Franz Rothlauf

Orcid: 0000-0003-3376-427X

Affiliations:
  • University of Mainz, Germany


According to our database1, Franz Rothlauf authored at least 161 papers between 2000 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2025
Transformer Semantic Genetic Programming for Symbolic Regression.
CoRR, January, 2025

2024
On relevant features for the recurrence prediction of urothelial carcinoma of the bladder.
Int. J. Medical Informatics, 2024

Using machine learning to link electronic health records in cancer registries: On the tradeoff between linkage quality and manual effort.
Int. J. Medical Informatics, 2024

ComfyGI: Automatic Improvement of Image Generation Workflows.
CoRR, 2024

Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Outliers (Extended Version).
CoRR, 2024

Lexicase-based Selection Methods with Down-sampling for Symbolic Regression Problems: Overview and Benchmark.
CoRR, 2024

Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Outliers.
Proceedings of the Similarity Search and Applications - 17th International Conference, 2024

On Entity Embeddings for Ordinal Features as Representation Learning in Recurrence Prediction of Urothelial Bladder Cancer.
Proceedings of the Digital Health and Informatics Innovations for Sustainable Health Care Systems, 2024

Comparison of Imputation Methods for Categorical Real-World Prostate Cancer Data with Natural Order.
Proceedings of the Digital Health and Informatics Innovations for Sustainable Health Care Systems, 2024

Improving Lexicase Selection with Informed Down-Sampling.
Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2024

A Comprehensive Comparison of Lexicase-Based Selection Methods for Symbolic Regression Problems.
Proceedings of the Genetic Programming - 27th European Conference, 2024

The Effect of Explainable AI on AI-Trust and Its Antecedents over the Course of an Interaction.
Proceedings of the 32nd European Conference on Information Systems, 2024

2023
Denoising autoencoder genetic programming: strategies to control exploration and exploitation in search.
Genet. Program. Evolvable Mach., December, 2023

A Comprehensive Survey on Program Synthesis With Evolutionary Algorithms.
IEEE Trans. Evol. Comput., February, 2023

Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop.
CoRR, 2023

Do You Trust ChatGPT? - Perceived Credibility of Human and AI-Generated Content.
CoRR, 2023

Informed Down-Sampled Lexicase Selection: Identifying productive training cases for efficient problem solving.
CoRR, 2023

Activities to Build a Digital Corporate Culture-A Multiple-case Study on the Prerequisites for Digital Innovation.
Proceedings of the 27th Pacific Asia Conference on Information Systems, 2023

Disentangling Technostress in Social Streaming Services: The Impact of Perceived Eustress and Distress on User Participation and Engagement.
Proceedings of the 44th International Conference on Information Systems, 2023

Representations for Evolutionary Algorithms.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems.
Proceedings of the Genetic and Evolutionary Computation Conference, 2023

On the Trade-Off between Population Size and Number of Generations in GP for Program Synthesis.
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023

Small Solutions for Real-World Symbolic Regression Using Denoising Autoencoder Genetic Programming.
Proceedings of the Genetic Programming - 26th European Conference, 2023

MTGP: Combining Metamorphic Testing and Genetic Programming.
Proceedings of the Genetic Programming - 26th European Conference, 2023

A Matter of Trust: How Trust in AI-Based Systems Changes During Interaction.
Proceedings of the 29th Americas Conference on Information Systems, 2023

2022
On sampling error in genetic programming.
Nat. Comput., 2022

Genetic programming for iterative numerical methods.
Genet. Program. Evolvable Mach., 2022

An Analysis of the Influence of Noneffective Instructions in Linear Genetic Programming.
Evol. Comput., 2022

Top-Down or Explorative? A Case Study on the Identification of AI Use Cases.
Proceedings of the 26th Pacific Asia Conference on Information Systems, 2022

The Randomness of Input Data Spaces is an A Priori Predictor for Generalization.
Proceedings of the KI 2022: Advances in Artificial Intelligence, 2022

From Block to TOE: Analyzing Opportunities of Blockchain Technologies in the Automotive Industry.
Proceedings of the 43rd International Conference on Information Systems, 2022

You Perceive What You Believe: The Impact of Psychological Beliefs on Perceived Technostress.
Proceedings of the 55th Hawaii International Conference on System Sciences, 2022

Denoising autoencoder genetic programming for real-world symbolic regression.
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

