SPMC: Socially-Aware Personalized Markov Chains for Sparse Sequential Recommendation.
Chenwei CaiRuining HeJulian J. McAuleyPublished in: CoRR (2017)
Keyphrases
- markov chain
- personalized recommendation
- steady state
- personalized information
- finite state
- transition probabilities
- stationary distribution
- monte carlo
- markov process
- product recommendation
- personalized services
- markov model
- state space
- recommender systems
- monte carlo method
- random walk
- collaborative filtering
- stochastic process
- confidence intervals
- recommendation systems
- user profiles
- probabilistic automata
- transition matrix
- assemble to order systems
- markov processes
- user preferences
- monte carlo simulation
- dynamic programming
- learning algorithm
- machine learning