By Chunhua Feng, Zhenkun Huang (auth.), De-Shuang Huang, Phalguni Gupta, Xiang Zhang, Prashan Premaratne (eds.)
This e-book constitutes the refereed court cases of the eighth overseas convention on clever Computing, ICIC 2012, held in Huangshan, China, in July 2012. The 242 revised complete papers awarded within the 3 volumes LNCS 7389, LNAI 7390, and CCIS 304 have been conscientiously reviewed and chosen from 753 submissions. The papers during this quantity (CCIS 304) are geared up in topical sections on Neural Networks; Particle Swarm Optimization and area of interest know-how; Kernel equipment and assisting Vector Machines; Biology encouraged Computing and Optimization; wisdom Discovery and knowledge Mining; clever Computing in Bioinformatics; clever Computing in development acceptance; clever Computing in snapshot Processing; clever Computing in machine imaginative and prescient; clever regulate and Automation; wisdom Representation/Reasoning and professional platforms; Advances in info defense; Protein and Gene Bioinformatics; delicate Computing and Bio-Inspired Techiques in Real-World functions; Bio-Inspired Computing and Applications.
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Freely to be had resource code, with contributions from millions of programmers worldwide: this can be the spirit of the software program revolution referred to as Open resource. Open resource has grabbed the pc industry's recognition. Netscape has opened the resource code to Mozilla; IBM helps Apache; significant database proprietors haved ported their items to Linux. As agencies become aware of the ability of the open-source improvement version, Open resource is turning into a manageable mainstream replacement to advertisement software.
Now in Open assets, leaders of Open resource come jointly for the 1st time to debate the hot imaginative and prescient of the software program they've got created. The essays during this quantity provide perception into how the Open resource flow works, why it succeeds, and the place it truly is going.
For programmers who've worked on open-source initiatives, Open resources is the recent gospel: a strong imaginative and prescient from the movement's non secular leaders. For companies integrating open-source software program into their company, Open assets finds the mysteries of the way open improvement builds larger software program, and the way companies can leverage freely to be had software program for a aggressive company advantage.
The members right here were the leaders within the open-source arena:
Brian Behlendorf (Apache)
Kirk McKusick (Berkeley Unix)
Tim O'Reilly (Publisher, O'Reilly & Associates)
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Michael Tiemann (Cygnus Solutions)
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Larry Wall (Perl)
This ebook explains why the vast majority of the Internet's servers use open- resource applied sciences for every thing from the working approach to internet serving and e mail. Key expertise items built with open-source software program have overtaken and handed the economic efforts of billion greenback businesses like Microsoft and IBM to dominate software program markets. examine the interior tale of what led Netscape to come to a decision to unencumber its resource code utilizing the open-source mode. find out how Cygnus options builds the world's most sensible compilers by means of sharing the resource code. study why enterprise capitalists are eagerly staring at crimson Hat software program, an organization that provides its key product -- Linux -- away.
For the 1st time in print, this e-book provides the tale of the open- resource phenomenon instructed via the folk who created this movement.
Open resources will carry you into the area of loose software program and exhibit you the revolution.
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Additional info for Emerging Intelligent Computing Technology and Applications: 8th International Conference, ICIC 2012, Huangshan, China, July 25-29, 2012. Proceedings
Therefore, the objective function of MRNN is the combination of the sum of squared error and the sum of squares of the slopes of the classification function. Besides, we derived a more sophisticated formula similar to the traditional weight decay technique from the MRNN, establishing a more rigorous theoretical basis for the technique. This study employed several real application examples to test the MRNN. The results led to the following conclusions. (1) As long as the penalty coefficient was in the appropriate range, MRNN performed better than pure MLP.
1. Fig. 3. Fig. 2. Fig. 4. Acknowledgement. This work was supported by NNSF of China (10961005). References 1. : Existence and Stability of Equilibria of the ContinuousTime Hopfield Neural Network. J. Comput. Appl. Math. 169, 117–125 (2004) 2. : Delay-dependent Global Asymptotic Stability for Delayed Cellular Neural Networks. Commun. Nonlinear Sci. Numer. Simulat. 14, 1057–1063 (2009) 3. : Delay-dependent Global Stability Condition for Delayed Hopfield Neural Networks. Nonlinear Analysis, RWA 8, 997–1002 (2007) 4.
Neurocomputing 73, 991–1005 (2010) 13. : A Bifurcation Problem for A Functional Differential Equation of Finitely Retarded Type. J. Math. Anal. Appl. 35, 312–348 (1971) 14. : Oscillation Theory of Delay Differential Equations with Applications. tw 2 Abstract. To enhance the generalization of neural network model, we proposed a novel neural network, Minimum Risk Neural Networks (MRNN), whose principle is the combination of minimizing the sum of squares of error and maximizing the classification margin, based on the principle of structural risk minimization.