Program synthesis with evolutionary algorithms: Status quo: hot off the press track (GECCO 2022).
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

Analyzing optimized constants in genetic programming on a real-world regression problem.
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

Choose your programming copilot: a comparison of the program synthesis performance of github copilot and genetic programming.
Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Boston, Massachusetts, USA, July 9, 2022

Program Synthesis with Genetic Programming: The Influence of Batch Sizes.
Proceedings of the Genetic Programming - 25th European Conference, 2022

On the Role of Envy in the Technostress Process in the Context of Social Media Use.
Proceedings of the 30th European Conference on Information Systems, 2022

Effects of the Training Set Size: A Comparison of Standard and Down-Sampled Lexicase Selection in Program Synthesis.
Proceedings of the IEEE Congress on Evolutionary Computation, 2022

Efficient Access Control to Parking Space for Different Customer Segments.
Proceedings of the Digital Business and Intelligent Systems, 2022

Technostress Revisited at Work-From-Home: The Impact of Technostress Creators on the Perception of Eustress Moderated by Work-Home-Conflict and Job Satisfaction.
Proceedings of the 28th Americas Conference on Information Systems, 2022

2021
Recent Developments in Program Synthesis with Evolutionary Algorithms.
CoRR, 2021

Challenge Accepted: On the Juxtaposed Effect of the Appraisal of Social Media as Challenge and Hindrance Stressors on the Perception of Eustress and Distress.
Proceedings of the 25th Pacific Asia Conference on Information Systems, 2021

Techno-Eustress: The Impact of Perceived Usefulness and Perceived Ease of Use on the Perception of Work-Related Stressors.
Proceedings of the 54th Hawaii International Conference on System Sciences, 2021

Individual Rank and Response: Survey-Based Evidence on the Effects of Rank-Based Performance Feedback.
Proceedings of the 54th Hawaii International Conference on System Sciences, 2021

A generalizability measure for program synthesis with genetic programming.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

On sampling error in evolutionary algorithms.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Using knowledge of human-generated code to bias the search in program synthesis with grammatical evolution.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

Improving estimation of distribution genetic programming with novelty initialization.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

How Companies Develop a Culture for Digital Innovation: A Multiple-Case Study.
Proceedings of the Perspectives in Business Informatics Research, 2021

idea-AI: Developing a Method for the Systematic Identification of AI Use Cases.
Proceedings of the 27th Americas Conference on Information Systems, 2021

2020
Harmless Overfitting: Using Denoising Autoencoders in Estimation of Distribution Algorithms.
J. Mach. Learn. Res., 2020

The crowd against the few: Measuring the impact of expert recommendations.
Decis. Support Syst., 2020

DAE-GP: denoising autoencoder LSTM networks as probabilistic models in estimation of distribution genetic programming.
Proceedings of the GECCO '20: Genetic and Evolutionary Computation Conference, 2020

Challenges of Program Synthesis with Grammatical Evolution.
Proceedings of the Genetic Programming - 23rd European Conference, 2020

On the Disadvantages of Rented Software with Regard to Psychological Ownership in the Context of Private Customers.
Proceedings of the 26th Americas Conference on Information Systems, 2020

2019
On the Role of Social Comparison Processes in Gamified Work Situations.
Proceedings of the 52nd Hawaii International Conference on System Sciences, 2019

On the role of non-effective code in linear genetic programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2019

Teaching GP to program like a human software developer: using perplexity pressure to guide program synthesis approaches.
Proceedings of the Genetic and Evolutionary Computation Conference, 2019

How Smart Cities Explore New Technologies.
Proceedings of the Perspectives in Business Informatics Research, 2019

2018
PageRank centrality for performance prediction: the impact of the local optima network model.
J. Heuristics, 2018

Vorgehensweisen zur Einführung von Big Data in Unternehmen.
Proceedings of the Multikonferenz Wirtschaftsinformatik 2018: Data driven X, 2018

CovSel: A new approach for ensemble selection applied to symbolic regression problems.
Proceedings of the Genetic and Evolutionary Computation Conference, 2018

An analysis of the bias of variation operators of estimation of distribution programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2018

How to start with big data - a multiple case study.
Proceedings of the 31st Bled eConference: Digital Transformation: Meeting the Challenges, 2018

On the Non-uniform Redundancy of Representations for Grammatical Evolution: The Influence of Grammars.
Proceedings of the Handbook of Grammatical Evolution, 2018

