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Model of granular computing

Model of granular computing

引用

2008 International Conference on Theoretical and Mathematical Foundations of Computer Science, TMFCS 2008

作者： Zhao, Liquan Zhang, Ling Province Key Laboratory of Electronic Business Nanjing University of Finance and Economics Nanjing 210003 China Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education Anhui University Hefei 230039 China Artificial Intelligence Institute Anhui University Hefei 230039 China

ISBN: (纸本)9781615677207

Granular computing which imitates the manner of human thinking is a mathematical tool to deal with incomplete, uncertain, imprecise and inconsistent knowledge. Just as a great umbrella, it may be regarded as a label of theories, methodologies, techniques and tools about granules, mainly including fuzzy set theory, rough set theory and quotient space theory. In this paper we discuss the relationship of three theories. Then we introduce a general model of granular computing and present a macrocosmic (microcosmic) hierarchical representation of granules.

关键词： Rough set theory

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Comparisons of Protein Structure Alignment Methods: Rigid and Flexible, Sequential and Non-Sequential

Comparisons of Protein Structure Alignment Methods: Rigid an...

引用

International Conference on Bioinformatics and Biomedical Engineering (ICBBE)

作者： Junping Xiang Maolin Hu Key Laboratory of Intelligent Computing & Signal Processing Ministry of Education School of Mathematics and Computational Science Anhui University Hefei Anhui China

We try to evaluate the sequential and non-sequential and flexible structural alignment methods on SCOP 1.71. Firstly, we compare the flexible method with rigid methods and compare the sequence order dependent methods with sequence order independent methods by two typical cases. Secondly, the performances of the above methods are evaluated using ten protein pairs which are considered as "hard to detect" similarities. Thirdly, we evaluate the methods by comparing the ROC curves based on their native score and geometric measure Qscore. Then we compare the methods directly using geometric match measure Qscore, which also allows the creation of a 'Best- of-All' method. The main conclusions are: (1) we find that the best alignments found by sequential methods are more consistent with the SCOP classification; (2) we show that ROC curves are of limited value and that their ranking of the methods is not consistent with the ranking implied by the quality of the alignments the methods find; (3) we also find that the alignments of flexible method and non-sequential methods are better than the corresponding alignments of rigid sequential method from the viewpoint of geometric superposition, and flexible method and non-sequential methods can find more cross-fold similarities.

关键词： Proteins Gold Performance evaluation Amino acids Fasteners Laboratories Computational intelligence intelligent structures Biomedical signal processing Educational programs

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Verification of Controller Synthesis Based on Completely Specified Finite State Machine

Verification of Controller Synthesis Based on Completely Spe...

引用

International Symposium on Information Science and Engineering, ISISE

作者： Wei Li Yichao Zhang Zhengyi Liu Jianguo Wu Key Laboratory of Intelligent Computing & Signal Processing of Ministry of Education Anhui University Hefei China Anhui University Hefei Anhui CN

Controller synthesis uses hardware description language and synthesis optimization tools from a higher abstract level. State transition graph of completely specified finite state machine is adopted to describe the behavior of controller. State transition graph STG_org was generated before synthesized and state transition graph STG_ext was reversely extracted from structure realization of controller synthesis. If STG_org and STG_ext were equivalent then corresponding process of controller synthesis was correct. The paper gives a formal verification algorithm of controller synthesis with time complexity O(B 2 /Aldrt 1 (n)+A ldr t 2 (m,n)) .In order to further improve time complexity of algorithm, a verifying algorithm with synthetic information guidance was proposed. The algorithm is proved efficient in theory for its time complexity is decreased to O(Bldrt 1 (n) + Aldrt 2 (m,n)).

关键词： Automata Circuit synthesis signal processing algorithms Sequential circuits signal synthesis Hardware design languages Process control Formal verification Control system synthesis Combinational circuits

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Application of the lifting wavelet-like transform to fast multipole methods

Application of the lifting wavelet-like transform to fast mu...

引用

2008 Asia Pacific Microwave Conference, APMC 2008

作者： Chen, Ming-Sheng Wu, Xian-Liang Wei, Sha Huang, Zhi-Xiang Department of Physics and Electronic Engineering Hefei Teachers College HefeiAnhui 230601 China Key Laboratory of Intelligent Computing and Signal Processing Anhui University HefeiAnhui 230039 China Department of Electrical and Electronic Engineering University of Hong Kong Pokfulam Road Hong Kong Hong Kong

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An Artificial Immune Model with Vaccine Operator for Network Intrusion Detection

An Artificial Immune Model with Vaccine Operator for Network...

