Search Results - "incremental subgradient algorithm"
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Incremental subgradient algorithms with dynamic step sizes for separable convex optimizations
ISSN: 0170-4214, 1099-1476Published: Freiburg Wiley Subscription Services, Inc 01.04.2023Published in Mathematical methods in the applied sciences (01.04.2023)“…We consider the incremental subgradient algorithm employing dynamic step sizes for minimizing the sum of a large number of component convex functions. The…”
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Journal Article -
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Incremental and Parallel Machine Learning Algorithms With Automated Learning Rate Adjustments
ISSN: 2296-9144, 2296-9144Published: Switzerland Frontiers Media S.A 27.08.2019Published in Frontiers in robotics and AI (27.08.2019)“…The existing machine learning algorithms for minimizing the convex function over a closed convex set suffer from slow convergence because their learning rates…”
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A New Incremental Optimization Algorithm for ML-Based Source Localization in Sensor Networks
ISSN: 1070-9908, 1558-2361Published: New York IEEE 2008Published in IEEE signal processing letters (2008)“…A new incremental optimization algorithm called normalized incremental subgradient (NIS) algorithm is proposed in this letter, which can be used for…”
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Normalized Incremental Subgradient Algorithm and Its Application
ISSN: 1053-587X, 1941-0476Published: New York, NY IEEE 01.10.2009Published in IEEE transactions on signal processing (01.10.2009)“…The problem of minimizing the sum of a number of component functions is of great importance in the real world. In this paper, a new incremental optimization…”
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Decentralized Positioning and Tracking Based on a Weighted Incremental Subgradient Algorithm for Wireless Sensor Networks
ISBN: 142441721X, 9781424417216ISSN: 1090-3038Published: IEEE 01.09.2008Published in 2008 IEEE 68th Vehicular Technology Conference (01.09.2008)“…In this paper, we propose a weighted incremental subgradient (WIG) algorithm for positioning and tracking in wireless sensor networks. We formulate the…”
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Conference Proceeding -
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Sensor Network Localization via Nondifferentiable Optimization
ISBN: 9781424423248, 1424423244ISSN: 1930-529XPublished: IEEE 01.11.2008Published in Globecom (2003) (01.11.2008)“…Knowing the positions of nodes is essential to many wireless sensor network applications. In contrast to range-based localization methods, range-free methods…”
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Conference Proceeding -
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A Markovian Incremental Stochastic Subgradient Algorithm
ISSN: 0018-9286, 1558-2523Published: New York IEEE 01.01.2023Published in IEEE transactions on automatic control (01.01.2023)“…In this article, a stochastic incremental subgradient algorithm for the minimization of a sum of convex functions is introduced. The method sequentially uses…”
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Decentralized positioning and tracking based on a variable step-size incremental subgradient algorithm for wireless sensor networks
ISBN: 9781424426430, 142442643XISSN: 2166-9570Published: IEEE 01.09.2008Published in 2008 IEEE 19th International Symposium on Personal, Indoor and Mobile Radio Communications (01.09.2008)“…In this paper, we propose a modified incremental subgradient (MIG) algorithm with a variable step size for positioning and tracking a target in wireless sensor…”
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Conference Proceeding

