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Franz Rothlauf
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- affiliation: University of Mainz, Germany
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2020 – today
- 2024
- [j30]Philipp Röchner, Franz Rothlauf:
Using machine learning to link electronic health records in cancer registries: On the tradeoff between linkage quality and manual effort. Int. J. Medical Informatics 185: 105387 (2024) - [j29]Louisa Schwarz, Dominik Sobania, Franz Rothlauf:
On relevant features for the recurrence prediction of urothelial carcinoma of the bladder. Int. J. Medical Informatics 186: 105414 (2024) - [c127]Marc Christoph de Zoeten, Claus-Peter H. Ernst, Franz Rothlauf:
The Effect of Explainable AI on AI-Trust and Its Antecedents over the Course of an Interaction. ECIS 2024 - [c126]Alina Geiger, Dominik Sobania, Franz Rothlauf:
A Comprehensive Comparison of Lexicase-Based Selection Methods for Symbolic Regression Problems. EuroGP 2024: 192-208 - [c125]Martin Briesch, Ryan Boldi, Dominik Sobania, Alexander Lalejini, Thomas Helmuth, Franz Rothlauf, Charles Ofria, Lee Spector:
Improving Lexicase Selection with Informed Down-Sampling. GECCO Companion 2024: 25-26 - [c124]Franz Rothlauf:
Representations for Evolutionary Algorithms. GECCO Companion 2024: 1017-1037 - [c123]Louisa Schwarz, Franz Rothlauf:
On Entity Embeddings for Ordinal Features as Representation Learning in Recurrence Prediction of Urothelial Bladder Cancer. MIE 2024: 690-694 - [c122]Franz Rothlauf:
Comparison of Imputation Methods for Categorical Real-World Prostate Cancer Data with Natural Order. MIE 2024: 1800-1804 - [c121]Philipp Röchner, Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek, Franz Rothlauf:
Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Outliers. SISAP 2024: 215-222 - [i15]Alina Geiger, Dominik Sobania, Franz Rothlauf:
Lexicase-based Selection Methods with Down-sampling for Symbolic Regression Problems: Overview and Benchmark. CoRR abs/2407.21632 (2024) - [i14]Philipp Röchner, Henrique O. Marques, Ricardo J. G. B. Campello, Arthur Zimek, Franz Rothlauf:
Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Outliers (Extended Version). CoRR abs/2408.15874 (2024) - [i13]Dominik Sobania, Martin Briesch, Franz Rothlauf:
ComfyGI: Automatic Improvement of Image Generation Workflows. CoRR abs/2411.14193 (2024) - 2023
- [j28]David Wittenberg, Franz Rothlauf, Christian Gagné:
Denoising autoencoder genetic programming: strategies to control exploration and exploitation in search. Genet. Program. Evolvable Mach. 24(2): 17 (2023) - [j27]Dominik Sobania, Dirk Schweim, Franz Rothlauf:
A Comprehensive Survey on Program Synthesis With Evolutionary Algorithms. IEEE Trans. Evol. Comput. 27(1): 82-97 (2023) - [c120]Marc Christoph de Zoeten, Claus-Peter H. Ernst, Franz Rothlauf:
A Matter of Trust: How Trust in AI-Based Systems Changes During Interaction. AMCIS 2023 - [c119]David Wittenberg, Franz Rothlauf:
Small Solutions for Real-World Symbolic Regression Using Denoising Autoencoder Genetic Programming. EuroGP 2023: 101-116 - [c118]Dominik Sobania, Martin Briesch, Philipp Röchner, Franz Rothlauf:
MTGP: Combining Metamorphic Testing and Genetic Programming. EuroGP 2023: 324-338 - [c117]Martin Briesch, Dominik Sobania, Franz Rothlauf:
On the Trade-Off between Population Size and Number of Generations in GP for Program Synthesis. GECCO Companion 2023: 535-538 - [c116]Franz Rothlauf:
Representations for Evolutionary Algorithms. GECCO Companion 2023: 1048-1068 - [c115]Alina Geiger, Dominik Sobania, Franz Rothlauf:
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems. GECCO 2023: 1109-1117 - [c114]Julia Theresia Zielonka, Franz Rothlauf:
