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Koutra, Danai
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Phrase mining from massive text and its applications
Liu J., Shang J., Koutra D., Morgan & Claypool Publishers, San Rafael, CA, 2017. 90 pp. Type: Book (978-1-627058-98-8)
The extraction of what the authors call “quality phrases” from text is the topic of discussion in this monograph. To get an idea of what is meant by “quality” for a phrase, consider the three-wor...
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Jan 4 2018
Frequent pattern mining
Aggarwal C., Koutra D., Springer Publishing Company, Incorporated, New York, NY, 2014. 471 pp. Type: Book (978-3-319078-20-5), Reviews: (2 of 2)
The rapidly growing field of data mining has developed a number of distinct techniques. The earliest was cluster analysis, finding items in the database that are similar to one another, soon followed by classification, which developed ...
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Mar 7 2016
Mining strong relevance between heterogeneous entities from unstructured biomedical data
Ji M., He Q., Koutra D., Spangler S. Data Mining and Knowledge Discovery 29(4): 976-998, 2015. Type: Article
There is a trend of recent studies dedicated to homogeneous or heterogeneous typed entities in structured or unstructured biomedical data. This data is easily available in large quantities from various sources; however, it is mostly un...
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Feb 19 2016
Frequent pattern mining
Aggarwal C., Koutra D., Springer Publishing Company, Incorporated, New York, NY, 2014. 471 pp. Type: Book (978-3-319078-20-5), Reviews: (1 of 2)
Data mining is all about collecting useful information and knowledge from volumes of data, which can be in the form of various numbers and facts. Companies that serve thousands of consumers have always needed data mining tools and ther...
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Apr 6 2015
Trustworthiness analysis of sensor data in cyber-physical systems
Tang L., Yu X., Kim S., Gu Q., Koutra D., Leung A., La Porta T. Journal of Computer and System Sciences 79(3): 383-401, 2013. Type: Article
A cyber-physical system (CPS) is the large-scale global integration of distributed sensing systems. With the growing importance of and need for CPS applications, a number of research challenges need to be solved. One such problem invol...
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Jul 31 2013
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