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  1. 2.7. Novelty and Outlier Detection — scik...

    array ([[ - 1 , - 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [...Inliers are labeled 1, while outliers are labeled -1. The predict method...
    scikit-learn.org/stable/modules/outlier_detection.html
    Mon Dec 22 11:58:31 GMT 2025
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  2. Imputing missing values before building an esti...

    True ) mses_diabetes [ 1 ], stds_diabetes [ 1 ] = get_score ( X_miss_diabetes...mses_california [ 1 ], stds_california [ 1 ] = get_score ( X_miss_california...
    scikit-learn.org/stable/auto_examples/impute/plot_missing_values.html
    Mon Dec 22 11:58:29 GMT 2025
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  3. make_pipeline — scikit-learn 1.8.0 docume...

    scikit-learn 1.1 Release Highlights for scikit-learn 1.1 Release Highlights...scikit-learn 1.0 Release Highlights for scikit-learn 1.0 Release...
    scikit-learn.org/stable/modules/generated/sklearn.pipeline.make_pipeline.html
    Mon Dec 22 11:58:31 GMT 2025
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  4. Outlier detection with Local Outlier Factor (LO...

    n_neighbors ) is typically set 1) greater than the minimum number...ground_truth [ - n_outliers :] = - 1 Fit the model for outlier detection...
    scikit-learn.org/stable/auto_examples/neighbors/plot_lof_outlier_detection.html
    Mon Dec 22 11:58:31 GMT 2025
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  5. DataAccessUtils (Spring Framework 7.0.1 API)

    Since: 1.0.2 Author: Juergen Hoeller Constructor...throws an exception if more than 1 element found. Parameters: results...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/dao/support/DataAcce...
    Fri Feb 01 00:00:00 GMT 1980
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  6. Outlier detection on a real data set — sc...

    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
    Mon Dec 22 11:58:30 GMT 2025
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  7. Segmenting the picture of greek coins in region...

    1.59s Spectral clustering: discretize, 1.46s Spectral...the # actual image. For beta=1, the segmentation is close to...
    scikit-learn.org/stable/auto_examples/cluster/plot_coin_segmentation.html
    Mon Dec 22 11:58:31 GMT 2025
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  8. check_estimator — scikit-learn 1.8.0 docu...

    scikit-learn 1.6 Release Highlights for scikit-learn 1.6 On this...specific category. Added in version 1.6. expected_failed_checks dict,...
    scikit-learn.org/stable/modules/generated/sklearn.utils.estimator_checks.check_estimator.html
    Mon Dec 15 15:02:31 GMT 2025
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  9. StandardJmsActivationSpecFactory (Spring Framew...

    properties as defined by the JMS 1.5 specification (Appendix B);...conventions beyond the plain JMS 1.5 specification. Since: 2.5 Author:...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/jms/listener/endpoin...
    Fri Feb 01 00:00:00 GMT 1980
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  10. WebSocketMessageBrokerConfigurer (Spring Framew...

    1.1 addReturnValueHandle default...(initially an empty list) Since: 4.1.1 configureMessageConv default...
    docs.spring.io/spring-framework/docs/current/javadoc-api/org/springframework/web/socket/config/an...
    Fri Feb 01 00:00:00 GMT 1980
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