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12 Sep 2026

CEFLANN: efficient nonlinear learning for trading signals.

How a functional-link network with no hidden layer can learn nonlinear patterns quickly, and where the approach needs care.

Read the full noteIllustrative article

Technical indicators

  • Moving average
  • MACD
  • Stochastic %K / %D
  • RSI
  • Williams %R
  • Price and volume
  • Open interest

Functional expansion

CEFLANNSingle layer · output weights solved as an extreme learning machine

Trading signal

  • Buy
  • Neutral
  • Sell
Conceptual diagram of the approach. It does not describe a production model or its parameters.

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