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Franck Dernoncourt
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Formulating How to apply neural networks on multi-label classification problems?

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Formulating multi-label classification

Description:

Let the problem domain be document classification where there exists a set of feature vectors, each belonging to 1 or more classes. For example, a document doc_1 might belong to Sports and English categories.

Question:

Using neural network for classification, what would the label be for a feature vector? would it be a vector constituting of all the classes such that 0 value is given to non-relevant classes and 1 for relevant classes? So if the class labels' list is [Sports, News, Action, English, Japanese], then for document doc_1 the label would be [1, 0, 0, 1, 0] ?