolutionary algorithms
- travelling salesperson problem
language:
- iso: eng
page: 681–689
place: New York, NY, USA
publication: Proceedings of the Genetic and Evolutionary Computation Conference
publication_identifier:
  isbn:
  - 978-1-4503-7128-5
publisher: Association for Computing Machinery
series_title: GECCO’20
status: public
title: Evolving Diverse Sets of Tours for the Travelling Salesperson Problem
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48895'
abstract:
- lang: eng
  text: Evolutionary algorithms (EAs) are general-purpose problem solvers that usually
    perform an unbiased search. This is reasonable and desirable in a black-box scenario.
    For combinatorial optimization problems, often more knowledge about the structure
    of optimal solutions is given, which can be leveraged by means of biased search
    operators. We consider the Minimum Spanning Tree (MST) problem in a single- and
    multi-objective version, and introduce a biased mutation, which puts more emphasis
    on the selection of edges of low rank in terms of low domination number. We present
    example graphs where the biased mutation can significantly speed up the expected
    runtime until (Pareto-)optimal solutions are found. On the other hand, we demonstrate
    that bias can lead to exponential runtime if "heavy" edges are necessarily part
    of an optimal solution. However, on general graphs in the single-objective setting,
    we show that a combined mutation operator which decides for unbiased or biased
    edge selection in each step with equal probability exhibits a polynomial upper
    bound - as unbiased mutation - in the worst case and benefits from bias if the
    circumstances are favorable.
author:
- first_name: Vahid
  full_name: Roostapour, Vahid
  last_name: Roostapour
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Frank
  full_name: Neumann, Frank
  last_name: Neumann
citation:
  ama: 'Roostapour V, Bossek J, Neumann F. Runtime Analysis of Evolutionary Algorithms
    with Biased Mutation for the Multi-Objective Minimum Spanning Tree Problem. In:
    <i>Proceedings of the 2020 Genetic and Evolutionary Computation Conference</i>.
    {GECCO} ’20. Association for Computing Machinery; 2020:551–559. doi:<a href="https://doi.org/10.1145/3377930.3390168">10.1145/3377930.3390168</a>'
  apa: Roostapour, V., Bossek, J., &#38; Neumann, F. (2020). Runtime Analysis of Evolutionary
    Algorithms with Biased Mutation for the Multi-Objective Minimum Spanning Tree
    Problem. <i>Proceedings of the 2020 Genetic and Evolutionary Computation Conference</i>,
    551–559. <a href="https://doi.org/10.1145/3377930.3390168">https://doi.org/10.1145/3377930.3390168</a>
  bibtex: '@inproceedings{Roostapour_Bossek_Neumann_2020, place={New York, NY, USA},
    series={{GECCO} ’20}, title={Runtime Analysis of Evolutionary Algorithms with
    Biased Mutation for the Multi-Objective Minimum Spanning Tree Problem}, DOI={<a
    href="https://doi.org/10.1145/3377930.3390168">10.1145/3377930.3390168</a>}, booktitle={Proceedings
    of the 2020 Genetic and Evolutionary Computation Conference}, publisher={Association
    for Computing Machinery}, author={Roostapour, Vahid and Bossek, Jakob and Neumann,
    Frank}, year={2020}, pages={551–559}, collection={{GECCO} ’20} }'
  chicago: 'Roostapour, Vahid, Jakob Bossek, and Frank Neumann. “Runtime Analysis
    of Evolutionary Algorithms with Biased Mutation for the Multi-Objective Minimum
    Spanning Tree Problem.” In <i>Proceedings of the 2020 Genetic and Evolutionary
    Computation Conference</i>, 551–559. {GECCO} ’20. New York, NY, USA: Association
    for Computing Machinery, 2020. <a href="https://doi.org/10.1145/3377930.3390168">https://doi.org/10.1145/3377930.3390168</a>.'
  ieee: 'V. Roostapour, J. Bossek, and F. Neumann, “Runtime Analysis of Evolutionary
    Algorithms with Biased Mutation for the Multi-Objective Minimum Spanning Tree
    Problem,” in <i>Proceedings of the 2020 Genetic and Evolutionary Computation Conference</i>,
    2020, pp. 551–559, doi: <a href="https://doi.org/10.1145/3377930.3390168">10.1145/3377930.3390168</a>.'
  mla: Roostapour, Vahid, et al. “Runtime Analysis of Evolutionary Algorithms with
    Biased Mutation for the Multi-Objective Minimum Spanning Tree Problem.” <i>Proceedings
    of the 2020 Genetic and Evolutionary Computation Conference</i>, Association for
    Computing Machinery, 2020, pp. 551–559, doi:<a href="https://doi.org/10.1145/3377930.3390168">10.1145/3377930.3390168</a>.
  short: 'V. Roostapour, J. Bossek, F. Neumann, in: Proceedings of the 2020 Genetic
    and Evolutionary Computation Conference, Association for Computing Machinery,
    New York, NY, USA, 2020, pp. 551–559.'
