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时间序列因果关系发现验证的开放存取数据集

Open-Access Datasets for Time Series Causality Discovery Validation
课程网址: http://videolectures.net/nips09_guyon_oadtscdv/  
主讲教师: Isabelle Guyon
开课单位: 克洛皮内公司
开课时间: 2010-01-19
课程语种: 英语
中文简介:
因果工作台项目提供了一个测试因果发现算法的环境。通过门户网站,我们提供了大量资源,包括数据集、模型和软件包的存储库,以及虚拟实验室,允许用户通过执行虚拟实验来研究人工因果系统,从而对因果发现算法进行基准测试。我们定期组织比赛。我们的存储库已经包含了来自多个领域的几个与时间相关的数据集:系统生物学、神经科学、物理学、制造业和市场营销。我们将邀请新的贡献,并提出我们的计划,以便对时间序列应用的因果模型进行评估。
课程简介: The Causality Workbench project provides an environment to test causal discovery algorithms. Via a web portal, we provide a number of resources, including a repository of datasets, models, and software packages, and a virtual laboratory allowing users to benchmark causal discovery algorithms by performing virtual experiments to study artificial causal systems. We regularly organize competitions. Our repository already includes several time dependent datasets from a variety of domains: system biology, neurosciences, physics, manufacturing, and marketing. We will invite new contributions and present our plan for upcoming evaluations of causal models for time series applications.
关 键 词: 测试因果; 虚拟实验; 因果模型
课程来源: 视频讲座网
数据采集: 2022-12-24:chenjy
最后编审: 2024-01-23:liyy
阅读次数: 31