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sklearn.discriminant_analysis.LinearDiscriminan...
corresponds to sum_k prior_k * C_k where C_k is the covariance matrix...the samples in class k . The C_k are estimated using the (potentially...scikit-learn.org/stable/modules/generated/sklearn.discriminant_analysis.LinearDiscriminantAnalysi... -
4.1. Partial Dependence and Individual Conditio...
\mathbb{E}_{X_C}\left[ f(x_S, X_C) \right]\\ &= \int f(x_S, x_C) p(x_C)...p(x_C) dx_C,\end{split}\] where \(f(x_S, x_C)\) is the response function...scikit-learn.org/stable/modules/partial_dependence.html -
sklearn.neighbors.NearestCentroid — scikit-lear...
The predicted class C for each sample in X is returned....n_features) Test samples. Returns : C ndarray of shape (n_samples,)...scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html -
sklearn.feature_selection.mutual_info_regressio...
C. Ross “Mutual Information between...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_regression.html -
2.9. Neural network models (unsupervised) — sci...
w_{ij}v_ih_j - \sum_i b_iv_i - \sum_j c_jh_j\] In the formula above, \(\mathbf{b}\)...\(\mathbf{b}\) and \(\mathbf{c}\) are the intercept vectors for...scikit-learn.org/stable/modules/neural_networks_unsupervised.html -
sklearn.feature_selection.mutual_info_classif —...
C. Ross “Mutual Information between...scikit-learn.org/stable/modules/generated/sklearn.feature_selection.mutual_info_classif.html -
3.3. Metrics and scoring: quantifying the quali...
uniformly: \[\frac{1}{c(c-1)}\sum_{j=1}^{c}\sum_{k > j}^c (\text{AUC}(j...prevalence: \[\frac{1}{c(c-1)}\sum_{j=1}^{c}\sum_{k > j}^c p(j \cup k)(...scikit-learn.org/stable/modules/model_evaluation.html -
sklearn.decomposition.IncrementalPCA — scikit-l...
Recognition and Machine Learning” by C. Bishop, 12.2.1 p. 574 or htt...Computations, Third Edition, G. Holub and C. Van Loan, Chapter 5, section...scikit-learn.org/stable/modules/generated/sklearn.decomposition.IncrementalPCA.html -
sklearn.utils.Bunch — scikit-learn 1.4.2 docume...
c = 6 >>> b [ 'c' ] 6 Methods clear ()...scikit-learn.org/stable/modules/generated/sklearn.utils.Bunch.html -
sklearn.manifold.locally_linear_embedding — sci...
C. Hessian eigenmaps: Locally linear...scikit-learn.org/stable/modules/generated/sklearn.manifold.locally_linear_embedding.html