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RapidMiner5,[object Object],2.9 - Word vector tool and RapidMiner,[object Object]
Word Vector tool,[object Object],The Word & Web Vector Tool is a flexible Java library for statistical language modeling and integration of Web and Webservice based data sources. ,[object Object],It supports the creation of word vector representations of text documents in the vector space model that is the point of departure for many text processing applications .,[object Object]
Installation,[object Object],1.	Download the archive form wvtoolsourceforge website. ,[object Object]
Installation,[object Object],2. Putting it into lib/plugins directory of your,[object Object],RapidMiner installation, example:,[object Object],D:rogram Filesapid-IapidMiner5iblugins,[object Object]
Word Vector tool,[object Object],The aim of the WVTool is to provide a simple to use, simple to extend pure Java library for text and webmining.,[object Object],It can easily be invoked from any Java application. ,[object Object]
Word Vector tool,[object Object],WVTool bridges a gap between highly sophisticated linguistic packages as the GATE system on the one side and many partial solutions that are part of diverse text and information retrieval applications on the other side.,[object Object]
Functions,[object Object]
Word List,[object Object],A word list contains all terms used for vectorization together with some statistics  (e.g. in how many documents a term appears). The word list is needed for vectorization to define which terms are considered as dimensions of the vector space and for weighting purposes.,[object Object]
WVtool functions,[object Object],Input list that tells the system which text documents to process,[object Object],WVTool Function ,[object Object],Inputs,[object Object],A configuration object,,[object Object],that tells the system which methods to use in the individual steps.,[object Object]
Defining the input,[object Object],The input list tells the WVTool which texts should be processed. Every item in the list contains the following information:,[object Object],A URI ,[object Object],The language the document is written in (optional),[object Object],ˆ The type of the document (optional),[object Object],ˆ The character encoding of the document, e.g. UTF-8 (optional),[object Object],ˆ A class label,[object Object]
Using Predefined Word Lists,[object Object],In some cases it is necessary to exactly define the dimensions of the vector space, yet leaving the counting of terms and documents to the WVTool . This can be achieved by calling the word list creation function with a list of String values. ,[object Object]
Text Input,[object Object],The TextInput operator creates an ExampleSet from a collection of texts. The output ExampleSet contains one row for each text document and one column of each term.,[object Object]
Text Classification, Clustering and Visualization,[object Object],For text classification, the class labels (e.g. positive, negative) are defined in the TextInput operator, as described above. Using clustering or dimensionality reduction, there is a possibility to directly visualize text documents from the RapidMiner Visualization panel.,[object Object]
Creating and Maintaining Word Lists,[object Object],Creating an Initial Word List: An initial word list can be created by using the following chain of operators:,[object Object]
Creating and Maintaining Word Lists,[object Object],Applying a Word List:  You can apply a word list in two ways: ,[object Object],To use the actual weights, first create word vectors using the TextInput Operator and then use the AttributeWeightsLoader and AttributesWeightsApplier on the resulting ExampleSet. ,[object Object]
Creating and Maintaining Word Lists,[object Object],Applying a Word List:  You can apply a word list in two ways: ,[object Object],2.  To use the word list only as a selection of relevant terms and leave it to the TextInput to actually weight them, use the AttributeWeightsLoader before. The TextInput will create vectors that contain as dimensions only terms in the word list, that have a weight larger than zero.,[object Object]
Creating and Maintaining Word Lists,[object Object],Updating a Word List :  If you add new documents to your corpus, usually additional terms will be relevant and should be added to the word list. After the InteractiveAttributeWeighting operator pops up, use the load function to load your original word list. ,[object Object]
More Questions?,[object Object],Reach us at support@dataminingtools.net,[object Object],Visit: www.dataminingtools.net,[object Object]

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