Methods for efficient resource utilization in statistical machine learning algorithms

excessively high amount of resources. Furthermore, these algorithms are often implemented with no awareness of the underlying system architecture, which leads to sub-optimal resource utilization. This thesis [...] thesis presents methods for efficient resource utilization of statistical learning applications. The goal is to reduce the resource demands of these algorithms to meet a given time budget while simultaneously [...] high runtime variance within the configuration space can cause inefficient resource utilization. For this purpose, new resource-aware scheduling strategies are developed that efficiently map evaluations of …

Andreas Lang

Marwedel, Peter. Can Flexible Multi-Core Scheduling Help to Execute Machine Learning Algorithms Resource-Efficiently? . In 22nd International Workshop on Software and Compilers for Embedded Systems, Seiten [...] Janek and Bischl, Bernd and Marwedel, Peter and Rahnenführer, Jörg and Lang, Michel. RAMBO: Resource-Aware Model-Based Optimization with Scheduling for Heterogeneous Runtimes and a Comparison with As [...] Kotthaus, Helena and Richter, Jakob and Lang, Andreas and Lang, Michel and Marwedel, Peter. Resource-Aware Scheduling Strategies for Parallel Machine Learning R Programs through RAMBO . In Abstract Booklet …

TU Dortmund -- Computer Science VIII

Suche > Hauptnavigation ALLGEMEINES FORSCHUNG LEHRE MITARBEITER Doktorarbeit von Katrin Tomanek Resource-aware annotation through active learning The annotation of corpora has become a crucial prerequisite [...] with less labeled data points. This thesis centers around the question how AL can be applied as resource-aware strategy for linguistic annotation. A set of requirements is defined and several approaches and …

Methods for efficient resource utilization in statistical machine learning algorithms

rung für Eingebettete Systeme Methods for efficient resource utilization in statistical machine learning algorithms   Methods for efficient resource utilization in statistical machine learning algorithms [...] excessively high amount of resources. Furthermore, these algorithms are often implemented with no awareness of the underlying system architecture, which leads to sub-optimal resource utilization. This thesis [...] thesis presents methods for efficient resource utilization of statistical learning applications. The goal is to reduce the resource demands of these algorithms to meet a given time budget while simultaneously …

Methods for efficient resource utilization in statistical machine learning algorithms

rung für Eingebettete Systeme Methods for efficient resource utilization in statistical machine learning algorithms   Methods for efficient resource utilization in statistical machine learning algorithms [...] excessively high amount of resources. Furthermore, these algorithms are often implemented with no awareness of the underlying system architecture, which leads to sub-optimal resource utilization. This thesis [...] thesis presents methods for efficient resource utilization of statistical learning applications. The goal is to reduce the resource demands of these algorithms to meet a given time budget while simultaneously …

Resource-Aware Steel Production Through Data Mining Hendrik Blom(B) and Katharina Morik TU Dortmund University, Dortmund, Germany {hendrik.blom,katharina.morik}@tu-dortmund.de Abstract. Today’s steel industry [...] output. Hence, the improvement of the prediction is decisive to increase the efficiency and saving resources [7,10]. 2 Process Control There are multiple possibilities to control the outcome of the process [...] of the com- position analysis and the results of the other external measurements, events like Resource-Aware Steel Production Through Data Mining 265 the addition of cooling or heating agent and meta-data …

TU Dortmund -- Computer Science VIII

Non-Convex and Multi-Objective Optimization in Data Mining A bstract Katrin Tomanek (2010) : Resource-aware annotation through active learning Felix Jungermann (2012) : About the exploration of data mining [...] Measurements under Communication Constraints A bstract Nico Piatkowski (2018) : Exponential families on resource-constrained systems A bstract Sybille Hess (2019) : A mathematical theory of making hard decisions: …