Towards Budget-Driven Hardware Optimization for Deep Convolutional Neural Networks using Stochastic Computing.
Zhe LiJi LiAo RenCaiwen DingJeffrey DraperQinru QiuBo YuanYanzhi WangPublished in: CoRR (2018)
Keyphrases
- convolutional neural networks
- stochastic optimization
- low cost
- real time
- stochastic programming
- stochastic search
- global optimization
- jump diffusion process
- hardware and software
- optimization problems
- image processing
- efficient computation
- discrete optimization
- vlsi implementation
- optimization model
- monte carlo sampling
- optimization methods
- monte carlo
- computer systems
- data sets
- combinatorial optimization
- computing power
- learning automata
- optimization method
- hardware design
- dynamic programming
- reinforcement learning
- feature extraction
- genetic algorithm