Optimizing Deep Learning Inference on Embedded Systems Through Adaptive Model Selection

Vicent Sanz Marco; Ben Taylor; Zheng Wang; Yehia Elkhatib

doi:10.1145/3371154

Optimizing Deep Learning Inference on Embedded Systems Through Adaptive Model Selection

ACM Transactions on Embedded Computing Systems ◽

10.1145/3371154 ◽

2020 ◽

Vol 19 (1) ◽

pp. 1-28 ◽

Cited By ~ 3

Author(s):

Vicent Sanz Marco ◽

Ben Taylor ◽

Zheng Wang ◽

Yehia Elkhatib

Keyword(s):

Deep Learning ◽

Model Selection ◽

Embedded Systems ◽

Adaptive Model ◽

Adaptive Model Selection

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A Personalized Predictive Framework for Multivariate Clinical Time Series via Adaptive Model Selection

Proceedings of the 2017 ACM on Conference on Information and Knowledge Management - CIKM '17 ◽

10.1145/3132847.3132859 ◽

2017 ◽

Cited By ~ 3

Author(s):

Zitao Liu ◽

Milos Hauskrecht

Keyword(s):

Time Series ◽

Model Selection ◽

Adaptive Model ◽

Adaptive Model Selection

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Federated learning using sparse-adaptive model selection for embedded edge computing

IEEE Access ◽

10.1109/access.2021.3137189 ◽

2021 ◽

pp. 1-1

Author(s):

Shan Ullah ◽

Deok-Hwan Kim

Keyword(s):

Model Selection ◽

Edge Computing ◽

Adaptive Model ◽

Adaptive Model Selection ◽

Selection For

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Adaptive deep learning model selection on embedded systems

Proceedings of the 19th ACM SIGPLAN/SIGBED International Conference on Languages, Compilers, and Tools for Embedded Systems - LCTES 2018 ◽

10.1145/3211332.3211336 ◽

2018 ◽

Cited By ~ 18

Author(s):

Ben Taylor ◽

Vicent Sanz Marco ◽

Willy Wolff ◽

Yehia Elkhatib ◽

Zheng Wang

Keyword(s):

Deep Learning ◽

Model Selection ◽

Embedded Systems ◽

Learning Model ◽

Deep Learning Model

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Adaptive Model Selection and Assessment for Exponential Family Distributions

Technometrics ◽

10.1198/004017004000000338 ◽

2004 ◽

Vol 46 (3) ◽

pp. 306-317 ◽

Cited By ~ 18

Author(s):

Xiaotong Shen ◽

Hsin-Cheng Huang ◽

Jimmy Ye

Keyword(s):

Model Selection ◽

Exponential Family ◽

Adaptive Model ◽

Adaptive Model Selection ◽

Selection And Assessment

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An Efficient Greedy EM Algorithm for Gaussian Mixture for Adaptive Model Selection Using the Kurtosis and Skewness Criterion

Advanced Materials Research ◽

10.4028/scientific5/amr.452-453.1501 ◽

2012 ◽

Vol 452-453 ◽

pp. 1501-1506

Author(s):

Lin Wang ◽

Jin Wen Ma

Keyword(s):

Model Selection ◽

Em Algorithm ◽

Gaussian Mixture ◽

Adaptive Model ◽

Adaptive Model Selection

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An adaptive model selection strategy for surrogate-assisted particle swarm optimization algorithm

2016 IEEE Symposium Series on Computational Intelligence (SSCI) ◽

10.1109/ssci.2016.7850208 ◽

2016 ◽

Cited By ~ 2

Author(s):

Haibo Yu ◽

Yin Tan ◽

Chaoli Sun ◽

Jianchao Zeng ◽

Yaochu Jin

Keyword(s):

Particle Swarm Optimization ◽

Model Selection ◽

Optimization Algorithm ◽

Particle Swarm Optimization Algorithm ◽

Particle Swarm ◽

Selection Strategy ◽

Adaptive Model ◽

Swarm Optimization ◽

Adaptive Model Selection

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Margin-adaptive model selection in statistical learning

Bernoulli ◽

10.3150/10-bej288 ◽

2011 ◽

Vol 17 (2) ◽

pp. 687-713 ◽

Cited By ~ 1

Author(s):

Sylvain Arlot ◽

Peter L. Bartlett

Keyword(s):

Model Selection ◽

Statistical Learning ◽

Adaptive Model ◽

Adaptive Model Selection

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Adaptive model selection for polynomial NARX models

IET Control Theory and Applications ◽

10.1049/iet-cta.2009.0581 ◽

2010 ◽

Vol 4 (12) ◽

pp. 2693-2706 ◽

Cited By ~ 12

Author(s):

C. Cantelmo ◽

L. Piroddi

Keyword(s):

Model Selection ◽

Adaptive Model ◽

Adaptive Model Selection ◽

Narx Models ◽

Selection For

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Adaptive Model Selection

Journal of the American Statistical Association ◽

10.1198/016214502753479356 ◽

2002 ◽

Vol 97 (457) ◽

pp. 210-221 ◽

Cited By ~ 93

Author(s):

Xiaotong Shen ◽

Jianming Ye

Keyword(s):

Model Selection ◽

Adaptive Model ◽

Adaptive Model Selection

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The Covariance Inflation Criterion for Adaptive Model Selection

Journal of the Royal Statistical Society Series B (Statistical Methodology) ◽

10.1111/1467-9868.00191 ◽

1999 ◽

Vol 61 (3) ◽

pp. 529-546 ◽

Cited By ~ 62

Author(s):

Robert Tibshirani ◽

Keith Knight

Keyword(s):

Model Selection ◽

Adaptive Model ◽

Adaptive Model Selection

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