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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Koochakzadeh, N. Kianmehr, K. Sarraf, A. Alhajj, R. |
| Copyright Year | 2012 |
| Description | Author affiliation: Electr. & Comput. Eng. Dept., Western Univ., London, ON, Canada (Kianmehr, K.) || Comput. Sci. Dept., Univ. of Calgary, Calgary, AB, Canada (Koochakzadeh, N.; Sarraf, A.; Alhajj, R.) |
| Abstract | Making investment decision on various available stocks in the market is a challenging task. Econometric and statistical models, as well as machine learning and data mining techniques, have proposed heuristic based solutions with limited long-range success. In practice, the capabilities and intelligence of financial experts is required to build a managed portfolio of stocks. However, for non-professional investors, it is too complicated to make subjective judgments on available stocks and thus they might be interested to follow an expert's investment decision. For this purpose, it is critical to find an expert with similar investment preferences. In this work, we propose to benefit from the power of Social Network Analysis in this domain. We first build a social network of financial experts based on their publicly available portfolios. This social network is then used for further analysis to recommend an appropriate managed portfolio to non-professional investors based on their behavioral similarities to the expert investors. This approach is evaluated through a case study on real portfolios. The result shows that the proposed portfolio recommendation approach works well in terms of Sharpe ratio as the portfolio performance metric. |
| Sponsorship | IEEE Comput. Soc. |
| Starting Page | 71 |
| Ending Page | 78 |
| File Size | 473821 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781467324977 |
| DOI | 10.1109/ASONAM.2012.22 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-08-26 |
| Publisher Place | Turkey |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Social Network Analysis Social network services Biological system modeling Investments Communities Sharpe Ratio Classification Feature extraction Clustering Stock Market Investment Decision Portfolios Equations |
| Content Type | Text |
| Resource Type | Article |
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