date_created: 2023-11-14T15:59:00Z
date_updated: 2023-12-13T10:49:38Z
department:
- _id: '819'
doi: 10.1145/3377930.3390168
extern: '1'
keyword:
- biased mutation
- evolutionary algorithms
- minimum spanning tree problem
- runtime analysis
language:
- iso: eng
page: 551–559
place: New York, NY, USA
publication: Proceedings of the 2020 Genetic and Evolutionary Computation Conference
publication_identifier:
  isbn:
  - 978-1-4503-7128-5
publisher: Association for Computing Machinery
series_title: '{GECCO} ’20'
status: public
title: Runtime Analysis of Evolutionary Algorithms with Biased Mutation for the Multi-Objective
  Minimum Spanning Tree Problem
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48897'
abstract:
- lang: eng
  text: 'In this work we focus on the well-known Euclidean Traveling Salesperson Problem
    (TSP) and two highly competitive inexact heuristic TSP solvers, EAX and LKH, in
    the context of per-instance algorithm selection (AS). We evolve instances with
    nodes where the solvers show strongly different performance profiles. These instances
    serve as a basis for an exploratory study on the identification of well-discriminating
    problem characteristics (features). Our results in a nutshell: we show that even
    though (1) promising features exist, (2) these are in line with previous results
    from the literature, and (3) models trained with these features are more accurate
    than models adopting sophisticated feature selection methods, the advantage is
    not close to the virtual best solver in terms of penalized average runtime and
    so is the performance gain over the single best solver. However, we show that
    a feature-free deep neural network based approach solely based on visual representation
    of the instances already matches classical AS model results and thus shows huge
    potential for future studies.'
author:
- first_name: Moritz
  full_name: Seiler, Moritz
  last_name: Seiler
- first_name: Janina
  full_name: Pohl, Janina
  last_name: Pohl
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  last_name: Trautmann
citation:
  ama: 'Seiler M, Pohl J, Bossek J, Kerschke P, Trautmann H. Deep Learning as a Competitive
    Feature-Free Approach for Automated Algorithm Selection on the Traveling Salesperson
    Problem. In: <i>Parallel Problem Solving from {Nature} (PPSN XVI)</i>. Springer-Verlag;
    2020:48–64. doi:<a href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>'
  apa: Seiler, M., Pohl, J., Bossek, J., Kerschke, P., &#38; Trautmann, H. (2020).
    Deep Learning as a Competitive Feature-Free Approach for Automated Algorithm Selection
    on the Traveling Salesperson Problem. <i>Parallel Problem Solving from {Nature}
    (PPSN XVI)</i>, 48–64. <a href="https://doi.org/10.1007/978-3-030-58112-1_4">https://doi.org/10.1007/978-3-030-58112-1_4</a>
  bibtex: '@inproceedings{Seiler_Pohl_Bossek_Kerschke_Trautmann_2020, place={Berlin,
    Heidelberg}, title={Deep Learning as a Competitive Feature-Free Approach for Automated
    Algorithm Selection on the Traveling Salesperson Problem}, DOI={<a href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>},
    booktitle={Parallel Problem Solving from {Nature} (PPSN XVI)}, publisher={Springer-Verlag},
    author={Seiler, Moritz and Pohl, Janina and Bossek, Jakob and Kerschke, Pascal
    and Trautmann, Heike}, year={2020}, pages={48–64} }'
  chicago: 'Seiler, Moritz, Janina Pohl, Jakob Bossek, Pascal Kerschke, and Heike
    Trautmann. “Deep Learning as a Competitive Feature-Free Approach for Automated
    Algorithm Selection on the Traveling Salesperson Problem.” In <i>Parallel Problem
    Solving from {Nature} (PPSN XVI)</i>, 48–64. Berlin, Heidelberg: Springer-Verlag,
    2020. <a href="https://doi.org/10.1007/978-3-030-58112-1_4">https://doi.org/10.1007/978-3-030-58112-1_4</a>.'
  ieee: 'M. Seiler, J. Pohl, J. Bossek, P. Kerschke, and H. Trautmann, “Deep Learning
    as a Competitive Feature-Free Approach for Automated Algorithm Selection on the
    Traveling Salesperson Problem,” in <i>Parallel Problem Solving from {Nature} (PPSN
    XVI)</i>, 2020, pp. 48–64, doi: <a href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>.'
  mla: Seiler, Moritz, et al. “Deep Learning as a Competitive Feature-Free Approach
    for Automated Algorithm Selection on the Traveling Salesperson Problem.” <i>Parallel
    Problem Solving from {Nature} (PPSN XVI)</i>, Springer-Verlag, 2020, pp. 48–64,
    doi:<a href="https://doi.org/10.1007/978-3-030-58112-1_4">10.1007/978-3-030-58112-1_4</a>.
  short: 'M. Seiler, J. Pohl, J. Bossek, P. Kerschke, H. Trautmann, in: Parallel Problem
    Solving from {Nature} (PPSN XVI), Springer-Verlag, Berlin, Heidelberg, 2020, pp.
    48–64.'
date_created: 2023-11-14T15:59:00Z
date_updated: 2023-12-13T10:49:45Z
department:
- _id: '819'
doi: 10.1007/978-3-030-58112-1_4
extern: '1'
keyword:
- Automated algorithm selection
- Deep learning
- Feature-based approaches
- Traveling Salesperson Problem
language:
- iso: eng
page: 48–64
place: Berlin, Heidelberg
publication: Parallel Problem Solving from {Nature} (PPSN XVI)
publication_identifier:
  isbn:
  - 978-3-030-58111-4
publisher: Springer-Verlag
status: public
title: Deep Learning as a Competitive Feature-Free Approach for Automated Algorithm
  Selection on the Traveling Salesperson Problem
type: conference
user_id: '102979'
year: '2020'
...
