1 citations · 1 across the 3 of their papers we have counts for
3 papers
On design-unbiased algorithmic Machine Learning
Li-Chun Zhang, Siu-Ming Tam, Luis Sanguiao-Sande +2
Machine Learning (ML) algorithms, such as k-Nearest Neighbours (kNN) or random forest, eschew the ideal of true data models in favour of predictive performance. However, minimising…
A set of R packages to estimate population counts from mobile phone data
Bogdan Oancea, David Salgado, Luis Sanguiao Sande +1
In this paper, we describe the software implementation of the methodological framework designed to incorporate mobile phone data into the current production chain of official stati…
Design-unbiased statistical learning in survey sampling
Luis Sanguiao Sande, Li-Chun Zhang
Design-consistent model-assisted estimation has become the standard practice in survey sampling. However, a general theory is lacking so far, which allows one to incorporate modern…