Toolkit com.ibm.streams.timeseries 5.0.1

Specialized toolkits - release 4.3.1.0-prod20190605 > com.ibm.streams.timeseries 5.0.1

General Information

The operators and functions in the TimeSeries Toolkit condition, analyze, and model time series data.

A time series is a sequence of numerical data that represents the value of an object or multiple objects over time. For example, you can have time series that contain: the monthly electricity usage that is collected from smart meters; daily stock prices and trading volumes; ECG recordings; seismographs; or network performance records. Time series have a temporal order and this temporal order is the foundation of all time series analysis algorithms.

There are three main types of processing that you can perform on time series data in IBM Streams:
  • Data preprocessing involves reading, repairing, and conditioning time series.
  • Data analysis involves investigating the underlying information for the time series. For example, analysis operators calculate statistics and correlations, and decompose and transform time series.
  • Data modeling involves the creation of a model of the time series and the use of that model for prediction or regression.

The toolkit also provides a set of functions that you can see to generate time series for test and validation purposes.

Time series
Developing and running applications that use the TimeSeries Toolkit
Control input port and supported control signals and parameters
Monitor output port
Control input port and supported control signals and parameters for GAMLearner and GAMScorer operators
Monitor output port for GAMLearner and GAMScorer operators
Version
5.0.1
Required Product Version
4.0.0.0

Indexes

Namespaces
Operators
Functions
Types

Namespaces

com.ibm.streams.timeseries
Types
com.ibm.streams.timeseries.analysis
Operators
Functions
Types
com.ibm.streams.timeseries.distance
Functions
com.ibm.streams.timeseries.generators
Operators
Functions
com.ibm.streams.timeseries.modeling
Operators
Types
com.ibm.streams.timeseries.preprocessing
Operators