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regimes and stock prices. In this paper, we introduce the application ofHMMin trading stocks (with S&P 500 index being an … example) based on the stock price predictions. The procedure starts by using four criteria, including the Akaike information … determine an optimal number of states for the HMM. The selected four-state HMM is then used to predict monthly closing prices of …
Persistent link: https://www.econbiz.de/10011883487
, based on their historical data. We first use the Akaike information criterion (AIC) and Bayesian information criterion (BIC … single observation data and multiple observation data. Finally, we use the predictions as signals for trading these stocks … the Hidden Markov Model, (HMM), to predict a daily stock price of three active trading stocks: Apple, Google, and Facebook …
Persistent link: https://www.econbiz.de/10011996557
financial market predictions. In this paper, we use HMM for stock selection. We first use HMM to make monthly regime predictions …
Persistent link: https://www.econbiz.de/10011402656
Hidden Markov model (HMM) is a powerful machine-learning method for data regime detection, especially time series data. In this paper, we establish a multi-step procedure for using HMM to select stocks from the global stock market. First, the five important factors of a stock are identified and...
Persistent link: https://www.econbiz.de/10012422925
regimes and stock prices. In this paper, we introduce the application ofHMMin trading stocks (with S&P 500 index being an … example) based on the stock price predictions. The procedure starts by using four criteria, including the Akaike information … determine an optimal number of states for the HMM. The selected four-state HMM is then used to predict monthly closing prices of …
Persistent link: https://www.econbiz.de/10011996122
Persistent link: https://www.econbiz.de/10014494726
This paper examines the main drawbacks of technical analysis. Although this is widely used by practitioners, from an academic perspective it can only be seen as a form of "voodoo finance". In particular, it runs into the following pitfalls: Subjectivity; Doubtful assumptions; Unjustified...
Persistent link: https://www.econbiz.de/10013489574
The empirical literature of stock market predictability mainly suffers from model uncertainty and parameter instability. To meet this challenge, we propose a novel approach that combines the documented merits of diffusion indices, regime-switching models, and forecast combination to predict the...
Persistent link: https://www.econbiz.de/10012180543
Persistent link: https://www.econbiz.de/10001338173
Persistent link: https://www.econbiz.de/10012171498