Optimally Compressed Nonparametric Online Learning: Tradeoffs between memory and consistency.
Alec KoppelAmrit Singh BediKetan RajawatBrian M. SadlerPublished in: IEEE Signal Process. Mag. (2020)
Keyphrases
- online learning
- e learning
- compressed data
- higher education
- online course
- data compression
- computer mediated
- bayesian modeling
- distance education
- data driven
- memory requirements
- distance learning
- blended learning
- data structure
- active learning
- memory space
- computing power
- memory usage
- main memory
- computational power
- random access
- global constraints
- design decisions
- memory size
- hierarchical bayesian
- database
- maintaining consistency
- nonparametric regression