Kardemir Karabuk Iron Steel Industry Trade & Co. Inc. is the 24th largest industrial company in Turkey with three stocks listed in the Borsa Istanbul: KRDMA, KRDMB, and KRDMD. While the only difference be-tween these three stocks is about voting power, prices of these stocks have exhibited significant divergence for a considerable period. In this paper, I examine the divergence patterns between these three stock prices between Jan-2001 and Jul-2023. There is no evidence supporting the efficiency of dual-class stocks as predictors of each other despite a strong coherence between them. Finally, I propose a novel training set selection rule for LSTM models incorporating a rolling training set and demonstrate its significant superiority in predicting future stock prices compared to conventional use of LSTM models employing large training sets.
Dual-class stock long short-term memory stock price prediction wavelet analysis
Birincil Dil | İngilizce |
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Konular | Makine Öğrenme (Diğer), Veri Madenciliği ve Bilgi Keşfi |
Bölüm | Research Articles |
Yazarlar | |
Yayımlanma Tarihi | 28 Haziran 2024 |
Gönderilme Tarihi | 3 Ekim 2023 |
Yayımlandığı Sayı | Yıl 2024 Cilt: 4 Sayı: 1 |
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