---
_id: '48848'
abstract:
- lang: eng
  text: We build upon a recently proposed multi-objective view onto performance measurement
    of single-objective stochastic solvers. The trade-off between the fraction of
    failed runs and the mean runtime of successful runs \textendash both to be minimized
    \textendash is directly analyzed based on a study on algorithm selection of inexact
    state-of-the-art solvers for the famous Traveling Salesperson Problem (TSP). Moreover,
    we adopt the hypervolume indicator (HV) commonly used in multi-objective optimization
    for simultaneously assessing both conflicting objectives and investigate relations
    to commonly used performance indicators, both theoretically and empirically. Next
    to Penalized Average Runtime (PAR) and Penalized Quantile Runtime (PQR), the HV
    measure is used as a core concept within the construction of per-instance algorithm
    selection models offering interesting insights into complementary behavior of
    inexact TSP solvers. \textbullet The multi-objective perspective is naturally
    generalizable to multiple objectives. \textbullet Proof of relationship between
    HV and the PAR in the considered bi-objective space. \textbullet New insights
    into complementary behavior of stochastic optimization algorithms.
author:
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: Heike
  full_name: Trautmann, Heike
  last_name: Trautmann
citation:
  ama: Bossek J, Kerschke P, Trautmann H. A Multi-Objective Perspective on Performance
    Assessment and Automated Selection of Single-Objective Optimization Algorithms.
    <i>Applied Soft Computing</i>. 2020;88(C). doi:<a href="https://doi.org/10.1016/j.asoc.2019.105901">10.1016/j.asoc.2019.105901</a>
  apa: Bossek, J., Kerschke, P., &#38; Trautmann, H. (2020). A Multi-Objective Perspective
    on Performance Assessment and Automated Selection of Single-Objective Optimization
    Algorithms. <i>Applied Soft Computing</i>, <i>88</i>(C). <a href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>
  bibtex: '@article{Bossek_Kerschke_Trautmann_2020, title={A Multi-Objective Perspective
    on Performance Assessment and Automated Selection of Single-Objective Optimization
    Algorithms}, volume={88}, DOI={<a href="https://doi.org/10.1016/j.asoc.2019.105901">10.1016/j.asoc.2019.105901</a>},
    number={C}, journal={Applied Soft Computing}, author={Bossek, Jakob and Kerschke,
    Pascal and Trautmann, Heike}, year={2020} }'
  chicago: Bossek, Jakob, Pascal Kerschke, and Heike Trautmann. “A Multi-Objective
    Perspective on Performance Assessment and Automated Selection of Single-Objective
    Optimization Algorithms.” <i>Applied Soft Computing</i> 88, no. C (2020). <a href="https://doi.org/10.1016/j.asoc.2019.105901">https://doi.org/10.1016/j.asoc.2019.105901</a>.
  ieee: 'J. Bossek, P. Kerschke, and H. Trautmann, “A Multi-Objective Perspective
    on Performance Assessment and Automated Selection of Single-Objective Optimization
    Algorithms,” <i>Applied Soft Computing</i>, vol. 88, no. C, 2020, doi: <a href="https://doi.org/10.1016/j.asoc.2019.105901">10.1016/j.asoc.2019.105901</a>.'
  mla: Bossek, Jakob, et al. “A Multi-Objective Perspective on Performance Assessment
    and Automated Selection of Single-Objective Optimization Algorithms.” <i>Applied
    Soft Computing</i>, vol. 88, no. C, 2020, doi:<a href="https://doi.org/10.1016/j.asoc.2019.105901">10.1016/j.asoc.2019.105901</a>.
  short: J. Bossek, P. Kerschke, H. Trautmann, Applied Soft Computing 88 (2020).
date_created: 2023-11-14T15:58:53Z
date_updated: 2023-12-13T10:52:17Z
department:
- _id: '819'
doi: 10.1016/j.asoc.2019.105901
intvolume: '        88'
issue: C
keyword:
- Algorithm selection
- Combinatorial optimization
- Multi-objective optimization
- Performance measurement
- Traveling Salesperson Problem
language:
- iso: eng
publication: Applied Soft Computing
publication_identifier:
  issn:
  - 1568-4946
status: public
title: A Multi-Objective Perspective on Performance Assessment and Automated Selection
  of Single-Objective Optimization Algorithms
type: journal_article
user_id: '102979'
volume: 88
year: '2020'
...
---
_id: '48836'
author:
- first_name: Thomas
  full_name: Bartz-Beielstein, Thomas
  last_name: Bartz-Beielstein
- first_name: Carola
  full_name: Doerr, Carola
  last_name: Doerr
- first_name: Daan
  full_name: van den Berg, Daan
  last_name: van den Berg
- first_name: Jakob
  full_name: Bossek, Jakob
  id: '102979'
  last_name: Bossek
  orcid: 0000-0002-4121-4668
- first_name: Sowmya
  full_name: Chandrasekaran, Sowmya
  last_name: Chandrasekaran
- first_name: Tome
  full_name: Eftimov, Tome
  last_name: Eftimov
- first_name: Andreas
  full_name: Fischbach, Andreas
  last_name: Fischbach
- first_name: Pascal
  full_name: Kerschke, Pascal
  last_name: Kerschke
- first_name: William La
  full_name: Cava, William La
  last_name: Cava
- first_name: Manuel
  full_name: Lopez-Ibanez, Manuel
  last_name: Lopez-Ibanez
- first_name: Katherine M.
  full_name: Malan, Katherine M.
  last_name: Malan
- first_name: Jason H.
  full_name: Moore, Jason H.
