Using Prolog to make a prediction based on the data in a Relational Database
Day Weather Taken out Umbrella Monday Cloudy Yes Tuesday Sunny No Wednesday Rain Yes Thursday Sunny No
Can Prolog use this data in the database and make a prediction
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Yes- you can train a classifier using a machine learning algorithm.
Algorithms which work well in prolog are ones that make rule models.
For example a decision tree or a rule learner such as ripper.
http://www.amazon.co.uk/Programming-Artificial-Intelligence-International-Computer/dp/0321417461 chapter 18 is a good start. There is a LOT of literature on the subject 😉