Toward automated prediction of manufacturing productivity based on feature selection using topological data analysis

2016 IEEE International Symposium on Assembly and Manufacturing, ISAM 2016

Volumn , Issue , 2016, Pages 31-36

  Guo, Wei ^a   Banerjee, Ashis G ^b  

^a UNIVERSITY OF WASHINGTON   (United States)

^b University of Washington   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CHEMICAL INDUSTRY; CLUSTERING ALGORITHMS; COST EFFECTIVENESS; FEATURE EXTRACTION; FORECASTING; INFORMATION ANALYSIS; MANUFACTURE; PROCESS MONITORING; TOPOLOGY;

CHEMICAL PROCESSING; HIGH DIMENSIONAL DATA; PREDICTION ACCURACY; PREDICTION MODEL; PROCESS MONITORING AND CONTROL; PROCESS VARIABLES; TOPOLOGICAL DATA ANALYSIS; TOPOLOGICAL NETWORKS;

DATA HANDLING;

EID: 85007210019     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISAM.2016.7750716     Document Type: Conference Paper

References (13)

1. J. Tlusty, Manufacturing Processes and Equipment. Prentice Hall, 2000.
2. J. F. MacGregor and T. Kourti, "Statistical process control of multivariate processes," Cont. Eng. Prac., vol. 3, no. 3, pp. 403-414, 1995.
3. G. Carlsson, "Topology and data," Bull. Amer. Math. Soc., vol. 46, no. 2, pp. 255-308, 2009.
4. G. Singh, F. Mémoli, and G. E. Carlsson, "Topological methods for the analysis of high dimensional data sets and 3D object recognition." in Eurograph. Sym. Point Based Graph., pp. 91-100, 2007.
5. Y. Yao, J. Sun, X. Huang, G. R. Bowman, G. Singh, M. Lesnick, L. J. Guibas, V. S. Pande, and G. Carlsson, "Topological methods for exploring low-density states in biomolecular folding pathways," J. Chem. Phy., vol. 130, no. 14, p. 144115, 2009.
6. G. Sarikonda, J. Pettus, S. Phatak, S. Sachithanantham, J. F. Miller, J. D. Wesley, E. Cadag, J. Chae, L. Ganesan, R. Mallios et al., "Cd8 t-cell reactivity to islet antigens is unique to type 1 while cd4 t-cell reactivity exists in both type 1 and type 2 diabetes," J. Autoimmunity, vol. 50, pp. 77-82, 2014.
7. M. Nicolau, A. J. Levine, and G. Carlsson, "Topology based data analysis identifies a subgroup of breast cancers with a unique mutational profile and excellent survival," in Proc. Nat. Acad. Sci., vol. 108, no. 17, pp. 7265-7270, 2011.
8. F. Famili, W.-M. Shen, R. Weber, and E. Simoudis, "Data preprocessing and intelligent data analysis," Int. J. Intel. Data Anal., vol. 1, no. 1, 1997.
9. C.-T. Su, T. Yang, and C.-M. Ke, "A neural-network approach for semiconductor wafer post-sawing inspection," IEEE Trans. Semicon. Manuf., vol. 15, no. 2, pp. 260-266, 2002.
10. P. Lum, G. Singh, A. Lehman, T. Ishkanov, M. Vejdemo-Johansson, M. Alagappan, J. Carlsson, and G. Carlsson, "Extracting insights from the shape of complex data using topology," Scientific Rep., vol. 3, 2013.
11. J. W. Milnor, Morse theory. Princeton Univ. Press, 1963, no. 51.
12. M. Kuhn and K. Johnson, Applied Predictive Modeling. Springer, 2013.
13. M. Ester, H.-P. Kriegel, J. Sander, and X. Xu. "A density-based algorithm for discovering clusters in large spatial databases with noise," In Proc. Int. Conf. Know. Disc. Data Mining, vol. 96, no. 34, pp. 226-231, 1996.