High-Performance FPGA-based Accelerator for Bayesian Neural Networks.
Hongxiang FanMartin FeriancMiguel RodriguesHongyu ZhouXinyu NiuWayne LukPublished in: DAC (2021)
Keyphrases
- neural network
- field programmable gate array
- pattern recognition
- application specific
- bayesian learning
- artificial neural networks
- fuzzy logic
- data driven
- compute intensive
- genetic algorithm
- neural nets
- back propagation
- neural network model
- multilayer perceptron
- recurrent neural networks
- multi layer
- posterior probability
- bayesian decision
- hardware implementation
- bayesian networks
- activation function
- multi layer perceptron
- adaptive resonance theory
- scientific computing
- bayesian estimation
- parallel computing
- hardware software partitioning
- parallel implementation
- network architecture
- high efficiency
- fuzzy systems
- posterior distribution
- bayesian inference
- cost effective
- self organizing maps
- fault diagnosis
- maximum likelihood
- general purpose
- decision making