Clusterix 2.0. A Virtual Observatory tool to estimate cluster membership probability
L. Balaguer-N\'u\~nez, M. Lopez, E. Solano, D. Galad\'i-Enr\'iquez, C., Jordi, F. Jimenez-Esteban, E. Masana, J. Carbajo-Hijarrubia, E. Paunzen

TL;DR
Clusterix 2.0 is an interactive, web-based tool that non-parametrically determines stellar cluster memberships using proper motion data, enhancing accuracy and user control in cluster analysis.
Contribution
It introduces a fully non-parametric, empirical method for membership probability estimation, integrated into a Virtual Observatory-compliant web tool with interactive features.
Findings
Successfully applied to various clusters demonstrating versatility.
Effectively disentangled overlapping clusters.
Confirmed a little-known cluster and identified a new one.
Abstract
Clusterix 2.0 is a web-based, Virtual Observatory-compliant, interactive tool for the determination of membership probabilities in stellar clusters based on proper motion data using a fully non-parametric method. In the area occupied by the cluster, the frequency function is made up of two contributions: cluster and field stars. The tool performs an empirical determination of the frequency functions from the Vector-Point Diagram without relying in any previous assumption about their profiles. Clusterix 2.0 allows to search in an interactive way the appropriate spatial areas until an optimal separation of the two populations is obtained. Several parameters can be adjusted to make the calculation computationally feasible without interfering in the quality of the results. The system offers the possibility to query different catalogues, such as Gaia, or upload the user own data. The results…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
