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‎docs/2014/analysis-services/TOC.md‎

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####### [Use the Schema Generation Wizard](multidimensional-models/use-the-schema-generation-wizard-analysis-services.md)
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####### [Understanding the Database Schemas](multidimensional-models/understanding-the-database-schemas.md)
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####### [Understanding Incremental Generation](multidimensional-models/understanding-incremental-generation.md)
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####### [Manage Changes to Data Source Views and Data Sources](multidimensional-models/manage-changes-to-data-source-views-and-data-sources.md)
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####### [Manage Changes to Data Source Views and Data Sources](../integration-services/connection-manager/data-sources.md)
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##### [Dimensions](multidimensional-models/dimensions-in-multidimensional-models.md)
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###### [Create a Dimension Using the Dimension Wizard](multidimensional-models/create-a-dimension-using-the-dimension-wizard.md)
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###### [Create a Dimension by Using an Existing Table](multidimensional-models/create-a-dimension-by-using-an-existing-table.md)
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##### [MDX Scripting Fundamentals](multidimensional-models/mdx/mdx-scripting-fundamentals-analysis-services.md)
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###### [The Basic MDX Script](multidimensional-models/mdx/the-basic-mdx-script-mdx.md)
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###### [Managing Scope and Context](multidimensional-models/mdx/managing-scope-and-context-mdx.md)
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###### [Error Handling](multidimensional-models/mdx/error-handling-mdx.md)
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###### [Error Handling](../integration-services/change-data-capture/error-handling.mdx.md)
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###### [Supported MDX](multidimensional-models/mdx/supported-mdx-mdx.md)
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#### [Processing a Multidimensional Solution](multidimensional-models/processing-a-multidimensional-model-analysis-services.md)
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##### [Processing Options and Settings](multidimensional-models/processing-options-and-settings-analysis-services.md)

‎docs/2014/analysis-services/data-mining/data-mining-architecture.md‎

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[Physical Architecture (Analysis Services - Data Mining)](physical-architecture-analysis-services-data-mining.md)
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[Data Mining Services and Data Sources](data-mining-services-and-data-sources.md)
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[Data Mining Services and Data Sources](../../integration-services/connection-manager/data-sources.md)
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[Management of Data Mining Solutions and Objects](management-of-data-mining-solutions-and-objects.md)
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‎docs/2014/analysis-services/data-mining/data-mining-queries.md‎

