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Papers matching “hyperparameter optimization” 33

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Improved Automated CASH Optimization with Tree Parzen Estimators for Class Imbalance Problems
2021 IEEE International Conference on Data Science and Advanced Analytics (DSAA) conference-paper Computer Science Machine Learning and Data Classification Open access

Duc Anh Nguyen, Jiawen Kong, Hao Wang, Stefan Menzel, Bernhard Sendhoff, Anna V. Kononova, +1 more

12

citations
Meta-learning for symbolic hyperparameter defaults
2021 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Machine Learning and Data Classification Open access cited by 2 patents

Pieter Gijsbers, Florian Pfisterer, Jan N. van Rijn, Bernd Bischl, Joaquin Vanschoren

6

citations
SAMO-COBRA: A Fast Surrogate Assisted Constrained Multi-objective Optimization Algorithm
2021 Lecture notes in computer science conference-paper Computer Science Advanced Multi-Objective Optimization Algorithms

Roy de Winter, Bas van Stein, Thomas Bäck

20

citations
Results from the Joint Nevergrad and IOHprofiler Open Optimization Competition
2021 HAL (Le Centre pour la Communication Scientifique Directe) other Computer Science Metaheuristic Optimization Algorithms Research Open access

Thomas Bäck, Pauline Bennet, Jacob de Nobel, Carola Doerr, Johann Dréo, Herilalaina Rakotoarison, +5 more

0

citations
Hyper-parameter Optimization for Latent Spaces
2021 Lecture notes in computer science conference-paper Computer Science Data Stream Mining Techniques

Bruno Veloso, Luciano Caroprese, Sónia Teixeira, Giuseppe Manco, Holger H. Hoos, João Manuel Portela da Gama

4

citations
An Extended Multi-Model Regression Approach for Compressive Strength Prediction and Optimization of a Concrete Mixture
2021 arXiv (Cornell University) preprint Engineering Concrete and Cement Materials Research Open access

Seyed Arman Taghizadeh Motlagh

0

citations
Efficient AutoML via Combinational Sampling
2021 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Computer Science Machine Learning and Data Classification Open access

Duc Anh Nguyen, Anna V. Kononova, Stefan Menzel, Bernhard Sendhoff, Thomas Bäck

3

citations
Expert System for the Machine Learning Pipeline in Manufacturing
2021 IFAC-PapersOnLine article Decision Sciences Impact of AI and Big Data on Business and Society Open access

Maik Frye, Jonathan Krauß, Robert Heinrich Schmitt

13

citations
Learning multiple defaults for machine learning algorithms
2021 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Machine Learning and Data Classification Open access cited by 2 patents

Florian Pfisterer, Jan N. van Rijn, Philipp Probst, Andreas Christian Müller, Bernd Bischl

28

citations
Tuning as a means of assessing the benefits of new ideas in interplay with existing algorithmic modules
2021 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

Jacob de Nobel, Diederick Vermetten, Hao Wang, Carola Doerr, Thomas Bäck

49

citations
Prediction of Specific Volume of Polypropylene at High Cooling Rates by Artificial Neural Networks
2021 Industrial & Engineering Chemistry Research article Materials Science Machine Learning in Materials Science

Jian Wang, Christian Hopmann, Ben Liu, Yannik Lockner

3

citations
A Spatio-Temporal Ensemble Deep Learning Architecture for Real-Time Defect Detection during Laser Welding on Low Power Embedded Computing Boards
2021 Sensors article Engineering Industrial Vision Systems and Defect Detection Open access cited by 1 patent

Christian Knaak, Jakob von Eßen, Moritz Kröger, Frederic Schulze, Arnold Gillner

71

citations
Application and Evaluation of Mathematical Models for Prediction of the Electric Energy Demand Using Plant Data of Five Industrial-Size EAFs
2021 Metals article Engineering Iron and Steelmaking Processes Open access

Alexander Reimann, Thomas Hay, Thomas Echterhof, Marcus Kirschen, Herbert Pfeifer

18

citations
Deep Learning and Conventional Machine Learning for Image-Based in-Situ Fault Detection During Laser Welding: A Comparative Study
2021 Preprints.org preprint Engineering Industrial Vision Systems and Defect Detection Open access

Christian Knaak, Moritz Kröger, Frederic Schulze, Arnold Gillner

4

citations
Leveraging benchmarking data for informed one-shot dynamic algorithm selection
2021 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Metaheuristic Optimization Algorithms Research Open access

Furong Ye, Carola Doerr, Thomas Bäck

4

citations
An offline multi‐scale unsaturated poromechanics model enabled by self‐designed/self‐improved neural networks
2021 International Journal for Numerical and Analytical Methods in Geomechanics article Engineering Soil and Unsaturated Flow

Yousef Heider, Hyoung Suk Suh, WaiChing Sun

36

citations
Transfer learning with artificial neural networks between injection molding processes and different polymer materials
2021 Journal of Manufacturing Processes article Engineering Injection Molding Process and Properties cited by 1 patent

Yannik Lockner, Christian Hopmann, Weibo Zhao

93

citations
Bayesian neural architecture search using a training-free performance metric
2021 Applied Soft Computing article Computer Science Machine Learning and Data Classification Open access

Andrés Camero, Hao Wang, Enrique Alba, Thomas Bäck

24

citations
Can We Trust Bayesian Uncertainty Quantification from Gaussian Process Priors with Squared Exponential Covariance Kernel?
2021 SIAM/ASA Journal on Uncertainty Quantification article Computer Science Gaussian Processes and Bayesian Inference Open access

Amine Hadji, Botond Szabó

18

citations
Foundations of Machine Learning-Based Clinical Prediction Modeling: Part I—Introduction and General Principles
2021 Acta neurochirurgica. Supplementum book-chapter Health Professions Artificial Intelligence in Healthcare

Julius M. Kernbach, Victor E. Staartjes

13

citations
Emotions Classifier based on Facial Expressions
2021 conference-paper Psychology Emotion and Mood Recognition

Gabriel Rubio, Gabriela Barrantes, Juan José Vargas, Adrián Lara, Luis Quesada

1

citations
Predicting the Compressive Strength of a Ready-Mixed Concrete: An Extended Multi-model Regression Approach
2021 Lecture notes in networks and systems conference-paper Engineering Concrete and Cement Materials Research

Seyed Arman Taghizadeh Motlagh

0

citations
Application of data-driven methods for energy system modelling demonstrated on an adaptive cooling supply system
2021 Energy article Engineering Building Energy and Comfort Optimization

Christoph Netsch, Sören Eschweiler, Tianyuan Wang, Thomas Storek, Marc Baranski, Dirk Müller

26

citations
DNN2: A hyper-parameter reinforcement learning game for self-design of neural network based elasto-plastic constitutive descriptions
2021 Computers & Structures article Materials Science Machine Learning in Materials Science Open access

Alexander Fuchs, Yousef Heider, Kun Wang, WaiChing Sun, Michael Kaliske

58

citations
An Automatic Credit Scoring Strategy (ACSS) using memetic evolutionary algorithm and neural architecture search
2021 Applied Soft Computing article Business, Management and Accounting Financial Distress and Bankruptcy Prediction

Fan Yang, Yanan Qiao, Cheng C. Huang, Shan Wang, Xiao Wang

27

citations