系統識別號 | U0002-1806202421223900 |
---|---|
DOI | 10.6846/tku202400258 |
論文名稱(中文) | 匯率對台灣進出口及中國與東協國家之股市三篇非線性門檻效果研究 |
論文名稱(英文) | Threshold Effect of Exchange Rate to Import-Export, Stock Market and Macroeconomics Analysis: The Study in Taiwan, China and ASEAN Countries |
第三語言論文名稱 | |
校院名稱 | 淡江大學 |
系所名稱(中文) | 財務金融學系博士班 |
系所名稱(英文) | Department of Banking and Finance |
外國學位學校名稱 | |
外國學位學院名稱 | |
外國學位研究所名稱 | |
學年度 | 112 |
學期 | 2 |
出版年 | 113 |
研究生(中文) | 巫宗勳 |
研究生(英文) | Tsung-Hsun Wu |
學號 | 804530094 |
學位類別 | 博士 |
語言別 | 英文 |
第二語言別 | |
口試日期 | 2024-06-30 |
論文頁數 | 62頁 |
口試委員 |
指導教授
-
聶建中(107780@o365.tku.edu.tw)
口試委員 - 韋伯韜(weipotao@ctbc.edu.tw ) 口試委員 - 唐代彪(dptang@thu.edu.tw) 口試委員 - 林祖嘉(nccut001@nccu.edu.tw) 口試委員 - 林忠山(cryaps@dep.pccu.edu.tw) 口試委員 - 俞明德(mtyu@nycu.edu.tw) 口試委員 - 謝志柔(chsi9094@mail.tku.edu.tw) 口試委員 - 聶建中(107780@o365.tku.edu.tw) |
關鍵字(中) |
匯率 非線性 因果關係 門檻誤差修正模型 縱橫平滑移轉模型 |
關鍵字(英) |
Exchange Rate Asymmetrical Granger-Causality Threshold Error-Correction Model Panel Smooth Transition Regression |
第三語言關鍵字 | |
學科別分類 | |
中文摘要 |
第一篇台灣匯率與進出口之間的非對稱與因果關係探討。本研究旨在討論匯率與進出口之間的雙向關係,本文利用美聯儲提供的新台幣兌美元匯率,並包括了從2011年6月到2021年5月的歷史數據,檢驗了台灣海關的進出口貿易統計金額,以分析動態非線性關係。此外,本研究運用Enders和Granger(1998)、Enders and Siklos (2001)以及Enders and Siklos (2001) 門檻誤差差修正(TECM)方法,結合自回歸模型選擇並全面測試了短期因果關係和長期均衡。研究結果顯示,長期關係表明匯率作為重要指標並分別影響了台灣進口和出口的國際貿易。相比之下,進口和出口對匯率趨勢的影響不存在顯著關係。本研究通過數據分析台灣進出口貿易十年的數據,以證明雙向關係分析的重要性,擴展了誤差修正模型,有效地提供了實證證據。第二篇探討匯率對於中國大陸上海及深圳股市的動態非線性因果關係。延續第一篇的時間序列研究方法,本研究探討人民幣兌美元匯率以及對上海與深圳股市間的雙向非線性因果關係。經由最具解釋利模型選擇進行落後期檢驗與短期長期之門檻值研究。實證中發現人民匯率對上海股市存在領先並在門檻值之下有顯著影響,而匯率對深圳股市一樣在門檻值之下被捕捉到存在長期因果關係。上海與深圳股市相同的是存在拒絕共整合假說與初始落後期變數間的交互影響,以及不顯著的短期因果和非線性關係。不同的是,深圳股市與人民幣匯率在門檻值之下於數列分析中呈現交互影響並顯示長期顯著關係。第三篇研究東協國家 (ASEAN): 印尼、馬來西亞、菲律賓、新加坡、泰國與越南的主要股市與主要經濟變數間的互動關係。本文採用Hansen (1999) 、Gonzalez et al. (2004, 2005) 提出的panel threshold model 與panel smooth transition model 作為研究方法。以各國匯率、CPI、各國十年期公債殖利率及貿易餘額作為主要經濟變數,探討股市波動於門檻值之下及之下的非線性影響。本文利用 AIC、BIC 的比較,選擇出邏輯型模式作為具有解釋力的平滑移轉模型,並於實證中發現在 2014 至 2024 年間主要經濟變數在門檻值之上下互為反向效應呈現。當股市波動度在門檻值之下,匯率與十年期公債殖利率會顯著領先股市而CPI與貿易餘額則是落後效果,但CPI是顯著落後而貿易餘額則不顯著。反之當股市波動度在門檻值之上時,匯率(不顯著)與十年期公債殖利率(顯著)會受東協股市影響而CPI(顯著)與貿易餘額(不顯著)則是會影響東協股市。 |
英文摘要 |
The second chapter explored the asymmetric and causal relationships between the exchange rate and imports-exports in Taiwan. The study used the NTD/USD that provided by the Federal Reserve and historical data from June 2011 to May 2021. It examined the trade statistics from Taiwan Customs to analyze dynamic non-linear relationships. Utilizing the threshold error correction model (TECM) developed by Enders and Granger (1998), Enders and Siklos (2001), and Enders and Siklos (2001), the study combined autoregressive models to comprehensively test short-run causal relationships and long-run equilibrium. Results in the long-term that the exchange rate significantly affected Taiwan’s international trade in imports and exports, while the impacts of imports-exports on exchange rate trends were not significant. This research through ten years of data analysis underscored the importance of bidirectional relationship analysis and extended the error correction model and provided empirical evidence effectively. The third chapter investigated the dynamic non-linear causal relationships between the Renminbi exchange rate (CNY/USD) and the stock market indexes of Shanghai and Shenzhen in China. Building on the time series research methods be leveraged from the second chapter, this study examined the two-way non-linear causal relationships between the exchange