Gaussian Processes

By Neil D. Lawrence. Encyclopedia of Machine Learning and Data Mining, 2020

319 citations recorded by the source corpus.

Subfields: Surgery

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Continuous analogs of polynomials orthogonal on the unit circle. Krein systems (2009, background): “In the meantime, there are the so-called Krein strings [21], differentiable operators more suitable to deal with stationary processes.”
The Fock Space in the Slice Hyperholomorphic Setting (2014, background): “We refer in particular to the papers [33, 34, 13, 14] and the books [26, 27, 28, 29, 37, 25] for more information on these various aspects.”
Explaining Variational Approximations (2010, unknown): “This approach has received less attention in the Computer Science literature (e.g. Barber & Bishop, 1998; Seeger 2000,2004; Honkela & Valpola 2005; Archambeau, Cornford, Opper & Shawe-Taylor 2007) but, nonetheless, is worthy of discussion.”
On the structure and representations of max-stable processes (2009, background): “p57 in [14]), we call the functions t 7→ φt(i) the discrete principal components of X.”