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2.2. Manifold learning — scikit-learn 1.8.0 doc...
as \(L = D^{-\frac{1}{2}} (D - A) D^{-\frac{1}{2}}\) . Partial...is only artificially high. 2.2.1. Introduction # High-dimensional...scikit-learn.org/stable/modules/manifold.html -
ProtobufEncoder (Spring Framework 7.0.1 API)
1 Author: Sebastien Deleuze See...docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/http/codec/protobuf/... -
7.8. Pairwise metrics, Affinities and Kernels —...
for choosing gamma is 1 / num_features S = 1. / (D / np.max(D))...>>> Y = np . array ([[ 1 , 0 ], [ 2 , 1 ]]) >>> pairwise_distances...scikit-learn.org/stable/modules/metrics.html -
Outlier detection on a real data set — scikit-l...
EllipticEnvelope ( support_fraction = 1.0 , contamination = 0.25 ), "Robust...= load_wine ()[ "data" ][:, [ 1 , 2 ]] # two clusters fig , ax...scikit-learn.org/stable/auto_examples/applications/plot_outlier_detection_wine.html -
Imputing missing values with variants of Iterat...
1e-1 , 1e-1 , 1e-2 ) for ( name , impute_estimator..."IterativeImputer" ], axis = 1 , ) # plot california housing...scikit-learn.org/stable/auto_examples/impute/plot_iterative_imputer_variants_comparison.html -
JmxUtils (Spring Framework 7.0.1 API)
Since: 1.2 Author: Rob Harrop, Juergen...docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/jmx/support/JmxUtils... -
Gaussian process classification (GPC) on iris d...
y ) kernel = 1.0 * RBF ([ 1.0 , 1.0 ]) gpc_rbf_anisotropic...() - 1 , X [:, 0 ] . max () + 1 y_min , y_max = X [:, 1 ] . min...scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpc_iris.html -
Lasso on dense and sparse data — scikit-learn 1...
coo_matrix ( X ) alpha = 1 sparse_lasso = Lasso ( alpha =...100 ) : .3f } %" ) alpha = 0.1 sparse_lasso = Lasso ( alpha =...scikit-learn.org/stable/auto_examples/linear_model/plot_lasso_dense_vs_sparse_data.html -
Label Propagation digits: Demonstrating perform...
support 0 1.00 1.00 1.00 27 1 0.82 1.00 0.90 37 2 1.00 0.86 0.92...0.92 28 3 1.00 0.80 0.89 35 4 0.92 1.00 0.96 24 5 0.74 0.94 0.83...scikit-learn.org/stable/auto_examples/semi_supervised/plot_label_propagation_digits.html -
Biclustering documents with the Spectral Co-clu...
Done in 1.56s. V-measure: 0.4415 MiniBatchKMeans......alphalpha, proline, benson bicluster 1 : 1948 documents, 4325 words categories...scikit-learn.org/stable/auto_examples/bicluster/plot_bicluster_newsgroups.html