rate and the stock markets. The most explanatory models were chosen, for lag period testing and threshold value research to both short-term and long-term effects were followed in procedure. Empirical findings revealed that the exchange rate leaded the Shanghai stock market with significant effects while below the threshold value, and long-term causal relationship was captured between the exchange rate and the Shenzhen stock market at condition below the threshold. Both Shanghai and Shenzhen stock markets shown a rejection of the co-integration hypothesis and interaction effects between initial lagged variables with insignificant short-term causal and non-linear relationships. However, the Shenzhen stock market showed significant long-term interaction effects with the Renminbi exchange rate below the threshold. The fourth chapter studied the interactions between major stock markets and key economic variables in ASEAN countries: Indonesia, Malaysia, the Philippines, Singapore, Thailand, and Vietnam. The research employed panel threshold models and panel smooth transition models proposed by Hansen (1999) and Gonzalez et al. (2004, 2005) as the research methods. Key economic variables included exchange rates, CPI, ten-year government bond yields, and trade balances. The study investigated the non-linear effects of stock market volatility to cover both sides at above and below the threshold value. By comparing AIC and BIC, the study selected logical model as the explanatory smooth transition model. Empirical results from 2014 to 2024 shown bidirectional inversed effects of key economic variables around the threshold value. When stock market volatility is below the threshold, exchange rates and ten-year government bond yields significantly led the stock market, with CPI showing significant lag and trade balances was not significant. Conversely when stock market volatility was above the threshold, exchange rates (insignificant) and ten-year government bond yields (significant) were affected by ASEAN stock markets, while CPI (significant) and trade balances (insignificant) impacted ASEAN stock markets. |
第三語言摘要 | |
論文目次 |
Table of Contents Acknowledgement I Abstract in Chinese II Abstract in English IV Table of Contents VII List of Tables IX List of Figures X Chapter 1 Introduction 1 Chapter 2 Study on the Non-Linear Causal Relationship between Exchange Rate and Import and Export Respectively– Taiwan Evidence 7 2.1 Introduction and literature review 7 2.2 Data 10 2.3 Methodologies and empirical results 11 2.3.1 Threshold autoregressive model 15 2.3.2 Threshold error correction (TECM) Granger-Causality test 16 2.4 Conclusion for this chapter 19 Chapter 3 Asymmetrical Causal Relationships between Exchange Rate and Stock Price in China 21 3.1 Introduction and literature review 21 3.2 Data 23 3.3 Methodologies and empirical results 24 3.3.1 Threshold autoregressive model 25 3.3.2 Threshold error correction (TECM) Granger-Causality test 28 3.4. Conclusion for this chapter 32 Chapter 4 Threshold Effect of Exchange Rate Volatility on ASEAN Stock Markets 34 4.1 Introduction and literature review 34 4.2 Data 36 4.3 Methodologies 39 4.3.1 PSTR model 39 4.3.2 Model specification 40 4.3.2.1 Homogeneity test 41 4.3.2.2 Function of logic and exponent 41 4.3.2.3 Number of threshold value test 42 4.4 Empirical results 43 4.5 Conclusion for this chapter 48 Appendix 50 Chapter 5 Conclusion 54 References 57 List of Tables Table 2.3.1 Model specification in the effect of IM-1. 