Real-Time Monitoring of High-Dimensional Functional Data Streams via Spatio-Temporal Smooth Sparse Decomposition.
Hao YanKamran PaynabarJianjun ShiPublished in: Technometrics (2018)
Keyphrases
- high dimensional
- real time
- spatio temporal
- data streams
- sparse data
- sliding window
- distributed data streams
- low dimensional
- sensor data streams
- multi dimensional
- additive models
- moving objects
- sensor data
- spatio temporal data
- data acquisition
- variable selection
- streaming data
- high dimensional data
- low cost
- nearest neighbor
- complex event processing
- stream processing
- high dimension
- data sets
- feature space
- sensor networks
- dimensionality reduction
- space time
- similarity search
- high level declarative
- tensor decomposition
- health monitoring
- situational awareness
- limited memory
- real time systems
- monitoring system
- sparse coding
- parameter space
- sparse representation
- human actions
- optical flow
- load shedding
- activity monitoring
- high dimensionality
- image sequences
- feature selection
- spatial and temporal