Convex Optimization for Big Data: Scalable, randomized, and parallel algorithms for big data analytics.
Volkan CevherStephen BeckerMark SchmidtPublished in: IEEE Signal Process. Mag. (2014)
Keyphrases
- convex optimization
- parallel algorithm
- big data analytics
- big data
- social media
- interior point methods
- total variation
- cloud computing
- data analysis
- commodity hardware
- data processing
- parallel computation
- parallel programming
- data warehousing
- data management
- primal dual
- convex optimization problems
- business intelligence
- shared memory
- knowledge discovery
- decision support
- decision makers
- data sets