Disentangling Technostress in Social Streaming Services: The Impact of Perceived Eustress and Distress on User Participation and Engagement. ICIS 2023 - [c113]Patrizia Orth, Gunther Piller, Franz Rothlauf:
Activities to Build a Digital Corporate Culture-A Multiple-case Study on the Prerequisites for Digital Innovation. PACIS 2023: 41 - [i12]Ryan Boldi, Martin Briesch, Dominik Sobania, Alexander Lalejini, Thomas Helmuth, Franz Rothlauf, Charles Ofria, Lee Spector:
Informed Down-Sampled Lexicase Selection: Identifying productive training cases for efficient problem solving. CoRR abs/2301.01488 (2023) - [i11]Dominik Sobania, Martin Briesch, Philipp Röchner, Franz Rothlauf:
MTGP: Combining Metamorphic Testing and Genetic Programming. CoRR abs/2301.08665 (2023) - [i10]Alina Geiger, Dominik Sobania, Franz Rothlauf:
Down-Sampled Epsilon-Lexicase Selection for Real-World Symbolic Regression Problems. CoRR abs/2302.04301 (2023) - [i9]Martin Huschens, Martin Briesch, Dominik Sobania, Franz Rothlauf:
Do You Trust ChatGPT? - Perceived Credibility of Human and AI-Generated Content. CoRR abs/2309.02524 (2023) - [i8]Martin Briesch, Dominik Sobania, Franz Rothlauf:
Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop. CoRR abs/2311.16822 (2023) - 2022
- [j26]Léo Françoso Dal Piccol Sotto, Franz Rothlauf, Vinícius Veloso de Melo, Márcio P. Basgalupp:
An Analysis of the Influence of Noneffective Instructions in Linear Genetic Programming. Evol. Comput. 30(1): 51-74 (2022) - [j25]Dominik Sobania, Jonas Schmitt, Harald Köstler, Franz Rothlauf:
Genetic programming for iterative numerical methods. Genet. Program. Evolvable Mach. 23(2): 253-278 (2022) - [j24]Dirk Schweim, David Wittenberg, Franz Rothlauf:
On sampling error in genetic programming. Nat. Comput. 21(2): 173-186 (2022) - [c112]Julia Theresia Zielonka, Rebecca Maria Heigl, Franz Rothlauf:
Technostress Revisited at Work-From-Home: The Impact of Technostress Creators on the Perception of Eustress Moderated by Work-Home-Conflict and Job Satisfaction. AMCIS 2022 - [c111]Thomas Müller, Gunther Piller, Franz Rothlauf:
Efficient Access Control to Parking Space for Different Customer Segments. DB&IS 2022: 19-30 - [c110]Dirk Schweim, Dominik Sobania, Franz Rothlauf:
Effects of the Training Set Size: A Comparison of Standard and Down-Sampled Lexicase Selection in Program Synthesis. CEC 2022: 1-8 - [c109]Julia Theresia Zielonka, Franz Rothlauf:
On the Role of Envy in the Technostress Process in the Context of Social Media Use. ECIS 2022 - [c108]Dominik Sobania, Franz Rothlauf:
Program Synthesis with Genetic Programming: The Influence of Batch Sizes. EuroGP 2022: 118-129 - [c107]Dominik Sobania, Dirk Schweim, Franz Rothlauf:
Program synthesis with evolutionary algorithms: Status quo: hot off the press track (GECCO 2022). GECCO Companion 2022: 39-40 - [c106]Dominik Sobania, Martin Briesch, David Wittenberg, Franz Rothlauf:
Analyzing optimized constants in genetic programming on a real-world regression problem. GECCO Companion 2022: 606-607 - [c105]David Wittenberg, Franz Rothlauf:
Denoising autoencoder genetic programming for real-world symbolic regression. GECCO Companion 2022: 612-614 - [c104]Dominik Sobania, Martin Briesch, Franz Rothlauf:
Choose your programming copilot: a comparison of the program synthesis performance of github copilot and genetic programming. GECCO 2022: 1019-1027 - [c103]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO Companion 2022: 1046-1066 - [c102]Julia Theresia Zielonka, Franz Rothlauf:
You Perceive What You Believe: The Impact of Psychological Beliefs on Perceived Technostress. HICSS 2022: 1-10 - [c101]Julia Theresia Zielonka, Rebecca Maria Heigl, Franz Rothlauf:
From Block to TOE: Analyzing Opportunities of Blockchain Technologies in the Automotive Industry. ICIS 2022 - [c100]Martin Briesch, Dominik Sobania, Franz Rothlauf:
