CODEWITHSUNDEEP
machine-learningnlpartificial-intelligencepredictionn-gram
superuser
superuser

Reputation: 635

Next-Word Prediction Engines - which branch of AI do they belong

Next-word prediction or phrase-prediction engines used in modern keyboards of mobiles and tablets, like swift key & XT9, which predict the next word the user is going to type based on some pre-defined or dynamic corpus, based on n-grams (maximum frequency of last typed 2-3 words plus the current word) based language models (Markov Model).

What I think is that these engines/algos are a part of AI/NLP. But what I am not sure about is what specific branch of AI/NLP they belong to. Is it machine learning ? Is it data science ? Is it big data ? Is it Computing Intelligence ? Is it decision-making ? Is it data-mining ? Or statistical pattern recognition/ predictive analytics/ Supervised learning/ Unsupervised learning ? Or all/many of these or something else ?

Upvotes: 0

Views: 669

Answers (2)

Azam Yahya
Azam Yahya

Reputation: 53

Word prediction techniques are well-established methods in the field of AAC (Augmentative and Alternative Communication) that are frequently used as communication aids for people with disabilities

1) accelerate the writing; 2) reduce the effort needed to type; 3) suggest the correct word (no misspellings)

source: http://medialab.di.unipi.it/web/Language+Intelligence/Prediction.pdf>

Upvotes: 0

Rob Neuhaus
Rob Neuhaus

Reputation: 9290

They tend to be called language models, and I'd say it's a branch of natural language processing.

I'd say that it is machine learning, good models will tend to use big data, and it is a supervised learning problem, though with a much different flavor than typical textbook supervised learning problems.

Upvotes: 7

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