Tandem Inference: An Out-of-Core Streaming Algorithm for Very Large-Scale Relational Inference.
Sriram SrinivasanEriq AugustineLise GetoorPublished in: AAAI (2020)
Keyphrases
- learning algorithm
- computational complexity
- cost function
- np hard
- inference mechanism
- loopy belief propagation
- times faster
- detection algorithm
- optimization algorithm
- theoretical analysis
- inference process
- computational cost
- experimental evaluation
- dynamic programming
- k means
- optimal solution
- preprocessing
- bayesian networks
- worst case
- high accuracy
- expectation maximization
- objective function
- matching algorithm
- recognition algorithm
- markov random field
- single pass
- probabilistic inference
- classification algorithm
- em algorithm
- linear programming
- probabilistic model
- decision trees