Hi! Could you please tell me where I can get the full list of Time series forecasting methods that Datarobot has?
Best,
Multiple Modeling Methods, for example
● Integrated Models
● Forecast Distance Models
● Trends and Decomposition Models
Traditional, Advanced and Deep Machine Learning Techniques, for example
● ARIMA, ETS, RNN
● XGBoost, elastic-net, etc.
● Linear trends, decompositions, facebook prophet, fourier models
Open Source Models, for example
● Facebook Prophet
● Spark
● Eureqa
DataRobot automatically creates modelling blueprints based on the data, features, and time horizons. Below is a small sample of the thousands blueprints that DataRobot is capable of building automatically based on a time series problem.
● Hierarchical blueprints
● Mean Response per Series blueprints
● Series-scaled ENT blueprints
Time Series Anomaly Detection, for example
● Bollinger Band Anomaly Detection
● Double Median Absolute Deviation Anomaly Detection
● Isolation Forest Anomaly Detection