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研究生: 陳亮瑋
Liang-Wei Chen
論文名稱: 應用內外盤成交單量與個股日內報酬率之關聯性建構當沖交易策略
Constructing Day Trading Strategy Based on the Relationship Between Buy and Sell Trade Volume and Stock Daily Return
指導教授: 繆維中
Wei-Chung Miao
口試委員: 林昌碩
張琬喻
劉代洋
學位類別: 碩士
Master
系所名稱: 管理學院 - 財務金融研究所
Graduate Institute of Finance
論文出版年: 2022
畢業學年度: 110
語文別: 中文
論文頁數: 46
中文關鍵詞: 大單交易當日沖銷日內交易向量自我迴歸分析
外文關鍵詞: Block Trades, Day Trading, Intraday Trading, Vector Autoregression
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  • 本研究根據每分鐘內外盤成交單量之主力單累計值,設計分時大戶買賣力指標,以向量自我迴歸模型(VAR)分析與股價對數報酬率之關聯性。實證分析結果發現分時大戶買賣力與股價對數報酬率具有雙向Granger因果關係,而分時大戶買賣力對股價對數報酬率的衝擊有2期正向衝擊,並於2期後會逐漸趨於平緩,預測誤差變異數分解結果則顯示分時大戶買賣力未來的不確定性,有78.59%來自股價對數報酬率。
    基於上述結果,以2021年01月04日至2021年12月30日期間之熱門股做為股池,設計以大戶買賣力D值做為進場訊號之當沖交易策略。結果顯示在加入交易成本後,純做空之交易策略勝率56.64%,賺賠比(獲利因子)1.19,累計總報酬達201.39%,表示使用大戶買賣力統計特徵因子所設計而成的大戶買賣力D值指標,可用於優化當沖空方策略的「進場訊號」,以捕捉大戶出場行為。


    Based on the cumulative value of block trading orders per minute in buy and sell trade volume, designing an indicator (Big Shares Bid Ask Power per minute, BSBAP_min), and using vector autoregressive model (VAR) to analyze the correlation between BSBAP_min and the rate of return. The empirical results show that there is a two-way Granger causality between BSBAP_min and the rate of return. Additionally, the result of impulse response function (IRF) of the shock from the rate of return to BSBAP_min is about 2 periods, gradually leveling off after 2 periods. Forecast error variance decomposition (FEVD) results reveal that the future uncertainty of BSBAP_min is composed by rate of return with 78.59%.
    From the above results, we take hot issues from January 4, 2021 to December 30, 2021 as the stock pool and design a day trading strategy as the entry signal, which is based on BSBAP_D indicator. After adding transaction cost, the evidences show that the odds of day trading strategy in short selling is 56.64% and the profit factor is 1.19, cumulating total return to 201.39%. Our BSBAP_D can be used to optimize the "entry signal" of the day trading strategy in short selling to capture the selling behavior of larger shareholders.

    目錄 摘要 I ABSTRACT II 誌謝 III 目錄 IV 圖目錄 1 表目錄 2 第一章 緒論 3 1.1 研究背景與動機 3 1.2 研究目的 6 1.3 研究流程與架構 6 第二章 文獻探討 9 2.1 效率市場假說 9 2.2 大單交易策略相關文獻 10 第三章 研究方法與交易策略回測方法 12 3.1 指標定義 12 3.2 單根檢定(UNIT ROOT TEST) 16 3.3 向量自我迴歸模型 18 3.4 GRANGER 因果關係檢定 20 3.5 衝擊反應函數分析 20 3.6 預測誤差變異數分解 21 3.7 交易策略回測方法 22 第四章 實證分析 27 4.1 變數定義 27 4.2 單根檢定 27 4.3 向量自我迴歸模型 28 4.4 GRANGER因果關係檢定 32 4.5 衝擊反應函數分析 32 4.6 預測誤差變異數分解 33 4.7 交易策略回測結果 34 4.8 策略比較 41 第五章 研究結論與建議 45 5.1 研究結論 45 5.2 研究限制 46 5.3 研究建議 46 參考文獻 47

    中文文獻
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