  last_name: Moore
- first_name: Boris
  full_name: Naujoks, Boris
  last_name: Naujoks
- first_name: Patryk
  full_name: Orzechowski, Patryk
  last_name: Orzechowski
- first_name: Vanessa
  full_name: Volz, Vanessa
  last_name: Volz
- first_name: Markus
  full_name: Wagner, Markus
  last_name: Wagner
- first_name: Thomas
  full_name: Weise, Thomas
  last_name: Weise
citation:
  ama: 'Bartz-Beielstein T, Doerr C, van den Berg D, et al. Benchmarking in Optimization:
    Best Practice and Open Issues. <i>Corr</i>. Published online 2020.'
  apa: 'Bartz-Beielstein, T., Doerr, C., van den Berg, D., Bossek, J., Chandrasekaran,
    S., Eftimov, T., Fischbach, A., Kerschke, P., Cava, W. L., Lopez-Ibanez, M., Malan,
    K. M., Moore, J. H., Naujoks, B., Orzechowski, P., Volz, V., Wagner, M., &#38;
    Weise, T. (2020). Benchmarking in Optimization: Best Practice and Open Issues.
    <i>Corr</i>.'
  bibtex: '@article{Bartz-Beielstein_Doerr_van den Berg_Bossek_Chandrasekaran_Eftimov_Fischbach_Kerschke_Cava_Lopez-Ibanez_et
    al._2020, title={Benchmarking in Optimization: Best Practice and Open Issues},
    journal={Corr}, author={Bartz-Beielstein, Thomas and Doerr, Carola and van den
    Berg, Daan and Bossek, Jakob and Chandrasekaran, Sowmya and Eftimov, Tome and
    Fischbach, Andreas and Kerschke, Pascal and Cava, William La and Lopez-Ibanez,
    Manuel and et al.}, year={2020} }'
  chicago: 'Bartz-Beielstein, Thomas, Carola Doerr, Daan van den Berg, Jakob Bossek,
    Sowmya Chandrasekaran, Tome Eftimov, Andreas Fischbach, et al. “Benchmarking in
    Optimization: Best Practice and Open Issues.” <i>Corr</i>, 2020.'
  ieee: 'T. Bartz-Beielstein <i>et al.</i>, “Benchmarking in Optimization: Best Practice
    and Open Issues,” <i>Corr</i>, 2020.'
  mla: 'Bartz-Beielstein, Thomas, et al. “Benchmarking in Optimization: Best Practice
    and Open Issues.” <i>Corr</i>, 2020.'
  short: T. Bartz-Beielstein, C. Doerr, D. van den Berg, J. Bossek, S. Chandrasekaran,
    T. Eftimov, A. Fischbach, P. Kerschke, W.L. Cava, M. Lopez-Ibanez, K.M. Malan,
    J.H. Moore, B. Naujoks, P. Orzechowski, V. Volz, M. Wagner, T. Weise, Corr (2020).
date_created: 2023-11-14T15:58:51Z
date_updated: 2023-12-13T10:52:24Z
department:
- _id: '819'
language:
- iso: eng
publication: Corr
status: public
title: 'Benchmarking in Optimization: Best Practice and Open Issues'
type: journal_article
user_id: '102979'
year: '2020'
...
---
_id: '49599'
author:
- first_name: Daniel
  full_name: Fastlabend-Vargas, Daniel
  id: '23102'
  last_name: Fastlabend-Vargas
citation:
  ama: Fastlabend-Vargas D. <i>Geschichte(n) der deutschen Migrationsgesellschaft.
    Jugendliche erzählen begründete historische Geschichten Eine Unterrichtsreihe
    für das Portal Zwischentöne.info </i>. Zwischentöne.info ; 2020.
  apa: Fastlabend-Vargas, D. (2020). <i>Geschichte(n) der deutschen Migrationsgesellschaft.
    Jugendliche erzählen begründete historische Geschichten Eine Unterrichtsreihe
    für das Portal Zwischentöne.info </i>. Zwischentöne.info .
  bibtex: '@book{Fastlabend-Vargas_2020, place={Zwischentöne.info }, title={Geschichte(n)
    der deutschen Migrationsgesellschaft. Jugendliche erzählen begründete historische
    Geschichten Eine Unterrichtsreihe für das Portal Zwischentöne.info }, publisher={Zwischentöne.info
    }, author={Fastlabend-Vargas, Daniel}, year={2020} }'
  chicago: 'Fastlabend-Vargas, Daniel. <i>Geschichte(n) der deutschen Migrationsgesellschaft.
    Jugendliche erzählen begründete historische Geschichten Eine Unterrichtsreihe
    für das Portal Zwischentöne.info </i>. Zwischentöne.info : Zwischentöne.info ,
    2020.'
  ieee: 'D. Fastlabend-Vargas, <i>Geschichte(n) der deutschen Migrationsgesellschaft.
    Jugendliche erzählen begründete historische Geschichten Eine Unterrichtsreihe
    für das Portal Zwischentöne.info </i>. Zwischentöne.info : Zwischentöne.info ,
    2020.'
  mla: Fastlabend-Vargas, Daniel. <i>Geschichte(n) der deutschen Migrationsgesellschaft.
    Jugendliche erzählen begründete historische Geschichten Eine Unterrichtsreihe
    für das Portal Zwischentöne.info </i>. Zwischentöne.info , 2020.
  short: D. Fastlabend-Vargas, Geschichte(n) der deutschen Migrationsgesellschaft.
