Graphons: A Nonparametric Method to Model, Estimate, and Design Algorithms for Massive Networks.
Christian BorgsJennifer T. ChayesPublished in: CoRR (2017)
Keyphrases
- theoretical analysis
- computational cost
- statistical model
- hybrid method
- computationally efficient
- mathematical model
- prior knowledge
- network model
- probabilistic model
- modeling method
- objective function
- test data
- classification method
- classification algorithm
- statistical methods
- dynamic programming
- prediction model
- estimation algorithm
- conceptual model
- combinatorial optimization
- bayesian framework
- prior information
- tree structure
- computational complexity
- significant improvement
- cost function
- computational efficiency
- autoregressive
- linear model
- optimization procedure
- method assumes
- linear models
- model free
- recommendation algorithms
- kernel density estimation
- estimation process
- fully connected
- learning algorithm
- image sequences
- bp neural network
- convergence rate
- similarity measure
- input data
- em algorithm
- parameter estimation
- pointwise
- face recognition
- data structure
- sampling algorithm
- density estimation
- clustering method
- design process
- regression model
- energy function
- optimization method
- evaluation method