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Keywords: data mining
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Journal Articles
Article Type: Technical Briefs
J. Mech. Des. May 2022, 144(5): 054501.
Paper No: MD-21-1257
Published Online: December 6, 2021
.... 111406 . 10.1115/1.4037476 data mining feature extraction online data In the manufacturing industry, product launch consists of several tasks, including product design, marketing planning, product development, quality examination, assembly, and production [ 1 ]. It is a cyclic process...
Journal Articles
Article Type: Review Articles
J. Mech. Des. February 2022, 144(2): 020801.
Paper No: MD-21-1173
Published Online: September 9, 2021
... be updated based on the requirements and performance of the downstream analogical tasks. Analogical retrieval, mapping, and evaluation will be conducted based on the distributed representation of design data samples through various data mining techniques. Benchmark datasets are available for researchers...
Journal Articles
Article Type: Research-Article
J. Mech. Des. June 2016, 138(6): 061403.
Paper No: MD-15-1456
Published Online: April 20, 2016
... ]. Therefore, data mining algorithms focused on mining short messages differ from traditional mining algorithms due to their ability to handle online media data containing lower data dimensions and higher variability in language structure. Several researchers have proposed mining messages in online media...
Journal Articles
Article Type: Research Papers
J. Mech. Des. November 2011, 133(11): 111008.
Published Online: November 11, 2011
.... Comput. Inf. Sci. Eng. , 9 ( 4 ), 041004 . 10.1115/1.3243634 4 Tucker , C. S. , and Kim , H. M. , 2008 , “ Optimal Product Portfolio Formulation by Merging Predictive Data Mining With Multilevel Optimization ,” Trans. ASME J. Mech. Des. , 130 , pp. 991 – 1000 . 10.1115/1.2838336...
Journal Articles
Article Type: Research Papers
J. Mech. Des. June 2009, 131(6): 061007.
Published Online: May 19, 2009
... approximation and visual data-mining, and resulted in two major gains regarding computational time and data interpretation. The Kriging model for response surface approximation can markedly reduce the computational time for predictions of robustness. In addition, the use of self-organizing maps as a data-mining...
Journal Articles
Article Type: Research Papers
J. Mech. Des. April 2008, 130(4): 041103.
Published Online: March 20, 2008
...Conrad S. Tucker; Harrison M. Kim This paper addresses two important fundamental areas in product family formulation that have recently begun to receive great attention. First is the incorporation of market demand that we address through a data mining approach where realistic customer preference...
Journal Articles
Article Type: Research Papers
J. Mech. Des. April 2008, 130(4): 041101.
Published Online: February 28, 2008
... decision perspective. It is embedded within a genetic algorithm setup to capture the buried, transient, yet inherent data pattern in the design evolution based on the principles of data mining, which are then used to improve the overall performance and effectiveness of surrogate-model-based design...