    Jugendliche erzählen begründete historische Geschichten Eine Unterrichtsreihe
    für das Portal Zwischentöne.info , Zwischentöne.info , Zwischentöne.info , 2020.
date_created: 2023-12-13T13:19:41Z
date_updated: 2023-12-13T20:31:09Z
department:
- _id: '6'
- _id: '444'
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://www.zwischentoene.info/unterrichtseinheit/praesentation?tx_uemat_uemat%5Bunterrichtseinheit%5D=65&cHash=ea39aadf818de9c990c1f542ba84741b
oa: '1'
place: 'Zwischentöne.info '
publication_status: published
publisher: 'Zwischentöne.info '
status: public
title: 'Geschichte(n) der deutschen Migrationsgesellschaft. Jugendliche erzählen begründete
  historische Geschichten Eine Unterrichtsreihe für das Portal Zwischentöne.info '
type: misc
user_id: '23102'
year: '2020'
...
---
_id: '30869'
author:
- first_name: Christina
  full_name: Lammer, Christina
  id: '84580'
  last_name: Lammer
citation:
  ama: 'Lammer C. <i>Erinnerung Und Identität: Literarische Konstruktionen in Doeschka
    Meijsings Prosa</i>. transcript Verlag; 2020.'
  apa: 'Lammer, C. (2020). <i>Erinnerung und Identität: Literarische Konstruktionen
    in Doeschka Meijsings Prosa</i>. transcript Verlag.'
  bibtex: '@book{Lammer_2020, title={Erinnerung und Identität: Literarische Konstruktionen
    in Doeschka Meijsings Prosa}, publisher={transcript Verlag}, author={Lammer, Christina},
    year={2020} }'
  chicago: 'Lammer, Christina. <i>Erinnerung Und Identität: Literarische Konstruktionen
    in Doeschka Meijsings Prosa</i>. transcript Verlag, 2020.'
  ieee: 'C. Lammer, <i>Erinnerung und Identität: Literarische Konstruktionen in Doeschka
    Meijsings Prosa</i>. transcript Verlag, 2020.'
  mla: 'Lammer, Christina. <i>Erinnerung Und Identität: Literarische Konstruktionen
    in Doeschka Meijsings Prosa</i>. transcript Verlag, 2020.'
  short: 'C. Lammer, Erinnerung Und Identität: Literarische Konstruktionen in Doeschka
    Meijsings Prosa, transcript Verlag, 2020.'
date_created: 2022-04-12T14:18:30Z
date_updated: 2023-12-14T18:32:38Z
language:
- iso: eng
publisher: transcript Verlag
status: public
title: 'Erinnerung und Identität: Literarische Konstruktionen in Doeschka Meijsings
  Prosa'
type: book
user_id: '84580'
year: '2020'
...
---
_id: '49767'
author:
- first_name: Yves
  full_name: Huybrechts, Yves
  id: '78579'
  last_name: Huybrechts
  orcid: 0009-0009-2166-9794
citation:
  ama: Huybrechts Y. <i>“Die Bombardierung von Brüssel - teil 1” (PODCAST)</i>. BelgienNet;
    2020.
  apa: Huybrechts, Y. (2020). <i>“Die Bombardierung von Brüssel - teil 1” (PODCAST)</i>.
    BelgienNet.
  bibtex: '@book{Huybrechts_2020, title={“Die Bombardierung von Brüssel - teil 1”
    (PODCAST)}, publisher={BelgienNet}, author={Huybrechts, Yves}, year={2020} }'
  chicago: Huybrechts, Yves. <i>“Die Bombardierung von Brüssel - teil 1” (PODCAST)</i>.
    BelgienNet, 2020.
  ieee: Y. Huybrechts, <i>“Die Bombardierung von Brüssel - teil 1” (PODCAST)</i>.
    BelgienNet, 2020.
  mla: Huybrechts, Yves. <i>“Die Bombardierung von Brüssel - teil 1” (PODCAST)</i>.
    BelgienNet, 2020.
  short: Y. Huybrechts, “Die Bombardierung von Brüssel - teil 1” (PODCAST), BelgienNet,
    2020.
date_created: 2023-12-18T10:02:47Z
date_updated: 2023-12-18T10:08:13Z
department:
- _id: '448'
language:
- iso: ger
- iso: fre
main_file_link:
- open_access: '1'
  url: https://belgien.net/die-bombardierung-von-bruessel-teil-1/
oa: '1'
publication_status: published
publisher: BelgienNet
status: public
title: '"Die Bombardierung von Brüssel - teil 1" (PODCAST)'
type: misc
user_id: '78579'
year: '2020'
...
---
_id: '49736'
author:
- first_name: Yves
  full_name: Huybrechts, Yves
  id: '78579'
  last_name: Huybrechts
  orcid: 0009-0009-2166-9794
citation:
  ama: Huybrechts Y. Den Kaiser erpressen. Der Fall Jever zwischen Burgundischem Reichskreis
    und Reichskammergericht, 1737-1739. <i>Historisches Jahrbuch</i>. 2020;140:420-445.
  apa: Huybrechts, Y. (2020). Den Kaiser erpressen. Der Fall Jever zwischen Burgundischem
    Reichskreis und Reichskammergericht, 1737-1739. <i>Historisches Jahrbuch</i>,
    <i>140</i>, 420–445.
  bibtex: '@article{Huybrechts_2020, title={Den Kaiser erpressen. Der Fall Jever zwischen
    Burgundischem Reichskreis und Reichskammergericht, 1737-1739}, volume={140}, journal={Historisches
    Jahrbuch}, author={Huybrechts, Yves}, year={2020}, pages={420–445} }'
  chicago: 'Huybrechts, Yves. “Den Kaiser erpressen. Der Fall Jever zwischen Burgundischem
    Reichskreis und Reichskammergericht, 1737-1739.” <i>Historisches Jahrbuch</i>
    140 (2020): 420–45.'
