contextual-bandit | Contextual Bandit is a PIO Kappa Template | Machine Learning library
kandi X-RAY | contextual-bandit Summary
kandi X-RAY | contextual-bandit Summary
The Contextual Bandit is a PIO Kappa Template and so is an online learner. It keeps model up-to-date in real time. As such is gets data from the PIO Kappa Server. From events a model is updated and a predictions are served. Every time there is an input events the model is updated and fresh predictions begin with the next query.
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QUESTION
I am trying to implement the algorithm called LinUCB with disjoint linear models from this paper "A Contextual-Bandit Approach to Personalized News Article Recommendation" http://rob.schapire.net/papers/www10.pdf
This is the algorithm: Algorithm 1 LinUCB with disjoint linear models
I am confused about the features vector Xt,a (I highlighted on the algorithm). Is the feature vector related to information (context) of the article(arm) or the user?
I would appreciate your help. Thank you
...ANSWER
Answered 2018-Jul-13 at 22:53The feature vector x_t,a applies to both the user and the arm.
The vector xt,a summarizes information of both the user ut and arm a, and will be referred to as the context.
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