2017
Using PageRank for non-personalized default rankings in dynamic markets.
Eur. J. Oper. Res., 2017

Scalability of using Restricted Boltzmann Machines for combinatorial optimization.
Eur. J. Oper. Res., 2017

Shaping communities of local optima by perturbation strength.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017

Efficiency improvement of DC∗ through a Genetic Guidance.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017

Strategies and Influencing Factors for Big Data Exploration.
Proceedings of the 23rd Americas Conference on Information Systems, 2017

2016
Coarse-Grained Barrier Trees of Fitness Landscapes.
Proceedings of the Parallel Problem Solving from Nature - PPSN XIV, 2016

Social Network Sites: The Influence of the Number of Friends on Social Capital.
Proceedings of the Multikonferenz Wirtschaftsinformatik, 2016

Antecedents of Willingness to Share Information in Supply Chain IS.
Proceedings of the Multikonferenz Wirtschaftsinformatik, 2016

Communities of Local Optima as Funnels in Fitness Landscapes.
Proceedings of the 2016 on Genetic and Evolutionary Computation Conference, Denver, CO, USA, July 20, 2016

2015
Design of Representations and Search Operators.
Proceedings of the Springer Handbook of Computational Intelligence, 2015

Deep Boltzmann Machines in Estimation of Distribution Algorithms for Combinatorial Optimization.
CoRR, 2015

Training a Restricted Boltzmann Machine for Classification by Labeling Model Samples.
CoRR, 2015

Iterative beam search for car sequencing.
Ann. Oper. Res., 2015

On the Bias of Syntactic Geometric Recombination in Genetic Programming and Grammatical Evolution.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015

Predicting Heuristic Search Performance with PageRank Centrality in Local Optima Networks.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015

The Influence of Social Curiosity on the Observing Behavior of Users on Social Network Sites.
Proceedings of the 21st Americas Conference on Information Systems, 2015

Privacy Protecting Behavior in Social Network Sites.
Proceedings of the 21st Americas Conference on Information Systems, 2015

Proposing a Research Model for Slot Machine Usage.
Proceedings of the 21st Americas Conference on Information Systems, 2015

2014
Modellbasierte Entscheidungsunterstützung in Produktions- und Dienstleistungsnetzwerken.
Wirtschaftsinf., 2014

Car sequencing versus mixed-model sequencing: A computational study.
Eur. J. Oper. Res., 2014

Problem Complexity in Parallel Problem Solving.
CoRR, 2014

Model-Based Decision Support in Manufacturing and Service Networks.
Bus. Inf. Syst. Eng., 2014

On the Locality of Standard Search Operators in Grammatical Evolution.
Proceedings of the Parallel Problem Solving from Nature - PPSN XIII, 2014

Minimally Restrictive Decision Support Systems.
Proceedings of the International Conference on Information Systems, 2014

An implicitly parallel EDA based on restricted boltzmann machines.
Proceedings of the Genetic and Evolutionary Computation Conference, 2014

2013
Integrating Keyword Advertising and Dynamic Pricing for an Online Market Place.
Proceedings of the Operations Research Proceedings 2013, 2013

Structural difficulty in grammatical evolution versus genetic programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013

Entwicklung eines Autorenwerkzeuges für digitale, multimediale und interaktive Lernbausteine im Web 2.0.
Proceedings of the DeLFI 2013, 2013

The Influence of Perceived Belonging on Social Network Site Adoption.
Proceedings of the 19th Americas Conference on Information Systems, 2013

2012
Edge Orientation and the Design of Problem-Specific Crossover Operators for the OCST Problem.
IEEE Trans. Evol. Comput., 2012

Using penalties instead of rewards: Solving OCST problems with guided local search.
Swarm Evol. Comput., 2012

Potenzielle Erfolgsfaktoren von SaaS-Unternehmen.
Proceedings of the Multikonferenz Wirtschaftsinformatik 2012: Tagungsband der MKWI 2012, Braunschweig, Germany, February 29, 2012

SaaS-Geschäftsmodelle: Alle gleich, alle verschieden?
Proceedings of the Multikonferenz Wirtschaftsinformatik 2012: Tagungsband der MKWI 2012, Braunschweig, Germany, February 29, 2012

