MicroHD: An Accuracy-Driven Optimization of Hyperdimensional Computing Algorithms for TinyML systems.
Flavio PonzinaTajana RosingPublished in: CoRR (2024)
Keyphrases
- optimization problems
- computational cost
- computational efficiency
- computational demands
- global optimization
- learning algorithm
- optimization procedure
- mathematical models
- management system
- evolutionary algorithm
- computational complexity
- support vector
- data sets
- discrete optimization
- computer vision algorithms
- evolution strategy
- data structure
- significant improvement
- combinatorial optimization
- complex systems
- data driven
- worst case
- distributed systems
- orders of magnitude
- intelligent systems
- theoretical analysis
- optimization process
- exhaustive search
- computer vision
- computationally efficient
- optimization algorithm
- stochastic search
- computational speed
- optimization approaches
- efficient optimization
- run times
- approximately optimal
- error rate