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Machine learning under resource constraints Fundamentals / / edited by Katharina Morik and Peter Marwedel
| Machine learning under resource constraints Fundamentals / / edited by Katharina Morik and Peter Marwedel |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Berlin ; ; Boston : , : De Gruyter, , [2023] |
| Descrizione fisica | 1 online resource (xiii, 491 pages) : illustrations (chiefly colour) |
| Disciplina | 006.31 |
| Collana | De Gruyter STEM |
| Soggetto topico |
Machine learning
SCIENCE / Chemistry / General |
| Soggetto non controllato |
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 |
| ISBN | 3-11-078594-3 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | ; 1 Introduction / Katharina Morik, Jian-Jia Chen -- ; 1.1 Embedded Systems and Sustainability -- ; 1.2 The Energy Consumption of Machine Learning -- ; 1.3 Memory Demands of Machine Learning -- ; 1.4 Structure of this Book -- ; 2 Data Gathering and Resource Measuring -- ; 2.1 Declarative Stream-Based Acquisition and Processing of OS Data with kCQL / Christoph Borchert, Jochen Streicher, Alexander Lochmann,Olaf Spinczyk -- ; 2.2 PhyNetLab Test Bed / Mojtaba Masoudinejad, Markus Buschhoff -- ; 2.3 Zero-Power/Low-Power Sensing / Andres Gomez, Lars Suter, Simon Mayer -- ; 3 Streaming Data, Small Devices -- ; 3.1 Summary Extraction from Streams / Sebastian Buschjäger, Katharina Morik -- ; 3.2 Coresets and Sketches for Regression Problems on Data Streams and Distributed Data / Alexander Munteanu -- ; 4 Structured Data -- ; 4.1 Spatio-Temporal Random Fields / Nico Piatkowski, Katharina Morik -- ; 4.2 The Weisfeiler-Leman Method for Machine Learning with Graphs / Nils Kriege, Christopher Morris -- ; 4.3 Deep Graph Representation Learning / Matthias Fey, Frank Weichert -- ; 4.4 High-Quality Parallel Max-Cut Approximation Algorithms for Shared Memory / Nico Bertram, Jonas Ellert, Johannes Fischer -- ; 4.5 Millions of Formulas / Lukas Pfahler -- ; 5 Cluster Analysis -- ; 5.1 Sparse Partitioning Around Medoids / Lars Lenssen, Erich Schubert -- ; 5.2 Clustering of Polygonal Curves and Time Series / Amer Krivošija -- ; 5.3 Data Aggregation for Hierarchical Clustering / Erich Schubert, Andreas Lang -- ; 5.4 Matrix Factorization with Binary Constraints / Sibylle Hess ; 6 Hardware-Aware Execution -- ; 6.1 FPGA-Based Backpropagation Engine for Feed-Forward Neural Networks / Wayne Luk, Ce Guo -- ; 6.2 Processor-Specific Code Transformation / Henning Funke, Jens Teubner -- ; 6.3 Extreme Multicore Classification / Erik Schultheis, Rohit Babbar -- ; 6.4 Optimization of ML on Modern Multicore Systems / Helena Kotthaus, Peter Marwedel -- 7 Memory Awareness -- ; 7.1 Efficient Memory Footprint Reduction / Helena Kotthaus, Peter Marwedel -- ; 7.2 Machine Learning Based on Emerging Memories / Mikail Yayla, Sebastian Buschjäger, Hussam Amrouch -- ; 7.3 Cache-Friendly Execution of Tree Ensembles / Sebastian Buschjäger, Kuan-Hsun Chen -- ; 8 Communication Awareness -- ; 8.1 Timing-Predictable Learning and Multiprocessor Synchronization / Kuan-Hsun Chen, Junjie Shi -- ; 8.2 Communication Architecture for Heterogeneous Hardware / Henning Funke, Jens Teubner -- ; 9 Energy Awareness -- ; 9.1 Integer Exponential Families / Nico Piatkowski -- ; 9.2 Power Consumption Analysis and Uplink Transmission Power / Robert Falkenberg. |
| Record Nr. | UNISA-996503570003316 |
| Berlin ; ; Boston : , : De Gruyter, , [2023] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Similarity Search and Applications [[electronic resource] ] : 9th International Conference, SISAP 2016, Tokyo, Japan, October 24-26, 2016, Proceedings / / edited by Laurent Amsaleg, Michael E. Houle, Erich Schubert
| Similarity Search and Applications [[electronic resource] ] : 9th International Conference, SISAP 2016, Tokyo, Japan, October 24-26, 2016, Proceedings / / edited by Laurent Amsaleg, Michael E. Houle, Erich Schubert |
| Edizione | [1st ed. 2016.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 |
| Descrizione fisica | 1 online resource (XV, 339 p. 135 illus.) |
| Disciplina | 029.7 |
| Collana | Information Systems and Applications, incl. Internet/Web, and HCI |
| Soggetto topico |
Information storage and retrieval
Pattern recognition Data structures (Computer science) Database management Algorithms Numerical analysis Information Storage and Retrieval Pattern Recognition Data Structures Database Management Algorithm Analysis and Problem Complexity Numeric Computing |
| ISBN | 3-319-46759-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Graphs and Networks -- Metric and Permutation-based Indexing -- Multimedia -- Text and Document Similarity -- Comparisons and Benchmarks -- Hashing Techniques -- Time-evolving Data -- Scalable Similarity Search. |
| Record Nr. | UNISA-996465400403316 |
| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. di Salerno | ||
| ||
Similarity Search and Applications : 9th International Conference, SISAP 2016, Tokyo, Japan, October 24-26, 2016, Proceedings / / edited by Laurent Amsaleg, Michael E. Houle, Erich Schubert
| Similarity Search and Applications : 9th International Conference, SISAP 2016, Tokyo, Japan, October 24-26, 2016, Proceedings / / edited by Laurent Amsaleg, Michael E. Houle, Erich Schubert |
| Edizione | [1st ed. 2016.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 |
| Descrizione fisica | 1 online resource (XV, 339 p. 135 illus.) |
| Disciplina | 029.7 |
| Collana | Information Systems and Applications, incl. Internet/Web, and HCI |
| Soggetto topico |
Information storage and retrieval
Pattern recognition Data structures (Computer science) Database management Algorithms Numerical analysis Information Storage and Retrieval Pattern Recognition Data Structures Database Management Algorithm Analysis and Problem Complexity Numeric Computing |
| ISBN | 3-319-46759-X |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Graphs and Networks -- Metric and Permutation-based Indexing -- Multimedia -- Text and Document Similarity -- Comparisons and Benchmarks -- Hashing Techniques -- Time-evolving Data -- Scalable Similarity Search. |
| Record Nr. | UNINA-9910483746703321 |
| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||