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  1. Clustering text documents using k-means — sciki...

    )) scores [ "V-measure" ] . append ( metrics . v_measure_score...assigned to the same clusters; V-measure, the harmonic mean of...
    scikit-learn.org/stable/auto_examples/text/plot_document_clustering.html
    Fri Jul 11 17:08:39 UTC 2025
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  2. DictionaryLearning — scikit-learn 1.7.0 documen...

    V ^* ) = argmin 0.5 || X - U V || _Fro ^ 2 + alpha...* || U || _1 , 1 ( U , V ) with || V_k || _2 <= 1 for all 0 <=...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.DictionaryLearning.html
    Fri Jul 11 17:08:38 UTC 2025
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  3. Image denoising using dictionary learning — sci...

    ) V = dico . fit ( data ) . components_...)) for i , comp in enumerate ( V [: 100 ]): plt . subplot ( 10...
    scikit-learn.org/stable/auto_examples/decomposition/plot_image_denoising.html
    Fri Jul 11 17:08:39 UTC 2025
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  4. SparsePCA — scikit-learn 1.7.0 documentation

    used if U_init and V_init are not None. V_init ndarray of shape...n_jobs = None , U_init = None , V_init = None , verbose = False...
    scikit-learn.org/stable/modules/generated/sklearn.decomposition.SparsePCA.html
    Fri Jul 11 17:08:39 UTC 2025
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  5. sklearn.metrics — scikit-learn 1.7.0 documentation

    v_measure_score V-measure cluster labeling...points. homogeneity_completeness_v_measure Compute the homogeneity...
    scikit-learn.org/stable/api/sklearn.metrics.html
    Fri Jul 11 17:08:38 UTC 2025
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  6. Gaussian Mixture Model Sine Curve — scikit-lear...

    color_iter )): v , w = linalg . eigh ( covar ) v = 2.0 * np . sqrt...patches . Ellipse ( mean , v [ 0 ], v [ 1 ], angle = 180.0 + angle...
    scikit-learn.org/stable/auto_examples/mixture/plot_gmm_sin.html
    Fri Jul 11 17:08:41 UTC 2025
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  7. A demo of K-Means clustering on the handwritten...

    score compl completeness score v-meas V measure ARI adjusted Rand...completeness_score , metrics . v_measure_score , metrics . adjusted_rand_score...
    scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_digits.html
    Fri Jul 11 17:08:41 UTC 2025
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  8. x.css

    v=4.7.0');src:url('fontawesome-webfont.eot?#iefix&v=4.7.0')...l('fontawesome-webfont.woff2?v=4.7.0') format('woff2'),url('...
    u.xgoo.jp/fa/x.css
    Wed Nov 02 02:07:55 UTC 2016
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  9. 2.2. Manifold learning — scikit-learn 1.7.0 doc...

    V.; & Langford, J.C. Science 290...
    scikit-learn.org/stable/modules/manifold.html
    Fri Jul 11 17:08:38 UTC 2025
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  10. ParameterSampler — scikit-learn 1.7.0 documenta...

    round ( v , 6 )) for ( k , v ) in d . items ()) ......
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.ParameterSampler.html
    Fri Jul 11 17:08:38 UTC 2025
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