9 citations · 23 across the 12 of their papers we have counts for
4 papers · 1 filter
The RITAS algorithm: a constructive yield monitor data processing algorithm
Luis Damiano, Jarad Niemi
Yield monitor datasets are known to contain a high percentage of unreliable records. The current tool set is mostly limited to observation cleaning procedures based on heuristic or…
Automatic Dynamic Relevance Determination for Gaussian process regression with high-dimensional functional inputs
Luis Damiano, Margaret Johnson, Joaquim Teixeira +2
In the context of Gaussian process regression with functional inputs, it is common to treat the input as a vector. The parameter space becomes prohibitively complex as the number o…
Specifying Prior Distributions in Reliability Applications
Qinglong Tian, Colin Lewis-Beck, Jarad Niemi +1
Especially when facing reliability data with limited information (e.g., a small number of failures), there are strong motivations for using Bayesian inference methods. These includ…
Valid predictions of random quantities in linear mixed models
Nicholas Syring, Fernando Miguez, Jarad Niemi
In applications of linear mixed-effects models, experimenters often desire uncertainty quantification for random quantities, like predicted treatment effects for unobserved individ…