Bag-Of-Words Model In Computer Vision - What are some of the advantages of using the bag of words to extract features?

Several advantages may be gained from the bag of words concept. As a result, machine learning algorithms are better able to interpret unstructured text using its feature representation. A dictionary of unique terms may be formed and word frequencies can be tallied; this dictionary can be useful for text categorization and other activities.