The Randomness of Input Data Spaces is an A Priori Predictor for Generalization. KI 2022: 17-30 - [c99]Matthias Brunnbauer, Gunther Piller, Franz Rothlauf:
Top-Down or Explorative? A Case Study on the Identification of AI Use Cases. PACIS 2022: 161 - 2021
- [c98]Matthias Brunnbauer, Gunther Piller, Franz Rothlauf:
idea-AI: Developing a Method for the Systematic Identification of AI Use Cases. AMCIS 2021 - [c97]Patrizia Orth, Gunther Piller, Franz Rothlauf:
How Companies Develop a Culture for Digital Innovation: A Multiple-Case Study. BIR 2021: 221-235 - [c96]Dirk Schweim, David Wittenberg, Franz Rothlauf:
On sampling error in evolutionary algorithms. GECCO Companion 2021: 43-44 - [c95]Christian Olmscheid, David Wittenberg, Dominik Sobania, Franz Rothlauf:
Improving estimation of distribution genetic programming with novelty initialization. GECCO Companion 2021: 261-262 - [c94]Dirk Schweim, Erik Hemberg, Dominik Sobania, Una-May O'Reilly, Franz Rothlauf:
Using knowledge of human-generated code to bias the search in program synthesis with grammatical evolution. GECCO Companion 2021: 331-332 - [c93]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO Companion 2021: 463-483 - [c92]Dominik Sobania, Franz Rothlauf:
A generalizability measure for program synthesis with genetic programming. GECCO 2021: 822-829 - [c91]Martin Huschens, Claus-Peter H. Ernst, Franz Rothlauf:
Individual Rank and Response: Survey-Based Evidence on the Effects of Rank-Based Performance Feedback. HICSS 2021: 1-10 - [c90]Julia Theresia Zielonka, Franz Rothlauf:
Techno-Eustress: The Impact of Perceived Usefulness and Perceived Ease of Use on the Perception of Work-Related Stressors. HICSS 2021: 1-10 - [c89]Julia Theresia Zielonka, Franz Rothlauf:
Challenge Accepted: On the Juxtaposed Effect of the Appraisal of Social Media as Challenge and Hindrance Stressors on the Perception of Eustress and Distress. PACIS 2021: 120 - [i7]Martin Briesch, Dominik Sobania, Franz Rothlauf:
The Randomness of Input Data Spaces is an A Priori Predictor for Generalization. CoRR abs/2106.04181 (2021) - [i6]Dominik Sobania, Dirk Schweim, Franz Rothlauf:
Recent Developments in Program Synthesis with Evolutionary Algorithms. CoRR abs/2108.12227 (2021) - [i5]Dominik Sobania, Martin Briesch, Franz Rothlauf:
Choose Your Programming Copilot: A Comparison of the Program Synthesis Performance of GitHub Copilot and Genetic Programming. CoRR abs/2111.07875 (2021) - 2020
- [j23]Nils Herm-Stapelberg, Franz Rothlauf:
The crowd against the few: Measuring the impact of expert recommendations. Decis. Support Syst. 138: 113345 (2020) - [j22]Malte Probst, Franz Rothlauf:
Harmless Overfitting: Using Denoising Autoencoders in Estimation of Distribution Algorithms. J. Mach. Learn. Res. 21: 78:1-78:31 (2020) - [c88]Dirk Weitzel, Claus-Peter H. Ernst, Franz Rothlauf:
On the Disadvantages of Rented Software with Regard to Psychological Ownership in the Context of Private Customers. AMCIS 2020 - [c87]Dominik Sobania, Franz Rothlauf:
Challenges of Program Synthesis with Grammatical Evolution. EuroGP 2020: 211-227 - [c86]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO Companion 2020: 526-546 - [c85]David Wittenberg, Franz Rothlauf, Dirk Schweim:
DAE-GP: denoising autoencoder LSTM networks as probabilistic models in estimation of distribution genetic programming. GECCO 2020: 1037-1045
2010 – 2019
- 2019
- [c84]Christian Bremser, Gunther Piller, Franz Rothlauf:
How Smart Cities Explore New Technologies. BIR 2019: 1-15 - [c83]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO (Companion) 2019: 726-746 - [c82]Dominik Sobania, Franz Rothlauf:
Teaching GP to program like a human software developer: using perplexity pressure to guide program synthesis approaches. GECCO 2019: 1065-1074 - [c81]Léo Françoso Dal Piccol Sotto, Franz Rothlauf:
