My first academic publication: a peer-reviewed book chapter on statistical modelling using Gaussian processes. We reviewed several GP models and correlation structures, and methods to handle numerical instabilities due to near-singular matrices. Finally, we reviewed several algorithms developed specifically for analysing big data obtained from computer simulators.
- Harshvardhan, M., & Ranjan, P. (2019). Statistical Modelling and Analysis of the Computer-Simulated Datasets. In B. Gupta, & D. Agrawal (Eds.), Handbook of Research on Cloud Computing and Big Data Applications in IoT (pp. 202-228). Hershey, PA: IGI Global. doi:10.4018/978-1-5225-8407-0.ch011 [arXiv: 2012.11122]