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Applications of Neural Networks in Options Trading

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What are options?

Why are options important?

An option is a financial derivative giving the buyer the right—but not the obligation—to buy or sell the underlying asset at a specific price on a certain date

  • In the United States alone, the option market is worth 19 billion USD
  • Options can be used for speculation and to hedge risk

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What are neural networks?

  • Neural networks or Artificial neural networks (ANNS) are learning algorithms that are comprised of multiple node layers

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  • They contain one input layer, one or more hidden layers, and an output layer.

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  • Each node, or artificial neuron, connects to another and has an associated weight and threshold.

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  • If the output of any individual node is above the specified threshold value, that node is activated, sending data to the next layer of the network.

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Once these learning algorithms are fine-tuned for accuracy, they are powerful tools in computer science and artificial intelligence, allowing the classification and clustering of data at a high velocity.

Neural networks rely on training data to learn and improve their accuracy over time.

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Already, neural networks have seen wide applications in different industries such as:

  • Healthcare
  • Manufacturing
  • e-comerce
  • and many more.

Implementation of machine learning has shown high success rates.

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Are neural networks better than conventional techniques?

Should neural networks be used in option trading?

How can neural networks be applied?

Sections

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Resources

Resource list

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