On the role of non-effective code in linear genetic programming. GECCO 2019: 1075-1083 - [c80]Martin Huschens, Franz Rothlauf, Ricarda Rothe:
On the Role of Social Comparison Processes in Gamified Work Situations. HICSS 2019: 1-10 - 2018
- [j21]Sebastian Herrmann, Gabriela Ochoa, Franz Rothlauf:
PageRank centrality for performance prediction: the impact of the local optima network model. J. Heuristics 24(3): 243-264 (2018) - [c79]Christian Bremser, Gunther Piller, Franz Rothlauf:
How to start with big data - a multiple case study. Bled eConference 2018: 40 - [c78]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO (Companion) 2018: 518-538 - [c77]Dominik Sobania, Franz Rothlauf:
CovSel: A new approach for ensemble selection applied to symbolic regression problems. GECCO 2018: 529-536 - [c76]Dirk Schweim, Franz Rothlauf:
An analysis of the bias of variation operators of estimation of distribution programming. GECCO 2018: 1191-1198 - [c75]Christian Bremser, Gunther Piller, Franz Rothlauf:
Vorgehensweisen zur Einführung von Big Data in Unternehmen. MKWI 2018: 2045-2056 - [p5]Dirk Schweim, Ann Thorhauer, Franz Rothlauf:
On the Non-uniform Redundancy of Representations for Grammatical Evolution: The Influence of Grammars. Handbook of Grammatical Evolution 2018: 55-78 - 2017
- [j20]Malte Probst, Franz Rothlauf, Jörn Grahl:
Scalability of using Restricted Boltzmann Machines for combinatorial optimization. Eur. J. Oper. Res. 256(2): 368-383 (2017) - [j19]Michael Scholz, Jella Pfeiffer, Franz Rothlauf:
Using PageRank for non-personalized default rankings in dynamic markets. Eur. J. Oper. Res. 260(1): 388-401 (2017) - [c74]Christian Bremser, Gunther Piller, Franz Rothlauf:
Strategies and Influencing Factors for Big Data Exploration. AMCIS 2017 - [c73]Ciro Castiello, Corrado Mencar, Marco Lucarelli, Franz Rothlauf:
Efficiency improvement of DC∗ through a Genetic Guidance. FUZZ-IEEE 2017: 1-6 - [c72]Sebastian Herrmann, Matthias Herrmann, Gabriela Ochoa, Franz Rothlauf:
Shaping communities of local optima by perturbation strength. GECCO 2017: 266-273 - [c71]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO (Companion) 2017: 489-509 - 2016
- [c70]Sebastian Herrmann, Gabriela Ochoa, Franz Rothlauf:
Communities of Local Optima as Funnels in Fitness Landscapes. GECCO 2016: 325-331 - [c69]Franz Rothlauf:
Representations for Evolutionary Algorithms. GECCO (Companion) 2016: 413-434 - [c68]Enis Celik, Claus-Peter H. Ernst, Franz Rothlauf:
Antecedents of Willingness to Share Information in Supply Chain IS. MKWI 2016: 1503-1510 - [c67]Jessica Wimmer, Claus-Peter H. Ernst, Sebastian Herrmann, Franz Rothlauf:
Social Network Sites: The Influence of the Number of Friends on Social Capital. MKWI 2016: 1603-1610 - [c66]Sebastian Herrmann, Gabriela Ochoa, Franz Rothlauf:
Coarse-Grained Barrier Trees of Fitness Landscapes. PPSN 2016: 901-910 - 2015
- [j18]Uli Golle, Franz Rothlauf, Nils Boysen:
Iterative beam search for car sequencing. Ann. Oper. Res. 226(1): 239-254 (2015) - [c65]Claus-Peter H. Ernst, Christoph Hock, Franz Rothlauf:
Proposing a Research Model for Slot Machine Usage. AMCIS 2015 - [c64]Claus-Peter H. Ernst, Jella Pfeiffer, Franz Rothlauf:
Privacy Protecting Behavior in Social Network Sites. AMCIS 2015 - [c63]Claus-Peter H. Ernst, Jella Pfeiffer, Franz Rothlauf:
The Influence of Social Curiosity on the Observing Behavior of Users on Social Network Sites. AMCIS 2015 - [c62]Franz Rothlauf:
Representations for Evolutionary Algorithms. GECCO (Companion) 2015: 345-366 - [c61]Sebastian Herrmann, Franz Rothlauf:
Predicting Heuristic Search Performance with PageRank Centrality in Local Optima Networks. GECCO 2015: 401-408 - [c60]Ann Thorhauer, Franz Rothlauf:
