Graphons: A Nonparametric Method to Model, Estimate, and Design Algorithms for Massive Networks.

Christian Borgs Jennifer T. Chayes

Published 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