Approximate Analytics System over Compressed Time Series with Tight Deterministic Error Guarantees.
Chunbin LinEtienne BoursierYannis PapakonstantinouPublished in: Proc. VLDB Endow. (2020)
Keyphrases
- quality guarantees
- learning analytics
- upper bound
- big data
- lower bound
- data structure
- error rate
- dynamic time warping
- data mining
- wavelet synopses
- error analysis
- case study
- business intelligence
- state space
- multivariate time series
- database systems
- error bounds
- data management
- social media
- neural network
- non stationary
- data compression
- black box
- cloud computing
- learning algorithm
- error detection
- least squares
- exact and approximate
- extreme values
- linear functions
- error metrics
- error minimization
- data analysis