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Search Symbol (Half-width) Description of Search Symbols
Space "AND" indicates the intertwining of key terms used in a search
Double Quotation Marks ("") ( " " ) Double quotation marks indicate the beginning and end of a phrase, and the search will only include terms that appear in the same order of those within the quotations. Example: "image process" : " image process "
? Indicates a variable letter. Entering two ? will indicate two variable letters, and so on. Example: "Appl?", search results will yield apple, apply… e , appl y … ( (often used to English word searches) )
* Indicates an unlimited number of variable letters to follow, from 1~n. Example: Enter "appl*", search results will yield apple, apples, apply, applied, application…(often used in English word searches) e , appl es , appl y , appl ied , appl ication … ( (often used to English word searches) )

Boolean logic combinations of key words is a skill used to expand or refine search parameters.
(1) AND (1) AND: Refines search parameters
(2) OR (2) OR: Expands search parameters (3) NOT: Excludes irrelevant parameters


DOI stands for Digital Object Identifier ( D igital O bject I dentifier ) ,
and is the unique identifier for objects on the internet. It can be used to create persistent link and to cite articles.

Using DOI as a persistent link

To create a persistent link, add「」 「 」 before a DOI.
For instance, if the DOI of an article is 10.5297/ser.1201.002 , you can link persistently to the article by entering the following link in your browser: 10.5297/ser.1201.002
The DOI link will always direct you to the most updated article page no matter how the publisher changes the document's position, avoiding errors when engaging in important research.

Cite a document with DOI

When citing references, you should also cite the DOI if the article has one. If your citation guideline does not include DOIs, you may cite the DOI link.

DOIs allow accurate citations, improve academic contents connections, and allow users to gain better experience across different platforms. Currently, there are more than 70 million DOIs registered for academic contents. If you want to understand more about DOI, please visit airiti DOI ) 。



Data Source: Academic Citation Index (ACI)
As Taiwan's largest Citation Index, we currently have on record all Humanities, and Sociology journals that were published in Taiwan. The number of periodicals that are published on a regular basis total around 400 different types. If periodicals that were added to the collection but then halted are counted as well, the number of periodicals total over 500 types. Every year we announce the recorded periodicals' impact factor, etc. to the public, and allow scholars utilize our materials to carry out academic research for free.

Impact Factor: The statistic indicating the average number of times a journal's articles published in the past two years have been cited in the counting year.
Formula: (Number of cites in counting year to articles published in the span of two years ) ÷ (Number of articles published in the span of two years)
Example: The impact factor in 2010 (determined in 2011)
In 2009, Journal A published 15 articles, and these 15 articles were cited 20 times in 2010.
In 2008, Journal A published 16 articles, and these 16 articles were cited 30 times in 2010.
→ →2010's Impact Factor = (20+30) ÷ (15+16) = 1.61 =(20+30)÷(15+16)≒1.61


What is "Preprint"?

In order to provide readers the forefront academic information, after articles are accepted to publish in the journal, we publish them in network before they're printed. Those "on-line first articles" are called the "preprint articles". The preprint articles do not have volume No., page No., publication date, but can be identified by the DOI number. 「 」 Link to the latest version of the article.

How to cite Preprint Articles?

Please use the online publication date and the DOI number of the preprint article to cite the literature.

Cited example (may vary with different formats you cited):

Author name. Article name. Journal name. YYYY/MM/DD online publish in advance.

doi:DOI Number




Chinese/English Abstract :


Times Cited :

Journal of Data Analysis
5-year impact factor (Impact Factor)
2019 Year
  •     Subject
  •     Ranking
    Management 56

Please go to Academic Citation Index to view complete annual metrics of journals.

1819-2343, Bimonthly Periodical,Regular Release

DOI : 10.6338/JDA

Index Collection: : ACI , EconLit

Title Changes List
  • Journal of Data Analysis

    2006 / 02 - 2021 / 12(Regular Release)

All Volumes



中華資料採礦協會 Publishing 』

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张虎(Hu Zhang)黄婧(Jing Huang)

联动性格兰杰因果检验脉冲响应方差分解溢出效应co-movementGranger causality testImpulse response functionVariance decompositionSpillover effect

10.6338/JDA.201104_6(2).0001 DOI

Abstract | Reference(20) Download Download PDF Add to Cart Add to Cart Track Track



吳玫瑩(Mei-Ying Wu)江家麟(Jia-Lin Jiang)

廢電子電機設備指令電子電機設備中危害物質禁用指令綠色供應鏈綠色供應商評選量表Waste Electrical & Electronic EquipmentRestriction of Hazardous SubstancesGreen Supply ChainGreen Supplier Selection Scale

10.6338/JDA.201104_6(2).0002 DOI

Abstract | Reference(65) Download Download PDF Add to Cart Add to Cart Track Track



陳昊(Hao Chen)

GPA演算法學生代理模型效用差異校園福利the algorithm of GPAStudent Agent Modelutility differencewelfare of school

10.6338/JDA.201104_6(2).0003 DOI

Abstract | Reference(9) Download Download PDF Add to Cart Add to Cart Track Track


The Impact of the Return Rates' Volatility of the U.S. and U.K. for the Hong Kong Stock Market Returns: Using the Double Variables Threshold-GARCH Model

許鎦響(Liu-Hsiang Hsu)洪萬吉(Wann-Jyi Horng)許蕙心(Hui-Hsin Hsu)

雙變數門檻-GRACH股價報酬率不對稱效果double variables threshold-GARCHGARCHGJR-GARCHstock price return rateasymmetrical effect

10.6338/JDA.201104_6(2).0004 DOI

Abstract | Reference(18) Download Download PDF Add to Cart Add to Cart Track Track



蘇秀媛(Hsiu-Yuan Su)林其臻(Chi-Chen Lin)謝鑫能(Hsin-Neng Hsieh)

縱向資料線性混合模式生物防治真菌生長抑制率longitudinal datalinear mixed modelbiological control datagrowth inhibition ratio

10.6338/JDA.201104_6(2).0005 DOI

Abstract | Reference(16) Download Download PDF Add to Cart Add to Cart Track Track



陳信宏(Hsin-Hung Chen)李秀玉(Hsiu-Yu Lee)

資料包絡分析法投入因子產出因子選股超額報酬Data envelopment analysisinput factorsoutput factorsstock selectionsuperior return

10.6338/JDA.201104_6(2).0006 DOI

Abstract | Reference(27) | Times Cited(1) Download Download PDF Add to Cart Add to Cart Track Track


Next Generation of Data Mining in Finance

刘敏(Min Liu)

数据挖掘金融下一代Data MiningFinanceNext generation

10.6338/JDA.201104_6(2).0007 DOI

Abstract | Reference(23) Download Download PDF Add to Cart Add to Cart Track Track


The Study on Evaluation Indicator System: The Case of Hospitality Industry

施婷婷(Ting-Ting Shi)吴杰(Jie Wu)宋马林(Ma-Lin Song)

酒店行业指标体系模糊聚类分析非参数检验秩相关系数The hospitalityIndicator systemFuzzy clustering analysisNonparametric testRank correlation coefficient

10.6338/JDA.201104_6(2).0008 DOI

Abstract | Reference(12) Download Download PDF Add to Cart Add to Cart Track Track

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