Scientific publications

Accepted

2026

• Mukherjee, S., Claassen, M., & Bürkner, P. C. (2026) Hilbert space methods for approximating multi-output latent variable Gaussian processes. Stat Comput 36, 110. Preprint available for free.

2025

• Mukherjee, S., Claassen, M. & Bürkner, PC. (2025) DGP-LVM: Derivative Gaussian process latent variable models. Stat Comput 35, 120. Preprint available for free.

In Review

• Mukherjee, S., Aguilar, J. E., Zago, M., Claassen, M., & Bürkner, P. C. (2025) Latent variable estimation with composite Hilbert space Gaussian processes. arXiv preprint arXiv:2510.25371.

• Bischoff, S., Poličar, P. G., Mukherjee, S., Macke, J. H., Claassen, M., & Schröder, C. (2025). velotest: Statistical assessment of RNA velocity embeddings reveals quality differences for reliable trajectory visualizations. bioRxiv, 2025-10.

Preprint

• Mukherjee S. (2021) Bayesian Analysis of Stochastic Volatility Model using Finite Gaussian Mixtures with Unknown Number of Components. arXiv preprint arXiv:2110.12824.