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Set better defaults for unit normal case
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@@ -9,8 +9,8 @@ Kullback-Leibler importance estimation procedure (KLIEP). | |
| ## Parameters | ||
| * `σ` - Bandwidth of Gaussian kernel (default to `1.0`) | ||
| * `b` - Maximum number of radial basis functions (default to `20`) | ||
| * `σ` - Bandwidth of Gaussian kernel (default to `2.0`) | ||
| * `b` - Maximum number of radial basis functions (default to `10`) | ||
| ## References | ||
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@@ -22,8 +22,8 @@ Kullback-Leibler importance estimation procedure (KLIEP). | |
| * Júlio Hoffimann ([email protected]) | ||
| """ | ||
| @with_kw struct KLIEP{T} <: DensityRatioEstimator | ||
| σ::T=1.0 | ||
| b::Int=20 | ||
| σ::T=2.0 | ||
| b::Int=10 | ||
| end | ||
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| default_optlib(dre::Type{<:KLIEP}) = OptimLib | ||
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@@ -9,7 +9,7 @@ Kernel Mean Matching (KMM). | |
| ## Parameters | ||
| * `σ` - Bandwidth of Gaussian kernel (default to `1.0`) | ||
| * `σ` - Bandwidth of Gaussian kernel (default to `2.0`) | ||
| * `B` - Maximum discrepancy allowed (default to `Inf`) | ||
| * `ϵ` - Tolerance for unit sum (default to `0.01`) | ||
| * `λ` - Regularization parameter (default to `0.001`) | ||
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@@ -25,7 +25,7 @@ Kernel Mean Matching (KMM). | |
| * Kai Xu ([email protected]) | ||
| """ | ||
| @with_kw struct KMM{T} <: DensityRatioEstimator | ||
| σ::T=1.0 | ||
| σ::T=2.0 | ||
| B::T=Inf | ||
| ϵ::T=0.01 | ||
| λ::T=0.001 | ||
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@@ -51,7 +51,7 @@ function _kmm_consts(x_nu, x_de, dre::KMM{T}) where {T<:AbstractFloat} | |
| Kdede, T(n_de / n_nu) * sum(Kdenu, dims=2) | ||
| end | ||
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| function _densratio(x_nu, x_de, dre::KMM, | ||
| function _densratio(x_nu, x_de, dre::KMM, | ||
| optlib::Type{<:OptimizationLibrary}) | ||
| K, κ = _kmm_consts(x_nu, x_de, dre) | ||
| _kmm_ratios(K, κ, dre, optlib) | ||
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@@ -9,8 +9,8 @@ Least squares importance fitting. | |
| ## Parameters | ||
| * `σ` - Bandwidth of Gaussian kernel (default to `1.0`) | ||
| * `b` - Maximum number of radial basis functions (default to `20`) | ||
| * `σ` - Bandwidth of Gaussian kernel (default to `2.0`) | ||
| * `b` - Maximum number of radial basis functions (default to `10`) | ||
| * `λ` - Regularization parameter (default to `0.001`) | ||
| ## References | ||
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@@ -23,8 +23,8 @@ Importance Estimation | |
| * Júlio Hoffimann ([email protected]) | ||
| """ | ||
| @with_kw struct LSIF{T} <: DensityRatioEstimator | ||
| σ::T=1.0 | ||
| b::Int=20 | ||
| σ::T=2.0 | ||
| b::Int=10 | ||
| λ::T=0.001 | ||
| end | ||
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