基于小波神經(jīng)網(wǎng)絡(luò)的高階CAPM實證研究
發(fā)布時間:2018-07-27 16:14
【摘要】:本文在傳統(tǒng)CAPM的基礎(chǔ)上,引入了一個高階的CAPM。借助小波神經(jīng)網(wǎng)絡(luò)在非線性函數(shù)逼近方面的優(yōu)勢,使用上海證券交易所股票數(shù)據(jù)分別對二階至四階CAPM進行了實證分析。最終的研究結(jié)果表明:就上海股市而言,12只大盤股組合已經(jīng)能夠有效分散非系統(tǒng)風險,而12只小盤股不能充分化解非系統(tǒng)風險,存在所謂的"規(guī)模效應";訓練后的網(wǎng)絡(luò)預測顯示,高階CAPM無論是在預測精度還是預測穩(wěn)定性上都要明顯優(yōu)于傳統(tǒng)的CAPM,在一個非系統(tǒng)風險得到充分分散的證券組合中,加入三階矩的CAPM已經(jīng)能夠比較準確地把握風險資產(chǎn)的市場定價。
[Abstract]:In this paper, a high order CAPM is introduced based on the traditional CAPM. Based on the advantage of wavelet neural network in nonlinear function approximation, the stock data of Shanghai Stock Exchange are used to analyze the second-order to fourth-order CAPM. The final research results show that, for Shanghai stock market, 12 large-cap stocks have been able to effectively disperse the non-systematic risk, while 12 small-cap stocks can not fully resolve the non-systematic risk. There is a so-called "scale effect", and the trained network prediction shows that the high order CAPM is superior to the traditional CAPM in both prediction accuracy and prediction stability, and in a portfolio where the non-systematic risk is fully dispersed. CAPM with three-order moment has been able to grasp the market pricing of risk assets more accurately.
【作者單位】: 中南財經(jīng)政法大學金融學院;
【分類號】:F224;F832.51
[Abstract]:In this paper, a high order CAPM is introduced based on the traditional CAPM. Based on the advantage of wavelet neural network in nonlinear function approximation, the stock data of Shanghai Stock Exchange are used to analyze the second-order to fourth-order CAPM. The final research results show that, for Shanghai stock market, 12 large-cap stocks have been able to effectively disperse the non-systematic risk, while 12 small-cap stocks can not fully resolve the non-systematic risk. There is a so-called "scale effect", and the trained network prediction shows that the high order CAPM is superior to the traditional CAPM in both prediction accuracy and prediction stability, and in a portfolio where the non-systematic risk is fully dispersed. CAPM with three-order moment has been able to grasp the market pricing of risk assets more accurately.
【作者單位】: 中南財經(jīng)政法大學金融學院;
【分類號】:F224;F832.51
【參考文獻】
相關(guān)期刊論文 前3條
1 萬欣榮;蔣少戈;朱紅磊;;我國股票收益影響因素的定價模型實證研究[J];金融研究;2005年12期
2 靳云匯,劉霖;中國股票市場CAPM的實證研究[J];金融研究;2001年07期
3 楊p,
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