Profit from Time Decay in Options Using Deep Learning

One of the most flexible assets in the financial markets is the options, the flexibility makes it possible to create virtually unlimited strategies among different underlying assets, and combinations, contrary to the stock market, where the mechanism to sell or buy is relatively simple, other elements, like time can play against the trader. The derivative market could be overwhelming considering the broad alternatives, with high entry barriers and a steep learning curve. The new traders try to jump these barriers without a plan, hurrying to place trades that follow their emotions, and losing money along the process, as the best alternative to learn from trial and error. This research proposes an options trading framework that can help reduce this gap and profit from time decay.

Authors

Publication Details

Journal
Current Research in Statistics & Mathematics
Published
2025-02-21
DOI
https://doi.org/10.33140/crsm.04.01.03
Primary Topic
Simulation Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Profit from Time Decay in Options Using Deep Learning

Sumit Kumar, Andrés Quintero, Joe Wayne Byers
Current Research in Statistics & Mathematics
Simulation Techniques and Applications
article

Profit from Time Decay in Options Using Deep Learning

Sumit Kumar, Andrés Quintero, Joe Wayne Byers
article en

Abstract

One of the most flexible assets in the financial markets is the options, the flexibility makes it possible to create virtually unlimited strategies among different underlying assets, and combinations, contrary to the stock market, where the mechanism to sell or buy is relatively simple, other elements, like time can play against the trader. The derivative market could be overwhelming considering the broad alternatives, with high entry barriers and a steep learning curve. The new traders try to jump these barriers without a plan, hurrying to place trades that follow their emotions, and losing money along the process, as the best alternative to learn from trial and error. This research proposes an options trading framework that can help reduce this gap and profit from time decay.

Current Research in Statistics & MathematicsVol. 4(1)
Openalex Percentile: Top 94%
Simulation Techniques and Applications
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