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Posted to issues@ignite.apache.org by "Aleksey Zinoviev (JIRA)" <ji...@apache.org> on 2017/11/27 15:41:00 UTC

[jira] [Updated] (IGNITE-7025) Implement different strategies to fill missed data in LabeledDataset during loading from file

     [ https://issues.apache.org/jira/browse/IGNITE-7025?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Aleksey Zinoviev updated IGNITE-7025:
-------------------------------------
    Description: 
For example, it can be four strategies 

public enum FillMissingValueWith {
   
* /**
     * Fill missed value with zero or empty string or default value for categorical features
     */
    ZERO,
    /**
     * Fill missed value with mean on column
     * Requires an additional time to calculate
     */
    MEAN,
    /**
     * Fill missed value with mode on column
     * Requires an additional time to calculate
     */
    MODE,
    /**
     * Deletes observation with missed values
     * Transforms dataset and changes indexing
     */
    DELETE
}


  was:
For example, it can be four strategies 

public enum FillMissingValueWith {
    /**
     * Fill missed value with zero or empty string or default value for categorical features
     */
    ZERO,
    /**
     * Fill missed value with mean on column
     * Requires an additional time to calculate
     */
    MEAN,
    /**
     * Fill missed value with mode on column
     * Requires an additional time to calculate
     */
    MODE,
    /**
     * Deletes observation with missed values
     * Transforms dataset and changes indexing
     */
    DELETE
}



> Implement different strategies to fill missed data in LabeledDataset during loading from file
> ---------------------------------------------------------------------------------------------
>
>                 Key: IGNITE-7025
>                 URL: https://issues.apache.org/jira/browse/IGNITE-7025
>             Project: Ignite
>          Issue Type: Task
>          Components: ml
>            Reporter: Aleksey Zinoviev
>            Assignee: Aleksey Zinoviev
>            Priority: Minor
>
> For example, it can be four strategies 
> public enum FillMissingValueWith {
>    
> * /**
>      * Fill missed value with zero or empty string or default value for categorical features
>      */
>     ZERO,
>     /**
>      * Fill missed value with mean on column
>      * Requires an additional time to calculate
>      */
>     MEAN,
>     /**
>      * Fill missed value with mode on column
>      * Requires an additional time to calculate
>      */
>     MODE,
>     /**
>      * Deletes observation with missed values
>      * Transforms dataset and changes indexing
>      */
>     DELETE
> }



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