Data mining: Difference between revisions

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→‎Etymology: used critically by around 1980
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==Etymology==
In the 1960s, statisticians and economists used terms like ''data fishing'' or ''data dredging'' to refer to what they considered the bad practice of analyzing data without an a-priori hypothesis. The term "data mining" was used in a similarly critical way by economist [[Michael Lovell]] in an [article|https://www.jstor.org/stable/1924403?seq=1#page_scan_tab_contents] published in the [[Review of Economic Studies]] 1983 https://www.jstor.org/stable/1924403?seq=1#page_scan_tab_contents. Lovell indicates that the practice "masquerades under a variety of aliases, ranging from "experimentation" (positive) to "fishing" or "snooping" (negative).
 
The term ''data mining'' appeared around 1990 in the database community, generally with positive connotations. For a short time in 1980s, a phrase "database mining"™, was used, but since it was trademarked by HNC, a San Diego-based company, to pitch their Database Mining Workstation;<ref name="Mena">{{cite book |last=Mena |first=Jesús |year=2011 |title=Machine Learning Forensics for Law Enforcement, Security, and Intelligence |location=Boca Raton, FL |publisher=CRC Press (Taylor & Francis Group) |isbn=978-1-4398-6069-4 }}</ref> researchers consequently turned to ''data mining''. Other terms used include ''data archaeology'', ''information harvesting'', ''information discovery'', ''knowledge extraction'', etc. [[Gregory I. Piatetsky-Shapiro|Gregory Piatetsky-Shapiro]] coined the term "knowledge discovery in databases" for the first workshop on the same topic [http://www.kdnuggets.com/meetings/kdd89/ (KDD-1989)] and this term became more popular in [[Artificial intelligence|AI]] and [[machine learning]] community. However, the term data mining became more popular in the business and press communities.<ref>{{cite web |last1=Piatetsky-Shapiro |first1=Gregory |authorlink1=Gregory Piatetsky-Shapiro |last2=Parker |first2=Gary |url=http://www.kdnuggets.com/data_mining_course/x1-intro-to-data-mining-notes.html |title=Lesson: Data Mining, and Knowledge Discovery: An Introduction |publisher=KD Nuggets |year=2011 |work=Introduction to Data Mining |accessdate=30 August 2012 }}</ref> Currently, the terms ''data mining'' and ''knowledge discovery'' are used interchangeably.