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Swarm Intelligence

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shubham1306

The document proposes developing an artificial intelligence-based stock trading system using particle swarm optimization. It finds that using 30 neural networks with a 100-day moving time interval to select the top 3 stock picks daily based on the highest recommendations produces the most stable and profitable results. The system uses swarm intelligence to search for the globally best-performing neural network each day to make trading decisions.

BusinessEconomy & Finance
1 of 20
Introduction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What Is Artificial Intelligence?? ,[object Object],[object Object],[object Object]
Applications Of Artificial Intelligence!! ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Swarm Intelligence ,[object Object],[object Object],[object Object]
Properties Of Swarm Intelligence System ,[object Object],[object Object],[object Object],[object Object],[object Object]
Applications Of Swarm Intelligence ,[object Object],[object Object]
Example Algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why PSO was chosen?? ,[object Object],[object Object],[object Object],[object Object]
Stock Trading System ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Stock Trader V/s Stock investor ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Expenses,Cost And Risks ,[object Object],[object Object],[object Object],[object Object]
Artificial Neural Networks ,[object Object],[object Object],[object Object],[object Object]
What is the need for developing a Trading system?? ,[object Object],[object Object],[object Object]
Trading system architecture ,[object Object],[object Object],[object Object],[object Object]
How PSO Will Help?? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Experimental Investigations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Selection of Moving Time Interval and Neural Networks ,[object Object],[object Object],[object Object],[object Object]
Selection Of Moving Time Interval And Neural Networks ,[object Object],[object Object],[object Object],[object Object]
Continued.. ,[object Object],[object Object],[object Object],[object Object]
Conclusion And future work ,[object Object],[object Object],[object Object],[object Object]

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Swarm Intelligence

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Editor's Notes

  1. Here we will use the Particle Swarm Optimization (PSO) algorithm is applied in order to select the "global best" ANNs for the future investment decisions and to adapt the weights of other networks towards the weights of the best network.