Reservoir computing and extreme learning machines for non-linear time-series data analysis.
John B. ButcherDavid VerstraetenBenjamin SchrauwenCharles DayPeter HaycockPublished in: Neural Networks (2013)
Keyphrases
- extreme learning machines
- reservoir computing
- data analysis
- recurrent neural networks
- data mining
- data processing
- data collection
- machine learning
- dynamic time warping
- non stationary
- neural network
- highly non linear
- multi aspect
- data visualization
- rough set theory
- high dimensional data
- business intelligence
- information retrieval
- rough sets
- weather forecasting
- multivariate time series
- moving average
- case study
- financial time series
- databases
- multidimensional time series
- intelligent data analysis
- multi variate
- turning points
- artificial neural networks
- information visualization
- sequential data
- data mining tasks
- anomaly detection
- pattern discovery
- big data