@Article{JCM-39-865, author = {Shi , Zuoqiang and Wang , Bao}, title = {Convergence of the Weighted Nonlocal Laplacian on Random Point Cloud}, journal = {Journal of Computational Mathematics}, year = {2021}, volume = {39}, number = {6}, pages = {865--879}, abstract = {

We analyze the convergence of the weighted nonlocal Laplacian (WNLL) on the high dimensional randomly distributed point cloud. Our analysis reveals the importance of the scaling weight, $\mu \sim |P|/|S|$ with $|P|$ and $|S|$ being the number of entire and labeled data, respectively, in WNLL. The established result gives a theoretical foundation of the WNLL for high dimensional data interpolation.

}, issn = {1991-7139}, doi = {https://doi.org/10.4208/jcm.2104-m2020-0309}, url = {http://global-sci.org/intro/article_detail/jcm/19915.html} }