Contributions to Convergence Analysis of Noisy Optimization Algorithms
Title | Contributions to Convergence Analysis of Noisy Optimization Algorithms PDF eBook |
Author | Sandra Astete morales |
Publisher | |
Pages | 0 |
Release | 2016 |
Genre | |
ISBN |
This thesis exposes contributions to the analysis of algorithms for noisy functions. It exposes convergence rates for linesearch algorithms as well as for random search algorithms. We prove in terms of Simple Regret and Cumulative Regret that a Hessian based algorithm can reach the same results as some optimal algorithms in the literature, when parameters are tuned correctly. On the other hand we analyse the convergence order of Evolution Strategies when solving noisy functions. We deduce log-log convergence. We also give a lower bound for the convergence rate of the Evolution Strategies. We extend the work on revaluation by applying it to a discrete settings. Finally we analyse the performance measure itself and prove that the use of an erroneus performance measure can lead to misleading results on the evaluation of different methods.
Convergence Analysis and Applications of Two Optimization Algorithms
Title | Convergence Analysis and Applications of Two Optimization Algorithms PDF eBook |
Author | Yaonan Ma |
Publisher | |
Pages | 95 |
Release | 2019 |
Genre | Convergence |
ISBN |
A Direct Search Algorithm for Optimization with Noisy Function Evaluations
Title | A Direct Search Algorithm for Optimization with Noisy Function Evaluations PDF eBook |
Author | Edward J. Anderson |
Publisher | |
Pages | 30 |
Release | 1997 |
Genre | Database searching |
ISBN | 9781862743168 |
Computer Vision – ECCV 2020
Title | Computer Vision – ECCV 2020 PDF eBook |
Author | Andrea Vedaldi |
Publisher | Springer Nature |
Pages | 829 |
Release | 2020-11-18 |
Genre | Computers |
ISBN | 3030585832 |
The 30-volume set, comprising the LNCS books 12346 until 12375, constitutes the refereed proceedings of the 16th European Conference on Computer Vision, ECCV 2020, which was planned to be held in Glasgow, UK, during August 23-28, 2020. The conference was held virtually due to the COVID-19 pandemic. The 1360 revised papers presented in these proceedings were carefully reviewed and selected from a total of 5025 submissions. The papers deal with topics such as computer vision; machine learning; deep neural networks; reinforcement learning; object recognition; image classification; image processing; object detection; semantic segmentation; human pose estimation; 3d reconstruction; stereo vision; computational photography; neural networks; image coding; image reconstruction; object recognition; motion estimation.
Intelligent Optimization
Title | Intelligent Optimization PDF eBook |
Author | Changhe Li |
Publisher | Springer Nature |
Pages | 369 |
Release | |
Genre | |
ISBN | 9819732867 |
Mathematical Optimization Theory and Operations Research
Title | Mathematical Optimization Theory and Operations Research PDF eBook |
Author | Panos Pardalos |
Publisher | Springer Nature |
Pages | 332 |
Release | 2022-06-24 |
Genre | Mathematics |
ISBN | 303109607X |
This book constitutes the proceedings of the 21st International Conference on Mathematical Optimization Theory and Operations Research, MOTOR 2022, held in Petrozavodsk, Russia, in July 2022. The 21 full papers presented together with 6 invited abstracts lectures and 2 tutorial abstracts in this volume were carefully reviewed and selected from 88 submissions. The conference focuses on the following topics: Mathematical programming, bi-level and global optimization, integer programming and combinatorial optimization, approximation algorithms with theoretical guarantees and approximation schemes, heuristics and meta-heuristics, game theory, optimal control, optimization in machine learning and data analysis, and their valuable applications in operations research and economics.
Topics in Modal Analysis, Volume 7
Title | Topics in Modal Analysis, Volume 7 PDF eBook |
Author | Randall Allemang |
Publisher | Springer Science & Business Media |
Pages | 779 |
Release | 2013-07-03 |
Genre | Technology & Engineering |
ISBN | 1461465850 |
Topics in Modal Analysis, Volume 7: Proceedings of the 31st IMAC, A Conference and Exposition on Structural Dynamics, 2013, the seventh volume of seven from the Conference, brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of Structural Dynamics, including papers on: Fluid Structure Interaction Adaptive Structures Experimental Techniques Analytical Methods Damage Detection Damping of Materials & Members Modal Parameter Identification Modal Testing Methods System Identification Active Control Modal Parameter Estimation Processing Modal Data