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You can also query the metadata, statistics, and some content of the model by using Dynamic Management Views (DMVs) that are based on the data mining schema rowsets. These DMVs make it easy to retrieve information about the model by typing SELECT statements; however, you cannot create predictions. For more information about DMVs supported by [!INCLUDE[ssASnoversion](../../includes/ssasnoversion-md.md)], see [Use Dynamic Management Views (DMVs) to Monitor Analysis Services](../instances/use-dynamic-management-views-dmvs-to-monitor-analysis-services.md).
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Finally, you can create data mining queries for use in Integration Services packages, by using the [Data Mining Query Task](../../integration-services/data-mining-query-task.md), or the [Data Mining Query Transformation](../../integration-services/data-mining-query-transformation.md). The control flow task supports multiple types of DMX queries, whereas the data flow transformation supports only queries that work with data in the data flow, meaning queries that use the PREDICTION JOIN syntax.
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Finally, you can create data mining queries for use in Integration Services packages, by using the [Data Mining Query Task](../../integration-services/control-flow/data-mining-query-task.md), or the [Data Mining Query Transformation](../../integration-services/data-flow/transformations/data-mining-query-transformation.md). The control flow task supports multiple types of DMX queries, whereas the data flow transformation supports only queries that work with data in the data flow, meaning queries that use the PREDICTION JOIN syntax.
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## <a name="bkmk_ModelTypes"></a> Queries for Different Model Types
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The algorithm that was used when the model was created greatly influences the type of information that you can get from a data mining query. The reason for the differences is that each algorithm processes the data in a different way, and stores different kinds of patterns. For example, some algorithms create clusters; others create trees. Therefore, you might need to use specialized prediction and query functions, depending on the type of model that you are working with.
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|Use DMX and XMLA query templates provided in Management Studio|[Create a Singleton Prediction Query from a Template](create-a-singleton-prediction-query-from-a-template.md)<br /><br /> [Create a Data Mining Query by Using XMLA](create-a-data-mining-query-by-using-xmla.md)<br /><br /> [Use Analysis Services Templates in SQL Server Management Studio](../instances/use-analysis-services-templates-in-sql-server-management-studio.md)|
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|Learn more about content queries and see examples|[Create a Content Query on a Mining Model](create-a-content-query-on-a-mining-model.md)<br /><br /> [Query the Parameters Used to Create a Mining Model](query-the-parameters-used-to-create-a-mining-model.md)<br /><br /> [Content Queries &#40;Data Mining&#41;](content-queries-data-mining.md)|
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|Set query options and troubleshoot query permissions and problems|[Change the Time-out Value for Data Mining Queries](data-mining-queries.md)|
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|Use the data mining components in Integration Services|[Data Mining Query Task](../../integration-services/data-mining-query-task.md)<br /><br /> [Data Mining Query Transformation](../../integration-services/data-mining-query-transformation.md)|
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|Use the data mining components in Integration Services|[Data Mining Query Task](../../integration-services/control-flow/data-mining-query-task.md)<br /><br /> [Data Mining Query Transformation](../../integration-services/data-flow/transformations/data-mining-query-transformation.md)|
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## See Also
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[Data Mining Algorithms &#40;Analysis Services - Data Mining&#41;](data-mining-algorithms-analysis-services-data-mining.md)

‎docs/2014/analysis-services/data-mining/microsoft-decision-trees-algorithm-technical-reference.md‎

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- Restrict the number of discrete values for any attribute to 10 or less. You might try grouping values in different ways in different models.
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> [!NOTE]
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> You can use the data exploration tools available in [!INCLUDE[ssISCurrent](../../includes/ssiscurrent-md.md)] to visualize the distribution of values in your data and group your values appropriately before beginning data mining. For more information, see [Data Profiling Task and Viewer](../../integration-services/data-profiling-task-and-viewer.md). You can also use the [Data Mining Add-ins for Excel 2007](http://www.microsoft.com/downloads/details.aspx?FamilyID=7C76E8DF-8674-4C3B-A99B-55B17F3C4C51), to explore, group and relabel data in Microsoft Excel.
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> You can use the data exploration tools available in [!INCLUDE[ssISCurrent](../../includes/ssiscurrent-md.md)] to visualize the distribution of values in your data and group your values appropriately before beginning data mining. For more information, see [Data Profiling Task and Viewer](../../integration-services/control-flow/data-profiling-task-and-viewer.md). You can also use the [Data Mining Add-ins for Excel 2007](http://www.microsoft.com/downloads/details.aspx?FamilyID=7C76E8DF-8674-4C3B-A99B-55B17F3C4C51), to explore, group and relabel data in Microsoft Excel.
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## Customizing the Decision Trees Algorithm
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The [!INCLUDE[msCoName](../../includes/msconame-md.md)] Decision Trees algorithm supports parameters that affect the performance and accuracy of the resulting mining model. You can also set modeling flags on the mining model columns or mining structure columns to control the way that data is processed.