On the Bias of Syntactic Geometric Recombination in Genetic Programming and Grammatical Evolution. GECCO 2015: 1103-1110 - [p4]Franz Rothlauf:
Design of Representations and Search Operators. Handbook of Computational Intelligence 2015: 1061-1083 - [i4]Malte Probst, Franz Rothlauf:
Training a Restricted Boltzmann Machine for Classification by Labeling Model Samples. CoRR abs/1509.01053 (2015) - [i3]Malte Probst, Franz Rothlauf:
Deep Boltzmann Machines in Estimation of Distribution Algorithms for Combinatorial Optimization. CoRR abs/1509.06535 (2015) - 2014
- [j17]Andreas Fink, Natalia Kliewer, Dirk C. Mattfeld, Lars Mönch, Franz Rothlauf, Guido Schryen, Leena Suhl, Stefan Voß:
Model-Based Decision Support in Manufacturing and Service Networks. Bus. Inf. Syst. Eng. 6(1): 17-24 (2014) - [j16]Uli Golle, Franz Rothlauf, Nils Boysen:
Car sequencing versus mixed-model sequencing: A computational study. Eur. J. Oper. Res. 237(1): 50-61 (2014) - [j15]Andreas Fink, Natalia Kliewer, Dirk C. Mattfeld, Lars Mönch, Franz Rothlauf, Guido Schryen, Leena Suhl, Stefan Voß:
Modellbasierte Entscheidungsunterstützung in Produktions- und Dienstleistungsnetzwerken. Wirtschaftsinf. 56(1): 21-29 (2014) - [c59]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO (Companion) 2014: 323-344 - [c58]Malte Probst, Franz Rothlauf, Jörn Grahl:
An implicitly parallel EDA based on restricted boltzmann machines. GECCO 2014: 1055-1062 - [c57]Jella Pfeiffer, Izak Benbasat, Franz Rothlauf:
Minimally Restrictive Decision Support Systems. ICIS 2014 - [c56]Ann Thorhauer, Franz Rothlauf:
On the Locality of Standard Search Operators in Grammatical Evolution. PPSN 2014: 465-475 - [i2]Sebastian Herrmann, Jörn Grahl, Franz Rothlauf:
Problem Complexity in Parallel Problem Solving. CoRR abs/1403.6330 (2014) - [i1]Malte Probst, Franz Rothlauf, Jörn Grahl:
Scalability of using Restricted Boltzmann Machines for Combinatorial Optimization. CoRR abs/1411.7542 (2014) - 2013
- [c55]Claus-Peter H. Ernst, Jella Pfeiffer, Franz Rothlauf:
The Influence of Perceived Belonging on Social Network Site Adoption. AMCIS 2013 - [c54]Michael Hielscher, Werner Hartmann, Franz Rothlauf:
Entwicklung eines Autorenwerkzeuges für digitale, multimediale und interaktive Lernbausteine im Web 2.0. DeLFI 2013: 203-214 - [c53]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO (Companion) 2013: 335-356 - [c52]Ann Thorhauer, Franz Rothlauf:
Structural difficulty in grammatical evolution versus genetic programming. GECCO 2013: 997-1004 - [c51]Thomas Goertz, Jella Pfeiffer, Henning Schmidt, Franz Rothlauf:
Integrating Keyword Advertising and Dynamic Pricing for an Online Market Place. OR 2013: 145-151 - 2012
- [j14]Wolfgang Steitz, Franz Rothlauf:
Using penalties instead of rewards: Solving OCST problems with guided local search. Swarm Evol. Comput. 3: 46-53 (2012) - [j13]Wolfgang Steitz, Franz Rothlauf:
Edge Orientation and the Design of Problem-Specific Crossover Operators for the OCST Problem. IEEE Trans. Evol. Comput. 16(1): 108-116 (2012) - [c50]Franz Rothlauf:
Representations for evolutionary algorithms. GECCO (Companion) 2012: 873-894 - [c49]Claus-Peter H. Ernst, Franz Rothlauf:
SaaS-Geschäftsmodelle: Alle gleich, alle verschieden? MKWI 2012: 551-558 - [c48]Claus-Peter H. Ernst, Franz Rothlauf:
Potenzielle Erfolgsfaktoren von SaaS-Unternehmen. MKWI 2012: 587-598 - 2011
- [b4]Franz Rothlauf:
Design of Modern Heuristics. Natural Computing Series, Springer 2011, ISBN 978-3-540-72961-7, pp. 1-225 - [j12]Ulrich Derigs, Jens Gottlieb, Jochen Kalkoff, Michael Piesche, Franz Rothlauf, Ulrich Vogel:
Vehicle routing with compartments: applications, modelling and heuristics. OR Spectr. 33(4): 885-914 (2011) - [c47]Wolfgang Steitz, Franz Rothlauf:
Guided local search for the optimal communication spanning tree problem. GECCO (Companion) 2011: 51-52 - [c46]