12 Table 2.3.2 Model specification in the effect of IM-2. 12 Table 2.3.3 Model specification in the effect of EX-1. 13 Table 2.3.4 Model specification in the effect of EX-2. 13 Table 2.3.5 M-TECM estimators in the effect of export and NTD/USD. 17 Table 2.3.6 TECM estimators in the effect of import and NTD/USD. 18 Table 3.3.1 Model specification in the effect of SS-1. 26 Table 3.3.2 Model specification in the effect of SS-2. 27 Table 3.3.3 Model specification in the effect of SZ-1. 28 Table 3.3.4 Model specification in the effect of SZ-2. 28 Table 3.3.5 M-TECM estimators in the effect of SS and CNY/USD. 30 Table 3.3.6 M-TECM estimators in the effect of SZ and CNY/USD. 31 Table 4.4.1 Panel descriptive statistics of macroeconomics variables 43 Table 4.4.2 Homogeneity test for m=1 44 Table 4.4.3 Homogeneity test for m=2 44 Table 4.4.4 Transition model specification 45 Table 4.4.5 Parameter estimation of the Logistic Smooth Transition Regression (LSTR) model 46 Table 4.4.6 Estimation of parameter effects in the Logical Smooth Transition Regression (LSTR) model 47 Table A-1 Descriptive statistics of macroeconomics variables in Indonesia 50 Table A-2 Descriptive statistics of macroeconomics variables in Malaysia 50 Table A-3 Descriptive statistics of macroeconomics variables in Philippine 51 Table A-4 Descriptive statistics of macroeconomics variables in Singapore 51 Table A-5 Descriptive statistics of macroeconomics variables in Thailand 52 Table A-6 Descriptive statistics of macroeconomics variables in Vietnam 53 List of Figures Figure 2.2.1 Taiwan import-export and exchange rate historical data from 2011 to 2021 10 Figure 3.2.1 Trend Series in exchange rate of CNY/USD, SZSE and SSEC from 2004 to 2024 23 Figure 4.2.1 Trend series in exchange rate volatility and JKSE. 37 Figure 4.2.2 Trend series in exchange rate volatility and KLSE. 37 Figure 4.2.3 Trend series in exchange rate volatility and PSI. 37 Figure 4.2.4 Trend series in exchange rate volatility and STI. 38 Figure 4.2.5 Trend series in exchange rate volatility and SETI. 38 Figure 4.2.6 Trend series in exchange rate volatility and VNI. 38 |
參考文獻 |
References Adedeji, Daniel Gbadebo. 2023. Does Exchange Rates Swings Affect Trade? Evidence from an Emerging Open Economy. International Journal of Economics and Financial Issues. 13 (1), 132-143. Adegboye, Adesola; Kampouridis, Michael; Otero, Fernando. 2023. Algorithmic Trading with Directional Changes. The Artificial Intelligence Review. 56 (6), 5619- 5644. Alzyoud, Hussein; Wang, Eric Zengxiang; Basso, Michael Glenn. 2018. Dynamics of Canadian Oil Price and its Impact on Exchange Rate and Stock Market. International Journal of Energy Economics and Policy. 8 (3), 107-114. Amiti, Mary; Itskhoki, Oleg; Konings, Jozef. 2014. Importers, Exporters, and Exchange Rate Disconnect. The American Economic Review. 104 (7), 1942-1978. Bedin, Andrey Feliksovich; Kulikov, Alexander Vladimirovich; Polbin, Andrey Vladimirovich. 2021. A Markov Switching VECM Model for Russian Real GDP, Real Exchange Rate and Oil Prices, International Journal of Energy Economics and Policy. 11 (2), 402-412. Bahmani, Mohsen; Harvey, Hanafiah; Hegerty, Scott W.. 2013. Empirical tests of the Marshall-Lerner condition: a literature review. Journal of Economic studies. 40 (3), 411-443. Bahmani-Oskooee, Mohsen; Saha, Sujata. 2015. On the Relation Between Stock Prices and Exchange Rates: A Review Article. Journal of Economic Studies. 