Accelerating Bayesian network parameter learning using Hadoop and MapReduce.
Aniruddha BasakIrina BrinsterXianheng MaOle J. MengshoelPublished in: BigMine (2012)
Keyphrases
- parameter learning
- bayesian networks
- mapreduce framework
- cloud computing
- map reduce
- structure learning
- data analytics
- generative model
- statistical learning
- bayesian network learning
- conditional random fields
- maximum likelihood
- graphical models
- em algorithm
- approximate inference
- probabilistic model
- parameter estimation
- probabilistic inference
- expectation maximization
- markov random field
- large scale data sets
- incomplete data
- conditional probabilities
- hidden variables
- distributed systems
- random variables
- machine learning
- higher order
- semi supervised
- reinforcement learning
- computer vision