Machine Learning under Resource Constraints. / Fundamentals / / ed. by Katharina Morik, Peter Marwedel.
Machine Learning under Resource Constraints addresses novel machine learning algorithms that are challenged by high-throughput data, by high dimensions, or by complex structures of the data in three volumes. Resource constraints are given by the relation between the demands for processing the data a...
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Place / Publishing House: | Berlin ;, Boston : : De Gruyter, , [2022] ©2023 |
Year of Publication: | 2022 |
Language: | English |
Series: | De Gruyter STEM ;
Volume 1 |
Physical Description: | 1 online resource (XIV, 491 p.) |
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Machine Learning under Resource Constraints. Fundamentals / ed. by Katharina Morik, Peter Marwedel. Berlin ; Boston : De Gruyter, [2022] ©2023 1 online resource (XIV, 491 p.) text txt rdacontent computer c rdamedia online resource cr rdacarrier De Gruyter STEM ; Volume 1 Description based on online resource; title from PDF title page (publisher's Web site, viewed 03. Jan 2023) This eBook is made available Open Access under a CC BY 4.0 license: https://creativecommons.org/licenses/by/4.0 https://www.degruyter.com/dg/page/open-access-policy Issued also in print. Machine Learning under Resource Constraints addresses novel machine learning algorithms that are challenged by high-throughput data, by high dimensions, or by complex structures of the data in three volumes. Resource constraints are given by the relation between the demands for processing the data and the capacity of the computing machinery. The resources are runtime, memory, communication, and energy. Hence, modern computer architectures play a significant role. Novel machine learning algorithms are optimized with regard to minimal resource consumption. Moreover, learned predictions are executed on diverse architectures to save resources. It provides a comprehensive overview of the novel approaches to machine learning research that consider resource constraints, as well as the application of the described methods in various domains of science and engineering. Volume 1 establishes the foundations of this new field. It goes through all the steps from data collection, their summary and clustering, to the different aspects of resource-aware learning, i.e., hardware, memory, energy, and communication awareness. Several machine learning methods are inspected with respect to their resource requirements and how to enhance their scalability on diverse computing architectures ranging from embedded systems to large computing clusters. In English. Frontmatter -- Contents -- Preface -- 1 Introduction -- Data Gathering and Resource Measuring -- 3 Streaming Data, Small Devices -- 4 Structured Data -- 5 Cluster Analysis -- 6 Hardware-Aware Execution -- 7 Memory Awareness -- 8 Communication Awareness -- 9 Energy Awareness -- Bibliography -- Index -- List of Contributors SCIENCE / Chemistry / General. bisacsh Artificial Intelligence. Big Data and Machine Learning. Cyber-physical systems. Data mining for Ubiquitous System Software. Embedded Systems and Machine Learning. Highly Distributed Data. ML on Small devices. Machine learning for knowledge discovery. Machine learning in high-energy physics. Resource-Aware Machine Learning. Resource-Constrained Data Analysis. 3-11-078593-5 Amrouch, Hussam, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Babbar, Rohit, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Bertram, Nico, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Borchert, Christoph, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Buschhoff, Markus, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Buschjäger, Sebastian, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Chen, Jian-Jia, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Chen, Kuan-Hsun, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Ellert, Jonas, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Falkenberg, Robert, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Fey, Matthias, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Fischer, Johannes, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Funke, Henning, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Gomez, Andres, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Guo, Ce, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Hess, Sibylle, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Kotthaus, Helena, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Kriege, Nils, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Krivošija, Amer, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Lang, Andreas, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Lenssen, Lars, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Lochmann, Alexander, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Luk, Wayne, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Marwedel, Peter, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Marwedel, Peter, editor. edt http://id.loc.gov/vocabulary/relators/edt Masoudinejad, Mojtaba, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Mayer, Simon, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Morik, Katharina, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Morik, Katharina, editor. edt http://id.loc.gov/vocabulary/relators/edt Morris, Christopher, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Munteanu, Alexander, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Pfahler, Lukas, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Piatkowski, Nico, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Schubert, Erich, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Schultheis, Erik, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Shi, Junjie, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Spinczyk, Olaf, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Streicher, Jochen, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Suter, Lars, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Teubner, Jens, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Weichert, Frank, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb Yayla, Mikail, contributor. ctb https://id.loc.gov/vocabulary/relators/ctb |
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author_sort |
Amrouch, Hussam, |
title |
Machine Learning under Resource Constraints. |
spellingShingle |
Machine Learning under Resource Constraints. De Gruyter STEM ; Frontmatter -- Contents -- Preface -- 1 Introduction -- Data Gathering and Resource Measuring -- 3 Streaming Data, Small Devices -- 4 Structured Data -- 5 Cluster Analysis -- 6 Hardware-Aware Execution -- 7 Memory Awareness -- 8 Communication Awareness -- 9 Energy Awareness -- Bibliography -- Index -- List of Contributors |
title_full |
Machine Learning under Resource Constraints. Fundamentals / ed. by Katharina Morik, Peter Marwedel. |
title_fullStr |
Machine Learning under Resource Constraints. Fundamentals / ed. by Katharina Morik, Peter Marwedel. |
title_full_unstemmed |
Machine Learning under Resource Constraints. Fundamentals / ed. by Katharina Morik, Peter Marwedel. |
title_auth |
Machine Learning under Resource Constraints. |
title_alt |
Frontmatter -- Contents -- Preface -- 1 Introduction -- Data Gathering and Resource Measuring -- 3 Streaming Data, Small Devices -- 4 Structured Data -- 5 Cluster Analysis -- 6 Hardware-Aware Execution -- 7 Memory Awareness -- 8 Communication Awareness -- 9 Energy Awareness -- Bibliography -- Index -- List of Contributors |
title_new |
Machine Learning under Resource Constraints. |
title_sort |
machine learning under resource constraints. fundamentals / |
series |
De Gruyter STEM ; |
series2 |
De Gruyter STEM ; |
publisher |
De Gruyter, |
publishDate |
2022 |
physical |
1 online resource (XIV, 491 p.) Issued also in print. |
contents |
Frontmatter -- Contents -- Preface -- 1 Introduction -- Data Gathering and Resource Measuring -- 3 Streaming Data, Small Devices -- 4 Structured Data -- 5 Cluster Analysis -- 6 Hardware-Aware Execution -- 7 Memory Awareness -- 8 Communication Awareness -- 9 Energy Awareness -- Bibliography -- Index -- List of Contributors |
isbn |
3-11-078594-3 3-11-078593-5 |
illustrated |
Not Illustrated |
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