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Naive Bayes is a very fast algorithm with accuracy that is adequate for many applications. It does not, however, operate on continuous variables. The Naive portion of the name derives from this algorithm s assumption that every input is independent. For example, the probability of a married person purchasing a bike is computed from how often married and bike buyer appear together in the training data without considering any other columns. The probability of a new case is just the normalized product of the individual probabilities. Several viewers display data from the finished model: Dependency Network: Displays both input and predictable columns as nodes with arrows indicating what predicts what. Move the slider to the bottom to see only the most significant predictions. Click on a node to highlight its relationships. Attribute Profile: Similar in function to the Cluster Profile Viewer, this shows all variables and predictable outcomes in a single matrix. Each cell of the matrix is a graphical representation of that variable s distribution for a given outcome. Click on a cell (chart) to see the full distribution for that outcome/variable combination in the Mining Legend, or hover over a cell for the same information in a tooltip. Attribute Characteristics: This viewer displays the list of characteristics associated with the selected outcome. Attribute Discrimination: Similar to the Characteristics Viewer, but shows which characteristics favor one outcome versus another.
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