I lately wrote the following wordy text about non-linear time series
analysis (as part of my university course). I'm new to this field and
with this text I was trying to get an overall overview about the
subject. The text has almost no mathematics but just quick descriptions
of the most interesting non-linear models for time-series.
URL/DOI Link: Non-Linear Time Series Prediction: A Survey