Behavior analysis of Evolution Strategy Sample Consensus

机译：进化策略样本共识的行为分析

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Recently, robust estimators are expected in various fields such as signal processing and machine learning. In our previous work, we proposed Evolution Strategy Sample Consensus (ESSAC) as a new robust estimator method and improved a trade off between a calculation time and stability of SAmple Consensus (SAC) algorithms. In this paper, we show several experiments for behavior analysis of ESSAC in order to discuss why ESSAC enable to search stably in the dataset including the huge number of noises. and analyze several experiments related with the fitness function of SAC and the behavior of ESSAC.

机译：近来，在诸如信号处理和机器学习之类的各个领域中期望鲁棒的估计器。在我们之前的工作中，我们提出了进化策略样本共识（ESSAC）作为一种新的鲁棒估计器方法，并改善了计算时间与SAmple Consensus（SAC）算法的稳定性之间的权衡。在本文中，我们展示了几个用于ESSAC行为分析的实验，以讨论ESSAC为什么能够在包含大量噪声的数据集中稳定地进行搜索。并分析了一些与SAC的适应度函数和ESSAC的行为有关的实验。

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来源
《10th France-Japan Congress, 8th Europe-Asia Congress on Mechatronics》|2014年|250-255|共6页
会议地点 Tokyo(JP)
作者
Toda Yuichiro; Kubota Naoyuki;
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作者单位

Tokyo Metropolitan Univ., Tokyo, Japan;

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会议组织
原文格式 PDF
正文语种 eng
中图分类
关键词
evolutionary computation; ESSAC; behavior analysis; evolution strategy sample consensus; evolutionary computation; machine learning; signal processing; Equations; Estimation; Genetics; Mathematical model; Robustness; Sociology; Stability analysis; Evolutionary Computation; Homography Estimation Problem; Robust Estimator;

机译：进化计算ESSAC行为分析进化策略样本共识进化计算机器学习信号处理方程估计遗传学数学模型稳健性社会学稳定性分析进化计算地形学估计问题鲁棒估计器;

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专利

1. Adaptive evolution strategy sample consensus for 3D reconstruction from two cameras [J] . Yuichiro Toda, Hsu Horng Yz, Takayuki Matsuno, Artificial life and robotics . 2020,第3期

机译：自适应演进策略两种相机3D重建的样本共识
2. Evolution Strategy Sampling Consensus for Robust Estimator [J] . Yuichiro Toda, Naoyuki Kubota Journal of Advanced Computatioanl Intelligence and Intelligent Informatics . 2016,第5a118期

机译：鲁棒估计器的进化策略抽样共识
3. Monitoring regulatory T cells in clinical samples: consensus on an essential marker set and gating strategy for regulatory T cell analysis by flow cytometry [J] . Santegoets Saskia J. A. M., Dijkgraaf Eveline M., Battaglia Alessandra, Cancer immunology, immunotherapy : . 2015,第10期

机译：监测临床样品中的调节性T细胞：关于通过流式细胞仪分析调节性T细胞的基本标记物设置和门控策略的共识
4. Behavior analysis of Evolution Strategy Sample Consensus [C] . Toda Yuichiro, Kubota Naoyuki France-Japan Congress;Europe-Asia Congress on Mechatronics . 2014

机译：进化战略样本共识的行为分析
5. Parasocial Consensus Sampling: Modeling Human Nonverbal Behaviors from Multiple Perspectives. [D] . Huang, Lixing. 2013

机译：超社会共识抽样：从多个角度对人类非语言行为进行建模。
6. Selecting Strategies to Reduce High-Risk Unsafe Work Behaviors Using the Safety Behavior Sampling Technique and Bayesian Network Analysis [O] . Fakhradin Ghasemi, Omid Kalatpour, Abbas Moghimbeigi, 2017

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7. Adaptive evolution strategy sample consensus for 3D reconstruction from two cameras [O] . Yuichiro Toda, Hsu Horng Yz, Takayuki Matsuno, 2020

机译：自适应演进策略两种相机3D重建的样本共识

Behavior analysis of Evolution Strategy Sample Consensus

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