‎docs/2014/analysis-services/data-mining/prediction-queries-data-mining.md‎

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- When you create prediction queries using DMX in the Query pane of [!INCLUDE[ssManStudioFull](../../includes/ssmanstudiofull-md.md)], you can use the query output options to save the results to a file, or to the Query Results pane as text or in a grid. For more information, see [Query and Text Editors &#40;SQL Server Management Studio&#41;](../../relational-databases/scripting/query-and-text-editors-sql-server-management-studio.md).
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- When you run a prediction query using the Integration Services components, the tasks provides the ability to write the results to a database by using an available ADO.NET connection manager or OLEDB connection manager. For more information, see [Data Mining Query Task](../../integration-services/data-mining-query-task.md).
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- When you run a prediction query using the Integration Services components, the tasks provides the ability to write the results to a database by using an available ADO.NET connection manager or OLEDB connection manager. For more information, see [Data Mining Query Task](../../integration-services/control-flow/data-mining-query-task.md).
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It is important to understand that the results of a prediction query are not like the results of a query on a relational database, which always returns a single row of related values. Each DMX prediction function that you add to a query returns its own rowset. Therefore, when you make a prediction on a single case, the result might be a predicted value together with several columns of nested tables containing additional detail.
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‎docs/2014/analysis-services/data-mining/related-projects-for-data-mining-solutions.md‎

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**Control Flow Components**
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- [Analysis Services Execute DDL Task](../../integration-services/analysis-services-execute-ddl-task.md)
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- [Analysis Services Execute DDL Task](../../integration-services/control-flow/analysis-services-execute-ddl-task.md)
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- [Analysis Services Processing Task](../../integration-services/analysis-services-processing-task.md)
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- [Analysis Services Processing Task](../../integration-services/control-flow/analysis-services-processing-task.md)
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- [CDC Control Task](../../integration-services/cdc-control-task.md)
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- [CDC Control Task](../../integration-services/control-flow/cdc-control-task.md)
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- [Data Cleansing](../../data-quality-services/data-cleansing.md)
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- [Data Mining Query Task](../../integration-services/data-mining-query-task.md)
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- [Data Mining Query Task](../../integration-services/control-flow/data-mining-query-task.md)
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- [Data Profiling Task](../../integration-services/data-profiling-task.md)
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- [Data Profiling Task](../../integration-services/control-flow/data-profiling-task.md)
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**Data Flow Components**
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- [CDC Flow Components](../../integration-services/cdc-flow-components.md)
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- [CDC Flow Components](../../integration-services/data-flow/cdc-flow-components.md)
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- [Conditional Split Transformation](../../integration-services/conditional-split-transformation.md)
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- [Conditional Split Transformation](../../integration-services/data-flow/transformations/conditional-split-transformation.md)
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- [Data Conversion Transformation](../../integration-services/data-conversion-transformation.md)
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- [Data Conversion Transformation](../../integration-services/data-flow/transformations/data-conversion-transformation.md)
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- [Data Mining Model Training Destination](../../integration-services/data-mining-model-training-destination.md)
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- [Data Mining Model Training Destination](../../integration-services/data-flow/data-mining-model-training-destination.md)
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- [Data Mining Query Transformation](../../integration-services/data-mining-query-transformation.md)
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- [Data Mining Query Transformation](../../integration-services/data-flow/transformations/data-mining-query-transformation.md)
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- [Derived Column Transformation](../../integration-services/derived-column-transformation.md)
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- [Derived Column Transformation](../../integration-services/data-flow/transformations/derived-column-transformation.md)
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- [Percentage Sampling Transformation](../../integration-services/percentage-sampling-transformation.md)
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- [Percentage Sampling Transformation](../../integration-services/data-flow/transformations/percentage-sampling-transformation.md)
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- [Term Extraction Transformation](../../integration-services/term-extraction-transformation.md)
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- [Term Extraction Transformation](../../integration-services/data-flow/transformations/term-extraction-transformation.md)
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- [Term Lookup Transformation](../../integration-services/term-lookup-transformation.md)
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- [Term Lookup Transformation](../../integration-services/data-flow/transformations/lookup-transformation.md)
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## <a name="bkmk_SSRS"></a> SQL Server Reporting Services
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Although [!INCLUDE[ssRSnoversion](../../includes/ssrsnoversion-md.md)] is typically not seen as a critical component of data mining solutions, it provides the following features that are useful for presentation of data mining solutions.

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