近年來，有很多的文獻研究顯示，新聞、財報、社群媒體所提供的消息和股票市場是習習相關的。美國的公司必需將他們的季報交給美國證券交易委員會，該季報稱為10-Q報告。我們使用美國證券交易委員會所提供的公司季報作為消息來源,該資料來源提供了諸如公司經營策略、風險、財務報表等資訊,能夠影響投資人對公司的看法並因此造成股價的波動。隨著時間的推移，美國證券交易委員會收集了許多的公司的財務資訊在他們的網頁中。如何有效率的使用這些資訊是很重要的事情。我們設計了一個混合系統，使用財報中的管理階層討論與分析(Management discussion and analysis, MD&A)部分來分析管理階層對於公司未來的期望和討論,並結合傳統的基本面分析對未來三個月內的股票價格作出預測。;Recently, many research shows that news, reports, and social media is correlated to the stock market. 10-Q report is the quarterly report which must be submitted to the United States federal Securities and Exchange Commission. We use the 10-Q report offered in SEC’s website as our resource, these data provide such as management strategy, risk, and financial statements which can impact investors’ decision and stock price movement. As time goes on, it is clear that the SEC will gather many financial information about companies. How to use these information efficiently is becoming a significant concern. In this work, we design a hybrid system combine the information in Management discussion and analysis and fundamental analysis to predict stock price movement within 3 months.
