Add Feature: Polynomial Algorithm

[summercms]

Enhancement idea

• Add Feature: Polynomial Algorithm.
• Connect to Alerts Modules and add custom alerts, see here: Update Core Algorithm: Add Alerts Module #70
• Connect to warning signals module, see here: Update Core Algorithm: Add Warning Signals Module #267
• Connect to Trading Signals module, see here: Update Core Algorithm: Add Trading Signals Module #269
• Add to Themes, see here: Add Feature: Themes module to core algorithm #194
• Add results to a minor module.
• Merge with Crypto Market Algorithm, see here: Add Feature: Crypto Market Algorithm #71
• Update Doc's.
• Optimize the code to reduce the computation time.

Description

Combines regression and outlier detection methods. It's lower and upper range define a prescribed probability quantile in the normal standard deviation distribution and aims to capture more than 95% of the current price action predicted interval.

Links

https://www.investopedia.com/articles/trading/09/linear-regression-time-price.asp

https://patents.google.com/patent/US20120005064A1/en

https://www.youtube.com/watch?v=Cov_kLatdlc