Datasets to reproduce the results in the paper "Density Estimation via Binless Multidimensional Integration" by Carli, M. and Glielmo, A. and Rodriguez, A. and Laio, A.
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https://zenodo.org/record/15002317
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资源简介:
Each .csv file contains a dataset and, on the same row as each datapoint, the corresponding ground truth negative log-density (F) values.The fist (0-th) column contains the NLD values F. The remaining columns (1:) contain the datapoints X.In the case of the four 2d Gaussians and of the 6d potential, the probability densitiy functions (PDF) associated to the NLDs, exp(-F), are normalised.In all other cases, the NLDs should be considered as taken from an unnormalised PDF; this means they differ from the NLD of the normalised PDF by an additive constant.The dimensionality of each dataset (number of columns minus one) is indicated at the beginning of the file name.All the datasets are described in Section D of the Supplementary Materials of the paper "Density Estimation via Binless Multidimensional Integration" by Carli, M. et al. (https://bit.ly/BMTI-arXiv)
创建时间:
2025-03-10



