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NLP and the Representation of Data on the Semantic Web: Computer Science & IT Book Chapter

Some of the earliest-used machine learning algorithms, such as decision trees, produced systems of hard if–then rules similar to existing handwritten rules. However, part-of-speech tagging introduced the use of hidden Markov models to natural language processing, and increasingly, research has focused on statistical models, which make soft, probabilistic decisions based on attaching real-valued weights to…

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