42 (4), 707-732. Banda, Handson; Ngirande, Hlanganipai; Fortune Hogwe. 2016. The Impact of Economic Growth on Unemployment in South Africa: 1994-2012. Investment Management & Financial Innovations; 13 (2), 46-255. Bastos, Paulo; Silva, Joana; Verhoogen, Eric. 2018. Export Destinations and Input Prices. The American Economic Review. 108 (2), 353-392. Bergin, Paul; Feng, Ling; Lin, Ching-Yi. 2018. Financial Frictions and Trade Dynamics. IMF Economic Review. 66 (3), 480-526. Broni, Mohammed Yaw; Hosen, Mosharrof; Saiti, Buerhan. 2018. The Causality Between Stock Market and Banking Sector: Evidence from Dual Banking System. International Journal of Business and Society. 19 (3), 596-615. Chan, Tze-Haw; Puah, Chin-Hong; Wong, Shirly Siew-Ling. 2019. Exchange Rates, Monetary Aggregates, Industrial Production and Shock Adjustments in Malaysia after the Capital Control. International Journal of Business and Society. 20 (1), 95-110. Chakrabarti, Arijit, Ghosh, Jayanta K. 2011. AIC, BIC and Recent Advances in Model Selection. Philosophy of Statistics. (7), 583-605. Do, Thi My Huong. 2019. Real Exchange Rate and Economic Growth: An Empirical Assessment for Vietnam. Asian Economic and Financial Review. 9 (6), 680-690. Emara, Noha. 2023. Asymmetric and Threshold Effects of FinTech on Poverty in SSA Countries. Journal of Economic Studies. 50 (5), 921-946. Enders, Walter; Granger, C.W.J.. 1998. Unit-Root Tests and Asymmetric Adjustment with-An Example Using the Term Structure of Interest Rates. Journal of Business Economics & Statistics. 16 (3), 304-311. Enders, Walter; Siklos, Pierre L. 2001. Cointegration and Threshold Adjustment. Journal of Business Economics & Statistics. 19 (2), 166-176. Enders, Walter; Falk, Barry. 1998. Threshold-Autoregressive, Median-Unbiased, and Cointegration Tests of Purchasing Power Parity. International Journal of Forecasting. 14 (2), 171-186. Enders, Walter; Hurn, Stan. 1994. Theory and Tests of Generalized of Purchasing-Power Parity: Common Trends and Real Exchange Rates in the Pacific Rim. Review of International Economics. 2 (2), 179-190. Engle, Robert F.; Granger, W.J.. 1987. Co-Integration and Error Correction: Representation, Estimation, and Testing. Econometrica. 55 (2), 251-276. Enow, Samuel Tabot. 2023. Stock Market Liquidity during Periods of Distress and its Implications: Evidence from International Financial Markets. International Journal of Economics and Financial Issues. 13 (1), 1-6. Furceri, Davide; Ostry, Jonathan D.; Papageorgiou, Chris; Wibaux, Pauline. 2023. Retaliation Through Temporary Trade Barriers. International Monetary Fund. WP (99), 2-45. Getaneh, Mihret Ayele. 2019. Does Real Exchange Rate Devaluation Improve the Current Account Balance of Highly Indebted Low Income Countries? African Journal of Economic and Management Studies. 10 (2), 212-225. Gevorkyan, Aleksandr V. 2017. The Foreign Exchange Regime in A Small Open Economy: Armenia and beyond. Journal of Economic Studies. 44 (5), 781-800. Gonzalez, Andreas; Terasvirta, Timo; Dijik, Dick van. 2005. Panel Smooth Transition Regression Models. Quantitative Finance Research Center. Research Paper 165-212. Hansen, Bruce E.. 1999. Threshold Effects in Non-Dynamic Panels: Estimation, Testing, and Inference. Journal of Econometrics. 93 (2), 345-368. Ho, Tsung-Wu; Nieh, Chien-Chung. 2002. Crowing-in or Crowing-out? Analyzing Government Investment in Taiwan. Asia Pacific Journal of Economic & Business. 