2011
Vehicle routing with compartments: applications, modelling and heuristics.
OR Spectr., 2011

Guided local search for the optimal communication spanning tree problem.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Analysis of properties of recombination operators proposed for the node-depth encoding.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011

Design of Modern Heuristics
Natural Computing Series, Springer, ISBN: 978-3-540-72961-7, 2011

2010
Analysis and design of sequencing rules for car sequencing.
Eur. J. Oper. Res., 2010

Solving OCST problems with problem-specific guided local search.
Proceedings of the Genetic and Evolutionary Computation Conference, 2010

2009
On the Bias and Performance of the Edge-Set Encoding.
IEEE Trans. Evol. Comput., 2009

On Optimal Solutions for the Optimal Communication Spanning Tree Problem.
Oper. Res., 2009

An Encoding in Metaheuristics for the Minimum Communication Spanning Tree Problem.
INFORMS J. Comput., 2009

On the Relationship between Interactive Decision Aids and Decision Strategies: A Theoretical Analysis.
Proceedings of the Business Services: Konzepte, 2009

New insights into the OCST problem: integrating node degrees and their location in the graph.
Proceedings of the Genetic and Evolutionary Computation Conference, 2009

A genetic algorithm for analyzing choice behavior with mixed decision strategies.
Proceedings of the Genetic and Evolutionary Computation Conference, 2009

2008
Orientation matters: how to efficiently solve ocst problems with problem-specific EAs.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

Reference point based multi-objective evolutionary algorithms for group decisions.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

The node-depth encoding: analysis and application to the bounded-diameter minimum spanning tree problem.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008

Approaches to Collaborative Software Development.
Proceedings of the Second International Conference on Complex, 2008

The Impact Logic of Mobile Technology Usage on Job Production.
Proceedings of the Learning from the past & charting the future of the discipline. 14th Americas Conference on Information Systems, 2008

2007
Verteiltes, internetbasiertes Requirements-Engineering.
Wirtschaftsinf., 2007

Konzeption und Implementierung eines Planungssystems für Schnittstellentests.
Proceedings of the eOrganisation: Service-, Prozess-, Market-Engineering: 8. Internationale Tagung Wirtschaftsinformatik, 2007

Critical Success Factors for Mobile Field Service Applications: A Case Research.
Proceedings of the eOrganisation: Service-, Prozess-, Market-Engineering: 8. Internationale Tagung Wirtschaftsinformatik, 2007

Offshore Software Development: Transferring Research Findings into the Classroom.
Proceedings of the Software Engineering Approaches for Offshore and Outsourced Development, 2007

Greedy Heuristics and Weight-Coded EAs for Multidimensional Knapsack Problems and Multi-Unit Combinatorial Auctions.
Proceedings of the Operations Research, 2007

An Evaluation Method for Requirements Engineering Approaches in Distributed Software Development Projects.
Proceedings of the Second International Conference on Software Engineering Advances (ICSEA 2007), 2007

Analysis of greedy heuristics and weight-coded eas for multidimensional knapsack problems and multi-unit combinatorial auctions.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007

SDR: a better trigger for adaptive variance scaling in normal EDAs.
Proceedings of the Genetic and Evolutionary Computation Conference, 2007

Genetic Algorithms for Finding Optimal Strategies for a Student's Game.
Proceedings of the 2007 IEEE Symposium on Computational Intelligence and Games, 2007

How to Configure Cost-optimal Procurement Consortia for Academic Libraries.
Proceedings of the Reaching New Heights. 13th Americas Conference on Information Systems, 2007

2006
Evaluation of a Multi-Agent System for Hospital Patient Scheduling.
Int. Trans. Syst. Sci. Appl., 2006

Using Private and Public Context - An Approach for Mobile Discovery and Search Services.
Proceedings of the Mobile Informationssysteme, 2006

The correlation-triggered adaptive variance scaling IDEA.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

Genetic algorithms and mixed integer linear programs for optimal strategies in a student's "sports" activity.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006

On the Locality of Grammatical Evolution.
Proceedings of the Genetic Programming, 9th European Conference, 2006

Benchmarking of Multiagent Systems.
Proceedings of the Multiagent Engineering, Theory and Applications in Enterprises., 2006

Agent-Based Patient Scheduling in Hospitals.
Proceedings of the Multiagent Engineering, Theory and Applications in Enterprises., 2006