  ieee: Y. Huybrechts, “Den Kaiser erpressen. Der Fall Jever zwischen Burgundischem
    Reichskreis und Reichskammergericht, 1737-1739,” <i>Historisches Jahrbuch</i>,
    vol. 140, pp. 420–445, 2020.
  mla: Huybrechts, Yves. “Den Kaiser erpressen. Der Fall Jever zwischen Burgundischem
    Reichskreis und Reichskammergericht, 1737-1739.” <i>Historisches Jahrbuch</i>,
    vol. 140, 2020, pp. 420–45.
  short: Y. Huybrechts, Historisches Jahrbuch 140 (2020) 420–445.
date_created: 2023-12-18T09:15:32Z
date_updated: 2023-12-18T10:09:05Z
department:
- _id: '446'
intvolume: '       140'
language:
- iso: ger
page: 420-445
publication: Historisches Jahrbuch
publication_identifier:
  isbn:
  - '9783451032967'
  issn:
  - '00182621'
publication_status: published
status: public
title: Den Kaiser erpressen. Der Fall Jever zwischen Burgundischem Reichskreis und
  Reichskammergericht, 1737-1739
type: journal_article
user_id: '78579'
volume: 140
year: '2020'
...
---
_id: '49756'
author:
- first_name: Yves
  full_name: Huybrechts, Yves
  id: '78579'
  last_name: Huybrechts
  orcid: 0009-0009-2166-9794
citation:
  ama: Huybrechts Y. <i>“Ein Gespräch mit Guy Vanhengel - Ein Gespräch mit dem Vizepräsidenten
    des Brüsseler Parlaments, in zwei Teilen.” (VIDEO)</i>. BelgienNet; 2020.
  apa: Huybrechts, Y. (2020). <i>“Ein Gespräch mit Guy Vanhengel - Ein Gespräch mit
    dem Vizepräsidenten des Brüsseler Parlaments, in zwei Teilen.” (VIDEO)</i>. BelgienNet.
  bibtex: '@book{Huybrechts_2020, title={“Ein Gespräch mit Guy Vanhengel - Ein Gespräch
    mit dem Vizepräsidenten des Brüsseler Parlaments, in zwei Teilen.” (VIDEO)}, publisher={BelgienNet},
    author={Huybrechts, Yves}, year={2020} }'
  chicago: Huybrechts, Yves. <i>“Ein Gespräch mit Guy Vanhengel - Ein Gespräch mit
    dem Vizepräsidenten des Brüsseler Parlaments, in zwei Teilen.” (VIDEO)</i>. BelgienNet,
    2020.
  ieee: Y. Huybrechts, <i>“Ein Gespräch mit Guy Vanhengel - Ein Gespräch mit dem Vizepräsidenten
    des Brüsseler Parlaments, in zwei Teilen.” (VIDEO)</i>. BelgienNet, 2020.
  mla: Huybrechts, Yves. <i>“Ein Gespräch mit Guy Vanhengel - Ein Gespräch mit dem
    Vizepräsidenten des Brüsseler Parlaments, in zwei Teilen.” (VIDEO)</i>. BelgienNet,
    2020.
  short: Y. Huybrechts, “Ein Gespräch mit Guy Vanhengel - Ein Gespräch mit dem Vizepräsidenten
    des Brüsseler Parlaments, in zwei Teilen.” (VIDEO), BelgienNet, 2020.
date_created: 2023-12-18T09:48:13Z
date_updated: 2023-12-18T10:08:33Z
department:
- _id: '448'
language:
- iso: dut
main_file_link:
- open_access: '1'
  url: https://belgien.net/ein-gespraech-mit-guy-vanhengel/
oa: '1'
publication_status: published
publisher: BelgienNet
status: public
title: '"Ein Gespräch mit Guy Vanhengel - Ein Gespräch mit dem Vizepräsidenten des
  Brüsseler Parlaments, in zwei Teilen." (VIDEO)'
type: misc
user_id: '78579'
year: '2020'
...
---
_id: '49750'
author:
- first_name: Yves
  full_name: Huybrechts, Yves
  id: '78579'
  last_name: Huybrechts
  orcid: 0009-0009-2166-9794
citation:
  ama: Huybrechts Y. <i>Interview zur Ausstellung “Rubens und der Barock im Norden”
    - 2 Teile (VIDEO)</i>. BelgienNet; 2020.
  apa: Huybrechts, Y. (2020). <i>Interview zur Ausstellung “Rubens und der Barock
    im Norden” - 2 Teile (VIDEO)</i>. BelgienNet.
  bibtex: '@book{Huybrechts_2020, title={Interview zur Ausstellung “Rubens und der
    Barock im Norden” - 2 Teile (VIDEO)}, publisher={BelgienNet}, author={Huybrechts,
    Yves}, year={2020} }'
  chicago: Huybrechts, Yves. <i>Interview zur Ausstellung “Rubens und der Barock im
    Norden” - 2 Teile (VIDEO)</i>. BelgienNet, 2020.
  ieee: Y. Huybrechts, <i>Interview zur Ausstellung “Rubens und der Barock im Norden”
    - 2 Teile (VIDEO)</i>. BelgienNet, 2020.
  mla: Huybrechts, Yves. <i>Interview zur Ausstellung “Rubens und der Barock im Norden”
    - 2 Teile (VIDEO)</i>. BelgienNet, 2020.
  short: Y. Huybrechts, Interview zur Ausstellung “Rubens und der Barock im Norden”
    - 2 Teile (VIDEO), BelgienNet, 2020.
date_created: 2023-12-18T09:41:06Z
date_updated: 2023-12-18T10:08:45Z
department:
- _id: '448'
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://belgien.net/interview-rubens-und-barock-im-norden/
oa: '1'
publication_status: published
publisher: BelgienNet
status: public
title: Interview zur Ausstellung "Rubens und der Barock im Norden" - 2 Teile (VIDEO)
type: misc
user_id: '78579'
year: '2020'
...
