Hybrid Random/Deterministic Parallel Algorithms for Convex and Nonconvex Big Data Optimization.
Amir DaneshmandFrancisco FacchineiVyacheslav KungurtsevGesualdo ScutariPublished in: IEEE Trans. Signal Process. (2015)
Keyphrases
- parallel algorithm
- big data
- convex optimization
- optimization problems
- cloud computing
- big data analytics
- data processing
- parallel computation
- social media
- data management
- globally convergent
- data analysis
- parallel implementations
- cluster of workstations
- nonlinear programming
- business intelligence
- vast amounts of data
- knowledge discovery
- shared memory
- convex functions
- unstructured data
- parallel programming
- databases
- information processing
- data sets
- parallel computers
- alternating direction method of multipliers
- quadratic optimization problems
- stationary points
- parallel version
- pc cluster
- data warehousing
- data warehouse
- data science
- processor array
- information systems
- data driven decision making