Representations for genetic and evolutionary algorithms (2. ed.).
Springer, ISBN: 978-3-540-25059-3, 2006

2005
Reliable Communication Network Design with Evolutionary Algorithms.
Int. J. Comput. Intell. Appl., 2005

Verfahren zur Bestimmung der Zuverlässigkeit von Kommunikationsnetzwerken: Eine Studie zu exakten und approximativen Verfahren.
Proceedings of the Sicherheit 2005: Sicherheit, 2005

CURE: Eine Reparaturheuristik für die Planung ökonomischer und zuverlässiger Kommunikationsnetzwerke mit Hilfe von heuristischen Optimierungsverfahren.
Proceedings of the Kommunikation in Verteilten Systemen (KiVS), 14. ITG/GI-Fachtagung Kommunikation in Verteilten Systemen (KiVS 2005) Kaiserslautern, 28. Februar, 2005

Classification of human decision behavior: finding modular decision rules with genetic algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference, 2005

Making the Edge-Set Encoding Fly by Controlling the Bias of Its Crossover Operator.
Proceedings of the Evolutionary Computation in Combinatorial Optimization, 2005

Behaviour of UMDA<sub>c</sub> with truncation selection on monotonous functions.
Proceedings of the IEEE Congress on Evolutionary Computation, 2005

2004
Service - Applications of Software Agents.
Künstliche Intell., 2004

Gasteditorial.
Künstliche Intell., 2004

The Edge-Set Encoding Revisited: On the Bias of a Direct Representation for Trees.
Proceedings of the Genetic and Evolutionary Computation, 2004

PolyEDA: Combining Estimation of Distribution Algorithms and Linear Inequality Constraints.
Proceedings of the Genetic and Evolutionary Computation, 2004

Designing Reliable Communication Networks with a Genetic Algorithm Using a Repair Heuristic.
Proceedings of the Evolutionary Computation in Combinatorial Optimization, 2004

2003
Redundant Representations in Evolutionary Computation.
Evol. Comput., 2003

On the Locality of Representations.
Proceedings of the Genetic and Evolutionary Computation, 2003

Population Sizing for the Redundant Trivial Voting Mapping.
Proceedings of the Genetic and Evolutionary Computation, 2003

Optimization heuristics for the combinatorial auction problem.
Proceedings of the IEEE Congress on Evolutionary Computation, 2003

2002
Network Random Keys-A Tree Representation Scheme for Genetic and Evolutionary Algorithms.
Evol. Comput., 2002

Binary Representations of Integers and the Performance of Selectorecombinative Genetic Algorithms.
Proceedings of the Parallel Problem Solving from Nature, 2002

The Influence Of Binary Representations Of Integers On The Performance Of Selectorecombinative Genetic Algorithms.
Proceedings of the GECCO 2002: Proceedings of the Genetic and Evolutionary Computation Conference, 2002

Evolution Strategies, Network Random Keys, and the One-Max Tree Problem.
Proceedings of the Applications of Evolutionary Computing, 2002

Representations for genetic and evolutionary algorithms.
Studies in Fuzziness and Soft Computing 104, Springer, ISBN: 978-3-540-00610-7, 2002

2001
Konzeption eines Koordinationsmechanismus zur dezentralen Ablaufplanung in medizinischen Behandlungspfaden (MEDPACO).
Proceedings of the Information Age Economy: 5. Internationale Tagung Wirtschaftsinformatik 2001, 2001

Towards a theory of representations for genetic and evolutionary algorithms: development of basic concepts and their application to binary and tree representations.
Proceedings of the Ausgezeichnete Informatikdissertationen 2001, 2001

A Conceptual Approach for Simultaneous Flight Schedule Construction with Genetic Algorithms.
Proceedings of the Applications of Evolutionary Computing, 2001

The Link and Node Biased Encoding Revisited: Bias and Adjustment of Parameters.
Proceedings of the Applications of Evolutionary Computing, 2001

Towards a theory of representations for genetic and evolutionary algorithms - development of basic concepts and their application to binary and tree representations.
PhD thesis, 2001

2000
Pruefer Numbers and Genetic Algorithms: A Lesson on How the Low Locality of an Encoding Can Harm the Performance of GAs.
Proceedings of the Parallel Problem Solving from Nature, 2000

Bad Codings and the Utility of Well-Designed Genetic Algorithms.
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO '00), 2000


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