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  1. mutual_info_score — scikit-learn 1.7.1 document...

    \sum_{j=1}^{|V|} \frac{|U_i\cap V_j|}{N} \log\frac{N|U_i \cap V_j|}{|U_i||V_j|}\]...and \(|V_j|\) is the number of the samples in cluster \(V_j\) ,...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.mutual_info_score.html
    Fri Aug 29 15:59:15 UTC 2025
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  2. 2.9. Neural network models (unsupervised) — sci...

    \[\begin{split}h_i \bot h_j | \mathbf{v} \\ v_i \bot v_j | \mathbf{h}\end{split}\]...\[E(\mathbf{v}, \mathbf{h}) = -\sum_i \sum_j w_{ij}v_ih_j - \sum_i...
    scikit-learn.org/stable/modules/neural_networks_unsupervised.html
    Fri Aug 29 15:59:15 UTC 2025
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  3. DictVectorizer — scikit-learn 1.7.1 documentation

    on import DictVectorizer >>> v = DictVectorizer ( sparse = False...'foo' : 3 , 'baz' : 1 }] >>> X = v . fit_transform ( D ) >>> X array([[2.,...
    scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.DictVectorizer.html
    Fri Aug 29 15:59:15 UTC 2025
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  4. 2.3. Clustering — scikit-learn 1.7.1 documentation

    Likewise for \(V\) : \[H(V) = - \sum_{j=1}^{|V|}P'(j)\log(P'(j))\]...\frac{|U_i \cap V_j|}{N}\log\left(\frac{N|U_i \cap V_j|}{|U_i||V_j|}\right)\]...
    scikit-learn.org/stable/modules/clustering.html
    Fri Aug 29 15:59:15 UTC 2025
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  5. completeness_score — scikit-learn 1.7.1 documen...

    v_measure_score V-Measure (NMI with arithmetic...Rosenberg and Julia Hirschberg, 2007. V-Measure: A conditional entropy-based...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.completeness_score.html
    Fri Aug 29 15:59:16 UTC 2025
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  6. clustering.rst.txt

    for :math:`V`: .. math:: H(V) = - \sum_{j=1}^{|V|}P'(j)\log(P'(j))...\frac{|U_i \cap V_j|}{N}\log\left(\frac{N|U_i \cap V_j|}{|U_i||V_j|}\right)...
    scikit-learn.org/stable/_sources/modules/clustering.rst.txt
    Fri Aug 29 15:59:15 UTC 2025
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  7. plot_kmeans_digits.rst.txt

    score compl completeness score v-meas V measure ARI adjusted Rand...metrics.completeness_score, metrics.v_measure_score, metrics.adjusted_rand_score,...
    scikit-learn.org/stable/_sources/auto_examples/cluster/plot_kmeans_digits.rst.txt
    Fri Aug 29 15:59:16 UTC 2025
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  8. 1.8. Cross decomposition — scikit-learn 1.7.1 d...

    using the rotation matrix \(V(\Delta^T V)^{-1}\) , accessed via the...to compute \(u_k\) and \(v_k\) , \(v_k\) is never normalized....
    scikit-learn.org/stable/modules/cross_decomposition.html
    Fri Aug 29 15:59:15 UTC 2025
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  9. MiniBatchDictionaryLearning — scikit-learn 1.7....

    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.MiniBatchDictionaryLearning.html
    Fri Aug 29 15:59:16 UTC 2025
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  10. pydata-sphinx-theme.js

    v=i&&n(o,a,">");g||v?m.innerText="an unstable...e/i.test(e.key)&&v():(e.preventDefault(),v())}),!0),document...
    scikit-learn.org/stable/_static/scripts/pydata-sphinx-theme.js
    Fri Aug 29 15:59:15 UTC 2025
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