- Mak, S. and V. Roshan Joseph. (2018) “Support Points”. Annals of Statistics, 46, 2562-2592. R package: support.
- Mak, S. and V. Roshan Joseph. “Projected Support Points: A New Method for High-Dimensional Data Reduction”. arXiv
- V. Roshan Joseph and Mak, S. (2021). “Supervised Compression of Big Data”. Statistical Analysis and Data Mining: The ASA Data Science Journal, 14, 217-229. R package: supercompress.
- V. Roshan Joseph and Vakayil, A. (2021). “SPlit: An Optimal Method for Data Splitting”. Technometrics, to appear. R package: SPlit.
- Vakayil, A. and V. Roshan Joseph (2021+). “Data Twinning”. arXiv.