Krause, Rolf
- Shape of my heart: Cardiac models through learned signed distance functions
2023/08/31 by Verhülsdonk, Jan, Grandits, Thomas, Costabal, Francisco Sahli +6 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Globally Convergent Multilevel Training of Deep Residual Networks
2021/07/15 by Kopaničáková, Alena, Krause, Rolf · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
- Multilevel Minimization for Deep Residual Networks
2020/04/13 by Gaedke-Merzhäuser, Lisa, Kopaničáková, Alena, Krause, Rolf · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- On the Globalization of ASPIN Employing Trust-Region Control Strategies -- Convergence Analysis and Numerical Examples
2021/04/12 by Christian Groß, Gross, Christian, Rolf Krause +1 · 2 citations
Computer Science · Engineering · Mathematics · #65N55 #65Y05 #Advanced Numerical Methods in Computational Mathematics #Advanced Optimization Algorithms Research #FOS: Mathematics #G.1.6 #G.1.8 #Matrix Theory and Algorithms #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
- Research and Education in Computational Science and Engineering
2016/10/09 by Rüde, Ulrich, Willcox, Karen, McInnes, Lois Curfman +30 · 1 citation
#00A72 #62-07 #68U20 #68W01 #68W10 #97A99 #97M10 #97N80 #97R20 #97R30 #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #G.0 #G.4 #History and Overview (math.HO) #I.6 #J.0 #J.2 #J.3 #J.4 #J.6 #J.7 #K.3.2 #Other Statistics (stat.OT) #and Science (cs.CE)
- Training of deep residual networks with stochastic MG/OPT
2021/08/09 by Cyrill von Planta, von Planta, Cyrill, Alena Kopaničáková +3 · 1 citation
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)
- Parallel Trust-Region Approaches in Neural Network Training: Beyond Traditional Methods
2023/12/21 by Trotti, Ken, Alegría, Samuel A. Cruz, Kopaničáková, Alena +1 · 2 citations
#65-XX #68Txx #FOS: Computer and information sciences #FOS: Mathematics #G.1 #I.2 #Machine Learning (cs.LG) #Numerical Analysis (math.NA)
- Symbol-based multilevel block τ preconditioners for multilevel block Toeplitz systems: GLT-based analysis and applications
2024/09/30 by Sean Hon, Hon, Sean Y., Congcong Li +7 · 2 citations
Computer Science · Chemistry · #Matrix Theory and Algorithms #Interconnection Networks and Systems #Advanced NMR Techniques and Applications
- Explicit stabilized multirate methods for the monodomain model in cardiac electrophysiology
2024/01/03 by de Souza, Giacomo Rosilho, Grote, Marcus J., Pezzuto, Simone +1 · 1 citation
#65L04 #65L06 #65L10 #65L20 #FOS: Mathematics #Numerical Analysis (math.NA)
- Multilevel Active-Set Trust-Region (MASTR) Method for Bound Constrained Minimization
2021/03/26 by Kopaničáková, Alena, Krause, Rolf · 1 citation
#FOS: Mathematics #Numerical Analysis (math.NA)