CSE472-blanket-challenge/phase1-dataset
收藏Hugging Face2025-10-22 更新2025-10-25 收录
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https://hf-mirror.com/datasets/CSE472-blanket-challenge/phase1-dataset
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资源简介:
Phase 1 Dataset是一个包含随机生成的有向无环图(DAG)和观测数据的因果发现数据集。每个数据集包含一个独特的图标识符、变量数、边数、图密度、目标变量索引、邻接矩阵、马尔可夫毯成员标记和数据样本。数据集通过线性高斯结构方程模型(SCM)生成,包含200个样本。图是随机生成的,目标变量是随机选择的非根节点,确保具有因果依赖。
Phase 1 Dataset is a causal discovery dataset containing randomly generated directed acyclic graphs (DAGs) and observational data. Each dataset includes a unique graph identifier, number of variables, number of edges, graph density, index of the target variable, adjacency matrix, Markov blanket member mask, and data samples. The datasets are generated through a linear Gaussian structural equation model (SCM) with 200 samples. The graphs are randomly generated, and the target variable is randomly selected as a non-root node, ensuring causal dependencies.
提供机构:
CSE472-blanket-challenge



