arXiv Machine Learning
Aug 18

Doubly robust nearest neighbors in factor models

arXiv:2211. 14297v4 Announce Type: replace-cross Abstract: We introduce and analyze an improved variant of nearest neighbors (NN) for estimation with missing data in latent factor models.

By Raaz Dwivedi, Sabina Tomkins, Predrag Klasnja, Susan Murphy, Devavrat Shah
arXiv Machine Learning
3d ago

N$^2$: A Unified Python Package and Test Bench for Nearest Neighbor-Based Matrix Completion

arXiv:2506.04166v3 Announce Type: replace Abstract: Nearest neighbor (NN) methods have re-emerged as competitive tools for matrix completion, offering strong empirical performance and recent theoreti...

By Caleb Chin, Aashish Khubchandani, Harshvardhan Maskara, Kyuseong Choi, Jacob Feitelberg, Albert Gong, Manit Paul, Tathagata Sadhukhan, Dwaipayan Saha, Anish Agarwal, Raaz Dwivedi
arXiv Machine Learning
2d ago

Near-Optimal Nonconvex Matrix Completion

arXiv:2609. 17048v1 Announce Type: cross Abstract: We study nonconvex methods for matrix completion, the problem of recovering a low-rank matrix from a subset of its entries.

By Jian-Feng Cai, Xiliang Lu, Juntao You