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1 𝚺∗ 21 the gpml matlab toolbox  (MathWorks Inc)


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    MathWorks Inc 1 𝚺∗ 21 the gpml matlab toolbox
    1 𝚺∗ 21 The Gpml Matlab Toolbox, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 96/100, based on 2340 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/1+%F0%9D%9A%BA%E2%88%97+21+the+gpml+matlab+toolbox/Database+Toolbox/10__1016_slash_j__advwatres__2019__103407-121-104-109
    Average 96 stars, based on 2340 article reviews
    1 𝚺∗ 21 the gpml matlab toolbox - by Bioz Stars, 2026-10
    96/100 stars

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    Article Title: A dynamic data-driven method for dealing with model structural error in soil moisture data assimilation
    Article Snippet: .. Since we have the training dataset, the conditional distribution (poserior distribution) of 𝝎 ∗ under given 𝝎 can therefore be derived accordng to Bayesian inference ( Box and Tiao, 2011 ) ∗ | 𝝎 , 𝒁 , 𝒁 ∗ ∼ 𝑁 (𝝎 ∗ , cov ( 𝝎 ∗ )) (19) The posterior mean and covariance are given as follow: 𝝎 ∗ Δ = 𝐸 [ 𝝎 ∗ |𝝎 , 𝒁 , 𝒁 ∗ ] = 𝝁∗ + 𝚺∗ 𝑇 (𝚺 + 𝝈2 ∈𝐈 )−1 ( 𝝎 − 𝝁) (20) ov ( 𝝎 ∗ ) = 𝚺∗∗ − 𝚺∗ 𝑇 ( 𝚺 + 𝝈2 ∈𝐈 )−1 𝚺∗ (21) The GPML MATLAB toolbox (version 4.2) documented in asmussen and Williams (2006) is used for the Gaussian process nference. ( http://www.gaussianprocess.org/gpml/code/matlab/doc/ ). .. Since we have the training dataset, the conditional distribution (poserior distribution) of ω ∗ under given ω can therefore be derived accordng to Bayesian inference ( Box and Tiao, 2011 ) ∗ | ω , Z , Z ∗ ∼ N (ω ∗ , cov ( ω ∗ )) (19) The posterior mean and covariance are given as follow: ω ∗ Δ = E [ ω ∗ |ω , Z , Z ∗ ] = μ∗ + Σ∗ T (Σ + σ2 ∈I )−1 ( ω − μ) (20) ov ( ω ∗ ) = Σ∗∗ − Σ∗ T ( Σ + σ2 ∈I )−1 Σ∗ (21) The GPML MATLAB toolbox (version 4.2) documented in asmussen and Williams (2006) is used for the Gaussian process nference. ( http://www.gaussianprocess.org/gpml/code/matlab/doc/ ).



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    MathWorks Inc 1 𝚺∗ 21 the gpml matlab toolbox
    1 𝚺∗ 21 The Gpml Matlab Toolbox, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 96/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
    https://www.bioz.com/product/1+%F0%9D%9A%BA%E2%88%97+21+the+gpml+matlab+toolbox/Database+Toolbox/10__1016_slash_j__advwatres__2019__103407-121-104-109
    Average 96 stars, based on 1 article reviews
    1 𝚺∗ 21 the gpml matlab toolbox - by Bioz Stars, 2026-10
    96/100 stars
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