Giter Club home page Giter Club logo

currfromnexgen's Projects

axon icon axon

Unrestricted Lua Execution

ddna-forecasting-stock-market icon ddna-forecasting-stock-market

It is a challenge for investors to forecast the option prices, invest in it and earn fruitful profits. The derivative markets such as option market give some flexibility in decision making, however, pricing option poses many challenges due to complexity of pricing models. In this work, I compare and discuss the limitations of the existing option pricing models. Then, I propose a novel Data-Driven Neuro-volatility ARCH (DDNA) model that alleviates the common limitation of assuming constant volatility of underlying asset(s) that allows better forecasts of volatility of the stock prices when compared to the existing models and hence compute better option price(s). I used Monte Carlo (MC) method to compute the option prices with the DDNA volatility forecast computed in the first part. The MC option pricing method requires a large number of simulations for better precision. For this, I implemented my proposed model in parallel on two easily accessible Cloud resources using the MapReduce. The MC strategy being dependent on uncertainties and random numbers is prone to errors, I propose to generate a fuzzified range of option prices instead of a single crisp option value to minimize these errors. The proposed DDNA model for forecasting volatility together with MC option pricing model implemented on MapReduce outperforms the existing option pricing models in terms of efficiency and accuracy. This proposed DDNA model could be used by investors for computing option prices precisely with relative ease, allowing them to value the numerous available option contracts for their investment decisions.

loretta icon loretta

A C# (G)Lua lexer, parser, code analyser, folder and ast-to-code transformer

script-ware icon script-ware

unrestricted script execution by conversion of vanilla proto to roblox proto

stocksharp icon stocksharp

Algorithmic trading and quantitative trading open source platform to develop trading robots (stock markets, forex, crypto, bitcoins and options).

zero icon zero

Zerov2 Lua c and commands

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.