Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem
International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia.
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| Format: | Working Paper |
| Language: | en |
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Universiti Malaysia Perlis (UniMAP)
2012
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| Online Access: | http://dspace.unimap.edu.my/123456789/20507 |
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| _version_ | 1831786578901467136 |
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| author | Nishiigami, Wataru Watada, Junzo, Prof. Dr. Shamshul Bahar, Yakoob, Assoc. Prof. Dr. |
| author2 | por_siebzehn@moegi.waseda.jp |
| author_facet | por_siebzehn@moegi.waseda.jp Nishiigami, Wataru Watada, Junzo, Prof. Dr. Shamshul Bahar, Yakoob, Assoc. Prof. Dr. |
| author_sort | Nishiigami, Wataru |
| building | UniMAP Library |
| collection | Institutional Repository |
| content_provider | Universiti Malaysia Perlis |
| content_source | UniMAP Library Digital Repository |
| continent | Asia |
| country | Malaysia |
| description | International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. |
| format | Working Paper |
| id | my.unimap-20507 |
| institution | Universiti Malaysia Perlis |
| language | en |
| publishDate | 2012 |
| publisher | Universiti Malaysia Perlis (UniMAP) |
| record_format | dspace |
| spelling | my.unimap-205072012-07-20T03:14:21Z Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem Nishiigami, Wataru Watada, Junzo, Prof. Dr. Shamshul Bahar, Yakoob, Assoc. Prof. Dr. por_siebzehn@moegi.waseda.jp watada@waseda.jp shamshul@unimap.edu.my Meta controlled Boltzmann machine Boltzmann machine Hopfield network Convergence proof Mixed-integer quadratic programming Structural learning International Conference on Man Machine Systems (ICoMMS 2012) organized by School of Mechatronic Engineering, co-organized by The Institute of Engineer, Malaysia (IEM) and Society of Engineering Education Malaysia, 27th - 28th February 2012 at Bayview Beach Resort, Penang, Malaysia. In this paper, meta controlled Boltzmann machine; the double-layered Boltzmann machine consisting of upper (Hopfield network) and lower (Boltzmann network) layers, is efficiently applied to solve mean-variance problem using mathematical programming with two objectives: the minimization of risk and the maximization of expected return. It is demonstrated that the proposed structural learning method has various advantages in a way such as an investment for a power system. As a result, it was shown that the structural learning can provide an alternative solution for decision makers to select the best solution from their respective point of view, as a numerical example shows. The simulation also showed that computational cost is significantly decreased compared with a conventional BM. The obtained results showed that the selection, investment expense rate to substations, and reduced computation time can be prolonged to increase cost savings. 2012-07-20T03:14:19Z 2012-07-20T03:14:19Z 2012-02-27 Working Paper http://dspace.unimap.edu.my/123456789/20507 en Proceedings of the International Conference on Man-Machine Systems (ICoMMS 2012) Universiti Malaysia Perlis (UniMAP) School of Mechatronic Engineering |
| spellingShingle | Meta controlled Boltzmann machine Boltzmann machine Hopfield network Convergence proof Mixed-integer quadratic programming Structural learning Nishiigami, Wataru Watada, Junzo, Prof. Dr. Shamshul Bahar, Yakoob, Assoc. Prof. Dr. Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem |
| title | Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem |
| title_full | Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem |
| title_fullStr | Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem |
| title_full_unstemmed | Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem |
| title_short | Convergence of meta-controlled Boltzmann machine and its application for bilevel programming problem |
| title_sort | convergence of meta-controlled boltzmann machine and its application for bilevel programming problem |
| topic | Meta controlled Boltzmann machine Boltzmann machine Hopfield network Convergence proof Mixed-integer quadratic programming Structural learning |
| url | http://dspace.unimap.edu.my/123456789/20507 |
| url_provider | http://dspace.unimap.edu.my/ |