gp

Smooth transforms of Gaussian noise Delta method, error propagation, unscented transform, Taylor expansion, in finite and inifinite dimensional spaces 2014-11-25 – 2022-05-12

SLAM Simultaneous Location and Mapping 2014-11-25 – 2022-04-28

Vecchia factoring of GP likelihoods Ignore some conditioning in the dependencies and attain a sparse cholesky factor for the precision matrix 2022-04-27

Basis-functions in Gaussian process regression a.k.a Fixed Rank Kriging, basis function regression, weight space, spatial random effects 2022-02-22 – 2022-04-21

Posterior Gaussian process samples by updating prior samples Matheron’s other weird trick 2020-12-03 – 2022-04-21

Gaussian process regression And classification. And extensions. 2019-12-03 – 2022-04-07

Bayesian nonparametric statistics Updating more dimensions than datapoints 2016-05-30 – 2022-04-07

Belief propagation 2014-11-25 – 2022-03-31

Gaussian belief propagation Least squares at maximal elaboration 2014-11-25 – 2022-03-28

Simulating Gaussian processes 2022-03-17

Learning Gaussian processes which map functions to functions 2020-12-07 – 2022-02-25

Karhunen-Loève expansions 2019-09-16 – 2022-02-01

Spatial processes and statistics thereof 2011-07-29 – 2022-01-28

Learning on manifolds Finding the lowest bit of a krazy straw, from the inside 2011-10-21 – 2022-01-26

Multi-output Gaussian process regression 2020-12-02 – 2021-11-26

Gaussian Processes as stochastic differential equations Imposing time on things 2019-09-18 – 2021-11-25

t-processes 2021-11-10 – 2021-11-24

Vector Gaussian processses 2020-12-02 – 2021-08-16

Convolutional stochastic processes Moving averages of noise 2021-03-01 – 2021-08-16

Gaussian processes 2016-08-07 – 2021-06-23

Deep Gaussian process regression 2021-05-13

Convolutional Gaussian processes 2021-03-01

Stochastic processes on manifolds 2021-03-01

Efficient factoring of GP likelihoods 2020-10-16 – 2020-10-26

Statistics of spatio-temporal processes 2020-09-11 – 2020-09-11

Defining dynamics via Gaussian processes 2019-09-18