Benchmark datasets used in "Classification of Periodic Variables with Cyclic-Permutation Invariant Neural Networks"
收藏资源简介：
To aid the reproducibility of the results in the paper “Classification of Periodic Variables with Cyclic-Permutation Invariant Neural Networks,” we make our aggregation of the following data available. Code used to load the data and generate the results can be found at https://github.com/kmzzhang/periodicnetwork. These datasets have been constructed from publicly available data sources. If you use these datasets, please cite the original papers [1, 2, 3], in addition to ours [TBD]. Others might find this data useful for testing time-series inference techniques. [1] Jayasinghe, T. et al. The ASAS-SN catalogue of variable stars I: The Serendipitous Survey. Monthly Notices of the Royal Astronomical Society 477, 3145–3163 (2018). URL https://academic.oup.com/mnras/article/477/3/3145/4961151. [2] Alcock, C. et al. The MACHO Project LMC Variable Star Inventory.II.LMC RR Lyrae Stars- Pulsational Characteristics and Indications of a Global Youth of the LMC. The Astronomical Journal 111, 1146 (1996). URL http://adsabs.harvard.edu/abs/1996AJ....111.1146A. [3] Udalski, A. The Optical Gravitational Lensing Experiment. Real Time Data Analysis Systems in the OGLE-III Survey. Acta Astronomica 53, 291–305 (2003). URL http: //adsabs.harvard.edu/abs/2003AcA....53..291U.
为助力论文《基于循环置换不变神经网络（Cyclic-Permutation Invariant Neural Networks）的周期变星（Periodic Variables）分类》的研究结果可复现，我们公开了下述数据的整合集合。用于加载数据并生成研究结果的代码可在https://github.com/kmzzhang/periodicnetwork获取。本数据集基于公开数据源构建。若使用本数据集，请除引用本文献[TBD]外，一并引用原始文献[1, 2, 3]。该数据集可用于测试时序推理（time-series inference）技术，供相关研究者参考。 [1] 贾亚辛格（Jayasinghe, T.）等. ASAS-SN变星星表I：偶然巡天. 《皇家天文学会月报》477, 3145–3163 (2018). 链接：https://academic.oup.com/mnras/article/477/3/3145/4961151. [2] 奥尔科克（Alcock, C.）等. MACHO项目大麦哲伦星云变星星表II：大麦哲伦星云天琴座RR型变星——脉动特征与大麦哲伦星云整体年轻化的迹象. 《天文学期刊》111, 1146 (1996). 链接：http://adsabs.harvard.edu/abs/1996AJ....111.1146A. [3] 乌达尔茨基（Udalski, A.）. 光学引力透镜实验：OGLE-III巡天中的实时数据分析系统. 《天文学学报》53, 291–305 (2003). 链接：http://adsabs.harvard.edu/abs/2003AcA....53..291U.