---
_id: '49831'
author:
- first_name: Alena
  full_name: Diedrich, Alena
  id: '49513'
  last_name: Diedrich
citation:
  ama: 'Diedrich A. Ironie als forcierte Form. Hans Magnus Enzensbergers Versepos
    Der Untergang der Titanic. In: Bremer K, Elit S, Kroucheva K, eds. <i>Forcierte
    Form: Deutschsprachige Versepik Des 20. Und 21. Jahrhunderts Im Europäischen Kontext</i>.
    Metzler; 2020.'
  apa: 'Diedrich, A. (2020). Ironie als forcierte Form. Hans Magnus Enzensbergers
    Versepos Der Untergang der Titanic. In K. Bremer, S. Elit, &#38; K. Kroucheva
    (Eds.), <i>Forcierte Form: Deutschsprachige Versepik des 20. und 21. Jahrhunderts
    im europäischen Kontext</i>. Metzler.'
  bibtex: '@inbook{Diedrich_2020, title={Ironie als forcierte Form. Hans Magnus Enzensbergers
    Versepos Der Untergang der Titanic}, booktitle={Forcierte Form: Deutschsprachige
    Versepik des 20. und 21. Jahrhunderts im europäischen Kontext}, publisher={Metzler},
    author={Diedrich, Alena}, editor={Bremer, Kai and Elit, Stefan and Kroucheva,
    Katerina}, year={2020} }'
  chicago: 'Diedrich, Alena. “Ironie Als Forcierte Form. Hans Magnus Enzensbergers
    Versepos Der Untergang Der Titanic.” In <i>Forcierte Form: Deutschsprachige Versepik
    Des 20. Und 21. Jahrhunderts Im Europäischen Kontext</i>, edited by Kai Bremer,
    Stefan Elit, and Katerina Kroucheva. Metzler, 2020.'
  ieee: 'A. Diedrich, “Ironie als forcierte Form. Hans Magnus Enzensbergers Versepos
    Der Untergang der Titanic,” in <i>Forcierte Form: Deutschsprachige Versepik des
    20. und 21. Jahrhunderts im europäischen Kontext</i>, K. Bremer, S. Elit, and
    K. Kroucheva, Eds. Metzler, 2020.'
  mla: 'Diedrich, Alena. “Ironie Als Forcierte Form. Hans Magnus Enzensbergers Versepos
    Der Untergang Der Titanic.” <i>Forcierte Form: Deutschsprachige Versepik Des 20.
    Und 21. Jahrhunderts Im Europäischen Kontext</i>, edited by Kai Bremer et al.,
    Metzler, 2020.'
  short: 'A. Diedrich, in: K. Bremer, S. Elit, K. Kroucheva (Eds.), Forcierte Form:
    Deutschsprachige Versepik Des 20. Und 21. Jahrhunderts Im Europäischen Kontext,
    Metzler, 2020.'
date_created: 2023-12-19T08:56:02Z
date_updated: 2023-12-19T09:05:26Z
editor:
- first_name: Kai
  full_name: Bremer, Kai
  last_name: Bremer
- first_name: Stefan
  full_name: Elit, Stefan
  last_name: Elit
- first_name: Katerina
  full_name: Kroucheva, Katerina
  last_name: Kroucheva
language:
- iso: eng
publication: 'Forcierte Form: Deutschsprachige Versepik des 20. und 21. Jahrhunderts
  im europäischen Kontext'
publisher: Metzler
status: public
title: Ironie als forcierte Form. Hans Magnus Enzensbergers Versepos Der Untergang
  der Titanic
type: book_chapter
user_id: '49513'
year: '2020'
...
---
_id: '49832'
author:
- first_name: Alena
  full_name: Diedrich, Alena
  id: '49513'
  last_name: Diedrich
citation:
  ama: 'Diedrich A. Lyrik im Vormärz. In: Eke NO, ed. <i>Handbuch Vormärz</i>. Aisthesis;
    2020.'
  apa: Diedrich, A. (2020). Lyrik im Vormärz. In N. O. Eke (Ed.), <i>Handbuch Vormärz</i>.
    Aisthesis.
  bibtex: '@inbook{Diedrich_2020, title={Lyrik im Vormärz}, booktitle={Handbuch Vormärz},
    publisher={Aisthesis}, author={Diedrich, Alena}, editor={Eke, Norbert Otto },
    year={2020} }'
  chicago: Diedrich, Alena. “Lyrik Im Vormärz.” In <i>Handbuch Vormärz</i>, edited
    by Norbert Otto  Eke. Aisthesis, 2020.
  ieee: A. Diedrich, “Lyrik im Vormärz,” in <i>Handbuch Vormärz</i>, N. O. Eke, Ed.
