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Download Deep Stock Representation Learning From Candlestick by ['Creativ Pinoy'] in PDF format completely FREE. No registration required, no payment needed. Get instant access to this valuable resource on PDFdrive.to!
About Deep Stock Representation Learning From Candlestick
This document proposes using deep learning to represent stock price histories visually from candlestick charts, similar to how human traders view and interpret price data. Specifically, it uses a Convolutional AutoEncoder (CAE) to learn representations of stocks from candlestick charts as images. Based on these deep learned representations, it clusters stocks into diverse sectors and selects stocks within each cluster based on their Sharpe ratio to construct portfolios. Evaluation on FTSE 100 data shows the proposed portfolio approach outperforms the FTSE 100 index and other well-known funds over a long period.
Detailed Information
| Author: | ['Creativ Pinoy'] |
|---|---|
| Publication Year: | 2018 |
| Pages: | 10 |
| Language: | English |
| Format: | |
| Price: | FREE |
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