Thomas, Janek

1. Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges
   2021/07/13 by Bernd Bischl, Martin Binder, Bischl, Bernd +21 · 33 citations
   Computer Science · #Machine Learning and Data Classification #Advanced Multi-Objective Optimization Algorithms #Metaheuristic Optimization Algorithms Research
2. AMLB: an AutoML Benchmark
   2022/07/25 by Gijsbers, Pieter, Bueno, Marcos L. P., Coors, Stefan +5 · 8 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. An Open Source AutoML Benchmark
   2019/07/01 by Gijsbers, Pieter, LeDell, Erin, Thomas, Janek +3 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Probing for sparse and fast variable selection with model-based boosting
   2017/02/15 by Janek Thomas, Tobias Hepp, Thomas, Janek +5 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Mathematics · #Computation (stat.CO) #FOS: Computer and information sciences #Gene expression and cancer classification #Genetic and phenotypic traits in livestock #Machine Learning (stat.ML) #Statistical Methods and Inference
5. Multi-Objective Optimization of Performance and Interpretability of Tabular Supervised Machine Learning Models
   2023/07/17 by Lennart Schneider, Schneider, Lennart, Bernd Bischl +3 · 2 citations
   Computer Science · #Machine Learning and Data Classification #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning
6. Automatic Exploration of Machine Learning Experiments on OpenML
   2018/06/28 by Kühn, Daniel, Probst, Philipp, Thomas, Janek +1 · 1 citation
   #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Multi-Objective Automatic Machine Learning with AutoxgboostMC
   2019/08/28 by Pfisterer, Florian, Coors, Stefan, Thomas, Janek +1 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. MO-DEHB: Evolutionary-based Hyperband for Multi-Objective Optimization
   2023/05/08 by Awad, Noor, Sharma, Ayushi, Muller, Philipp +2 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)