Skip to main content Accessibility help
×
Home

Tools for Aggregating, Analyzing and Mining Combinatorial Data

  • Wesley Jones (a1), Changwon Suh (a2), Peter A Graf (a3), Daniel Korytina (a4), Craig Swank (a5) and Christopher Perkins (a6)...

Abstract

We demonstrate how data mining techniques can be applied to complex combinatorial data sets and how data from multiple sources can be aggregated via the developed scientific data management system. An example is shown for the case of aggregated combinatorial data for the study of composition, processing, structure, and property relationships of transparent conducting oxides by applying data mining techniques such as principal component analysis. Data mappings of mined results are shown to effectively enable visualization of data trends, identification of anomalies in Fourier transform infrared spectroscopy patterns, and scientifically interesting libraries and spectral regions.

Copyright

References

Hide All
1 Lewis, A.C., Suh, C., Stukowski, M., Geltmacher, A.B., Rajan, K., and Spanos, G., Scripta Mater. 58, 575 (2008).
2 Sieg, S.C., Suh, C., Schmidt, T., Stukowski, M., Rajan, K., and Maier, W.F., QSAR & Comb. Sci. 26, 528 (2007).
3http://limsfinder.com
4http://matdl.org
5 Perkins, J.D., del, J.A. Cueto, Alleman, J.L., Warmsingh, C., Keyes, B.M., Gedvilas, L.M., Parilla, P.A., To, B., Readey, D.W., and Ginley, D.S., Thin Solid Films 411, 152 (2002).
6 Suh, C., Rajan, K., Vogel, B.M., Narasimhan, B., and Mallapragada, S.K., “Informatics Methods for Combinatorial Materials Science,” Combinatorial Materials Science, ed. Narasimhan, B., Mapllapragada, S.K., and Porter, M.D. (Wiley-Interscience, 2007) pp.109119.
7 Wichern, D. and Johnson, R.A., Applied Multivariate Statistical Analysis, 5th ed. (Prentice-Hall, Englewood Cliffs, 2002).
8 Eriksson, L., Johansson, E., Kettaneh-Wold, N., and Wold, S., Multi- and Megavariate Data Analysis / Principles and Applications (Umetrics Academy, Umetrics AB, Umea, Sweden, 2001).
9 Korytina, D., Graf, P.A., King, R., and Jones, W.B., Proc. 2008 International Conference on Information & Knowledge Engineering. IKE 2008, 111(2008).
10 Kimball, R. and Ross, M., The Data Warehouse Toolkit: The Complete Guide to Dimensional Modeling, 2nd Ed. (John Wiley & Sons, New York, 2002).
11 Perkins, J.D., Teplin, C.W., van Hest, M.F.A.M, Alleman, J.L., Li, X., Dabney, M.S., Keyes, B.M., Gedvilas, L.M., Ginley, D.S., Lin, Y., and Lu, Y., Appl. Surf. Sci. 223, 124 (2004).
12 Ludäscher, B., Altintas, I., Berkley, C., Higgins, D., Jaeger, E., Jones, M., Lee, E.A., Tao, J., and Zhao, Y., Concurr Comp-Pranct E 18, 1039 (2005).
13 Williams, R., Bunn, J., Moore, R., and Pool, J., Eds., Interfaces to Scientific Data Archives, California Institute of Technology, 1 (1998).

Keywords

Tools for Aggregating, Analyzing and Mining Combinatorial Data

  • Wesley Jones (a1), Changwon Suh (a2), Peter A Graf (a3), Daniel Korytina (a4), Craig Swank (a5) and Christopher Perkins (a6)...

Metrics

Full text views

Total number of HTML views: 0
Total number of PDF views: 0 *
Loading metrics...

Abstract views

Total abstract views: 0 *
Loading metrics...

* Views captured on Cambridge Core between <date>. This data will be updated every 24 hours.

Usage data cannot currently be displayed