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Price Returns Prediction Using R

Price Returns Prediction Using R

作者: Shuailong | 来源:发表于2017-04-27 12:11 被阅读47次

Suit Khanna, Quant Researcher, Algorithmic Trading, Edelweiss Financial Services

financial market

  • Data Processing and Feature Creation

    • Input features created based on Price returns of Nifty Futures

      • inspired by Taylor expansion
      • derivatives of the returns are used as input features
      • (future: Order Book/Index Options/broad market features)
    • Output: 10 classes

  • Model types and Specification

    • A Simple RNN(MLP)
    • LSTM RNN
    • Stateful LSTM RNN
    • Bi-directional LSTM RNN
  • Strategy Model

    • The output of LSTM RNN can be used as input for a trading strategy model

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