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Akshat111111 / Hedging-of-Financial-Derivatives

This strategy works for every market condition irrespective of the movement
BSD 3-Clause "New" or "Revised" License
72 stars 100 forks source link

💡[FEATURE]: Sentiment Analysis-Driven Trading Strategy #563

Open ashis2004 opened 1 month ago

ashis2004 commented 1 month ago

Is your feature request related to a problem? Please describe. This project uses Genetic Algorithms (GA) to optimize the parameters of a trading strategy that uses sentiment scores as indicators for buying or selling assets.

Describe the solution you'd like

Steps

  1. Collect and preprocess sentiment data from social media or news sources.
  2. Define the parameters for optimization (e.g., sentiment threshold, holding period).
  3. Initialize a population of strategies.
  4. Evaluate the fitness of each strategy based on historical price and sentiment data.
  5. Select the best-performing strategies.
  6. Apply crossover and mutation to generate new strategies.
  7. Repeat the process for a defined number of generations.

Describe alternatives you've considered A clear and concise description of any alternative solutions or features you've considered.

Additional context Add any other context or screenshots about the feature request here.

ashis2004 commented 1 month ago

pls assign it me @Akshat111111 I'm Gssoc'24 contributor