    Aisthesis, 2020.
  mla: Diedrich, Alena. “Lyrik Im Vormärz.” <i>Handbuch Vormärz</i>, edited by Norbert
    Otto  Eke, Aisthesis, 2020.
  short: 'A. Diedrich, in: N.O. Eke (Ed.), Handbuch Vormärz, Aisthesis, 2020.'
date_created: 2023-12-19T08:57:06Z
date_updated: 2023-12-19T09:05:31Z
editor:
- first_name: 'Norbert Otto '
  full_name: 'Eke, Norbert Otto '
  last_name: Eke
language:
- iso: eng
publication: Handbuch Vormärz
publisher: Aisthesis
status: public
title: Lyrik im Vormärz
type: book_chapter
user_id: '49513'
year: '2020'
...
---
_id: '49833'
author:
- first_name: Alena
  full_name: Diedrich, Alena
  id: '49513'
  last_name: Diedrich
citation:
  ama: 'Diedrich A. Nikolaus Lenau. In: Eke NO, ed. <i>Handbuch Vormärz</i>. Aisthesis;
    2020.'
  apa: Diedrich, A. (2020). Nikolaus Lenau. In N. O. Eke (Ed.), <i>Handbuch Vormärz</i>.
    Aisthesis.
  bibtex: '@inbook{Diedrich_2020, title={Nikolaus Lenau}, booktitle={Handbuch Vormärz},
    publisher={Aisthesis}, author={Diedrich, Alena}, editor={Eke, Norbert Otto },
    year={2020} }'
  chicago: Diedrich, Alena. “Nikolaus Lenau.” In <i>Handbuch Vormärz</i>, edited by
    Norbert Otto  Eke. Aisthesis, 2020.
  ieee: A. Diedrich, “Nikolaus Lenau,” in <i>Handbuch Vormärz</i>, N. O. Eke, Ed.
    Aisthesis, 2020.
  mla: Diedrich, Alena. “Nikolaus Lenau.” <i>Handbuch Vormärz</i>, edited by Norbert
    Otto  Eke, Aisthesis, 2020.
  short: 'A. Diedrich, in: N.O. Eke (Ed.), Handbuch Vormärz, Aisthesis, 2020.'
date_created: 2023-12-19T08:57:52Z
date_updated: 2023-12-19T09:05:36Z
editor:
- first_name: 'Norbert Otto '
  full_name: 'Eke, Norbert Otto '
  last_name: Eke
language:
- iso: eng
publication: Handbuch Vormärz
publisher: Aisthesis
status: public
title: Nikolaus Lenau
type: book_chapter
user_id: '49513'
year: '2020'
...
---
_id: '49869'
author:
- first_name: Iris
  full_name: Neiske, Iris
  id: '53827'
  last_name: Neiske
- first_name: Diana
  full_name: Bücker, Diana
  last_name: Bücker
citation:
  ama: 'Neiske I, Bücker D. Medienpädagogik und Hochschuldidaktik. In: <i>Medienpädagogik
    als Schlüsseldisziplin in einer mediatisierten Welt. Perspektiven aus Theorie,
    Empirie und Praxis 37</i>. ; 2020:299-312.'
  apa: Neiske, I., &#38; Bücker, D. (2020). Medienpädagogik und Hochschuldidaktik.
    In <i>Medienpädagogik als Schlüsseldisziplin in einer mediatisierten Welt. Perspektiven
    aus Theorie, Empirie und Praxis 37</i> (pp. 299–312).
  bibtex: '@inbook{Neiske_Bücker_2020, title={Medienpädagogik und Hochschuldidaktik},
    booktitle={Medienpädagogik als Schlüsseldisziplin in einer mediatisierten Welt.
    Perspektiven aus Theorie, Empirie und Praxis 37}, author={Neiske, Iris and Bücker,
    Diana}, year={2020}, pages={299–312} }'
  chicago: Neiske, Iris, and Diana Bücker. “Medienpädagogik und Hochschuldidaktik.”
    In <i>Medienpädagogik als Schlüsseldisziplin in einer mediatisierten Welt. Perspektiven
    aus Theorie, Empirie und Praxis 37</i>, 299–312, 2020.
  ieee: I. Neiske and D. Bücker, “Medienpädagogik und Hochschuldidaktik,” in <i>Medienpädagogik
    als Schlüsseldisziplin in einer mediatisierten Welt. Perspektiven aus Theorie,
    Empirie und Praxis 37</i>, 2020, pp. 299–312.
  mla: Neiske, Iris, and Diana Bücker. “Medienpädagogik und Hochschuldidaktik.” <i>Medienpädagogik
    als Schlüsseldisziplin in einer mediatisierten Welt. Perspektiven aus Theorie,
    Empirie und Praxis 37</i>, 2020, pp. 299–312.
  short: 'I. Neiske, D. Bücker, in: Medienpädagogik als Schlüsseldisziplin in einer
    mediatisierten Welt. Perspektiven aus Theorie, Empirie und Praxis 37, 2020, pp.
    299–312.'
date_created: 2023-12-19T13:12:11Z
date_updated: 2023-12-19T13:12:21Z
department:
- _id: '544'
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://www.medienpaed.com/article/view/808/904
oa: '1'
page: 299-312
publication: Medienpädagogik als Schlüsseldisziplin in einer mediatisierten Welt.
  Perspektiven aus Theorie, Empirie und Praxis 37
publication_identifier:
  issn:
  - 1424-3636
publication_status: published
status: public
title: Medienpädagogik und Hochschuldidaktik
type: book_chapter
user_id: '53827'
year: '2020'
...