6 (2), 74-100. Joshi, Pooja; Giri, A K. 2015. Dynamic Relations between Macroeconomic Variables and Indian Stock Price: An Application of ARDL Bounds Testing Approach. Asian Economic and Financial Review. 5 (10), 1119-1133. Kocoglu, Mustafa; Kyophilavong, Phouphet; Awan, Ashar; Lim, So Young. 2023. Time-Varying Causality Between Oil Price and Exchange Rate in Five ASEAN Economies. Economic Change and Restructuring. 56 (2), 1007-1031. Kong, Dongmin; Liu, Jia; Wang, Yanan; Zhu, Ling. 2024. Employee Stock Ownership Plans and Corporate Environmental Engagement. Journal of Business Ethics. 189 (1), 177-199 Lewis, Logan T. 2017. How Important Are Trade Prices for Trade Flows? IMF Economic Review. 65 (3), 471-497. Lezar, Mohammed Amine. 2023. Real Exchange Rate of Moroccan Currency: Appreciated or Depreciated? International Journal of Economics and Financial Issues. 13 (1), 89-101. Liu, Yurou; Liu, Jinyang. 2024. Social Integrity and Stock Price Crash Risk. Journal of Business Ethics. 190 (3), 703-721. Lyu, Yanwei; Wang, Zuo; Zhang, Jinning. 2023. Does Capital Market Opening Promote Enterprise Green Innovation? Evidence from Shanghai-Hong Kong Stock Connect and Shenzhen-Hong Kong Stock Connect. Technological and Economic Development of Economy. 29 (5), 1432-1460. Ma, Jinwang; Feng, Jingran; Chen, Jun; Zhang, Jianing. 2024. Volatility Spillover from Carbon Prices to Stock Prices: Evidence from China’s Carbon Emission Trading Markets. Journal of Risk and Financial Management. 17 (3), 123-147. Maiti, Moinak; Kayal, Parthajit. 2023. Asymmetric Information Flow between Exchange Rate, Oil, and Gold: New Evidence from Transfer Entropy Approach. Journal of Risk and Financial Management. 16 (1), 2-16. Nieh, Chien-Chung. 2002. The Effect of the Asian Financial Crisis on the Relationships Among Open Macroeconomic Factors for Asian Countries. Applied Economics. 4 (10), 491-502. Nieh, Chien-Chung; Lee, Cheng-Few. 2001. Dynamic Relationship Between Stock Prices and Exchange Rates for G-7 Countries, Quarterly Review of Economics and Finance. 41 (4), 477-490. Nieh, Chien-Chung; Yao, Hsueh-Chu. 2013. Threshold Effects in the Capital Asset Pricing Model Using Panel Smooth Transition Regression (PSTR) Evidence from Net Oil Export and Import Groups. Advances in Management & Applied Economics. 3 (3), 179-192. Nieh, Chien-Chung; Yao, Hsueh-Chu. 2017. The Effect of Exchange Rate Volatility of Stock Return in Taiwan Around Abemonics. Asian Economic and Financial Review. 7 (4), 368-380. Nhung, Nguyễn Thị; Ngan, Nguyen Nhu; Tran Thi Hong; Nguyen, Dinh Cuong. 2020. Hedging with Commodity Futures: Evidence from the Coffee Market in Vietnam. Investment Management & Financial Innovations. 17 (4), 61-75. Nittayakamolphun, Pitipat; Bejranandac, Thanchanok; Pholkerd, Panjamapon. 2024. Asymmetric Effects of Uncertainty and Commodity Markets on Sustainable Stock in Seven Emerging Markets. Journal of Risk and Financial Management. 17 (4), 155-172. Nonelelo, Vuba; Thobekile, Qabhobho. 2024. The Risk Transfer among Exchange Rates, Energy Commodities, and Agricultural Commodity Prices in SADC Countries. International Journal of Energy Economics and Policy. 14 (2), 287-298. Rahman, Matiur; Banerjee, Prashanta K. 2017. Effects of Changes in Foreign Exchange Reserves and Real Effective Exchange Rate on Industrial Output Growths in Bangladesh. Asian Economic and Financial Review. 7 (12), 1144-1152. Siokis, Fotios M.. 2024. Empirical Distribution of the U.S. Housing Market during the Great Recession: Nonlinear Scaling Behavior after a Major Crash. Journal of Risk and Financial Management. 17 (3), 130-139. Sokhanvar, Amin; Lee, Chien-Chiang. 2023. How Do Energy Price Hikes Affect Exchange Rates During the War in Ukraine? Empirical Economics. 64 (5), 2151-2164. Su, Kun; Zhou, Ziting. 2023. Do Corporate Social Responsibility Reduce Crash Risk of Stock Price: Evidence from China. Chinese Management Studies. 17 (2), 251-273. Umoru, David; Oseme, Adaobi S. 2013. Trade Flows and Exchange Rate Shocks in Nigeria: An Empirical Result. Asian Economic and Financial Review. 3 (7), 948-977. Usman, Khalid. 2023. The Linkages Between Trade, Financial Openness, and Economic Growth in China: an ARDL-Bound Test Approach. Journal of Applied Economics. 26 (1), 1-23. Veerasingam, Nitiyatharishini; Teoh, Ai Ping. 2023. Modeling Cryptocurrency Investment Decision: Evidence from Islamic Emerging Market. Journal of Islamic Marketing. 14 (7), 1817-1835. Verlaine, Dongho Wamba Tejio Willi; Phungeh, Dinah Gembom; Marcel, Takoulac Kamta. 2024. Business and Economics Research Journal. 15 (1), 19-32. Wang, Yongqing. 2023. Asymmetric long-run effect of exchange rate on bilateral trade balance between USA and China. Journal of Chinese Economic and Foreign Trade Studies. 16 (2), 85-98. Wong, Chee-Yie; Lee, Hui-Shan; Chong, Shyue-Chuan. 2020. The Impacts of Bilateral Trade and Foreign Direct Investment on Malaysia’s Economic Growth: The Role of Singapore. International Journal of Business and Society. 21 (1), 419-432. Wang, Ke-Liang; Sun, Ting-Ting; Xu, Ru-Yu. 2023. The Impact of Artificial Intelligence on Total Factor Productivity: Empirical Evidence from China’s Manufacturing Enterprises. Economic Change and Restructuring. 56 (2), 1113-1146. Xie, Wanying; Tang, Yuzhu; Xu, Zeshui; Zhang, Xu; Lai, Dengling. 2023. The Impact of the Infodemic on the Stock Market Under the COVID-19: Taking the Investors’ Information Infection Index as the Intermediary Variable. Technological and Economic Development of Economy. 29 (2), 653-676. Yadav, Miklesh; Mishra, Nandita; Ashok, Shruti. 2023. Dynamic Connectedness of Green Bond with Financial Markets of European Countries Under OECD Economies. Economic Change and Restructuring. 56 (1), 609-631. Yang, Ya-ru; Han, Xiao-lin; Wang, Xin; Yu, Jing-yi. 2023. Research on Executive Equity Incentives and Corporate Innovation Performance: the Role of Corporate Social Responsibility. Chinese Management Studies. 17 (5), 1014-1030. Yau, Hwey-Yun; Nieh, Chien-Chung. 2006. Interrelationships among stock prices of Taiwan and Japan and NTD/Yen exchange rate, Journal of Asian Economics. 17 (3), 535-552. Yu, Poshan; Xu, Haoran; Chen, Jianing. 2024. Double Asymmetric Impacts, Dynamic Correlations, and Risk Management Amidst Market Risks: A Comparative Study between the US and China. Journal of Risk and Financial Management. 17 (3), 99-124. Yu, Ying; Peng, Chuqi; Zakaria, Muhammad; Mahmood, Hamid; Khalid, Samia. 2023. Nonlinear Effects of Crude Oil Dependency on Food Prices in China: Evidence from Quantile-on-Quantile Approach. Journal of Business Economics and Management. 24 (4), 696-711. Zhao, Mingguo; Park, Hail. 2024. Bidirectional Risk Spillovers between Chinese and Asian Stock Markets: A Dynamic Copula-EVT-CoVaR Approach. Journal of Risk and Financial Management. 17 (3), 110-128. Zhou, Siwen. 2021. Exploring the Driving Forces of the Bitcoin Currency Exchange Rate Dynamics: an EGARCH Approach. Empirical Economics. 60 (2), 557- 606. |
論文全文使用權限 |
如有問題,歡迎洽詢!
圖書館數位資訊組 (02)2621-5656 轉 2487 或 來信