引用

Pacific-Asia Workshop on Computational Intelligence and Industrial Application, PACIIA

作者： Xianjin Fang Longshu Li Key Lab of Intelligent Computing & Signal Processing of Ministry of Education Anhui University Hefei China Computer School Anhui University Hefei China

This paperpsilas purpose is to design a novel artificial immune model for network intrusion detection. This novel model can satisfy three main requirements of an efficient network intrusion detection system, namely, distributed, lightweight and self-organizing, can also quicken the process of affinity maturation of detector population and improve the efficiency of anomaly detection. The algorithms of adaptive extracting vaccines and vaccine operator are given in detail. And then, on the basis of Kimpsilas conceptual model for network intrusion detection, a novel artificial immune model and relevant algorithm for real-time network intrusion detection is proposed, which integrates vaccine operator with negative selection algorithm and clonal selection algorithm.

关键词： Vaccines Intrusion detection Detectors Computer networks Distributed computing Conferences Computational intelligence Computer industry Application software Computational and artificial intelligence

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High-order conformal symplectic FDTD scheme

High-order conformal symplectic FDTD scheme

引用

Asia-Pacific Conference on Microwave

作者： Wei Sha Xianliang Wu Department of Electrical and Electronic Engineering University of Hong Kong Hong Kong China Key Laboratory of Intelligent Computing & Signal Processing Anhui University Hefei China

Using the locally conformal technique and the high-order symplectic integrators, the high- order conformal symplectic FDTD scheme is accurate and efficient for modeling the scattering from three-dimensional curved perfectly conducting objects. In addition, the decreased time step caused by the conformal model can be offset by using coarse grids.

关键词： Finite difference methods Time domain analysis Equations Computational modeling Interpolation Magnetic fields Laboratories signal processing Anisotropic magnetoresistance Computational efficiency

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AN INCREMENTAL UPDATING TECHNIQUE FOR MINING INDIRECT ASSOCIATION RULES

AN INCREMENTAL UPDATING TECHNIQUE FOR MINING INDIRECT ASSOCI...

引用

2008 International Conference on Machine Learning and Cybernetics(2008机器学习与控制论国际会议)

作者： CHENG ZHENG Educational Department Key Laboratory of Intelligent Computing & Signal Processing Anhui University School of Computer Science and Technology Anhui University Hefei230039 China

While direct association rules are dedicated to describe the direct correlations among the items in a frequent itemset, indirect association rules are dedicated to describe the indirect correlations between the two items in a infrequent itemset. All the existing research works about indirect association rules are focused on improving the efficiency of mining algorithm for indirect association rules. Like incremental updating algorithm is important for mining association rules, incremental updating algorithm is also important for mining indirect association rules. In this paper, we put forward an incremental updating algorithm for mining indirect association rules to deal with the maintenance of discovered indirect association rules resulted from the change of the minimum support. The main idea is to re-utilize the results acquired in process with the old minimum support.

关键词： Indirect Association Rules Incremental Updating

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Novel DCT-based real-valued discrete Gabor transform

Novel DCT-based real-valued discrete Gabor transform

引用

IEEE International Symposium on Circuits and Systems (ISCAS)

作者： Liang Tao Hon Keung Kwan MOE Key Laboratory of Intelligent Computing & Signal Processing Anhui University Hefei Anhui China Department of Electrical and Computer Engineering University of Windsor Windsor ONT Canada

The traditional DCT-based real-valued discrete Gabor transform (RGDT) was limited to the critical sampling case. The biorthogonality relationship between the analysis window and the synthesis window for the transform has not been unveiled. To overcome those drawbacks, this paper proposes a novel DCT-based real-valued discrete Gabor transform, which can be applied under both the critical sampling condition and the over-sampling condition. And the biorthogonality relationship between the analysis window and the synthesis window for the transform is also proved in this paper. Because it only involves real operations and can utilize fast DCT and DDCT algorithms for fast computation, it facilitates computation and implementation by hardware and/or software compared to the traditional complex-valued discrete Gabor transform.

关键词： Discrete transforms Sampling methods Hardware Discrete cosine transforms Software algorithms Biomedical signal processing signal sampling signal synthesis signal processing algorithms Parallel algorithms

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The Symplectiness of Maxwell's Equations

The Symplectiness of Maxwell's Equations

引用

2008 International Conference on Microwave and Millimeter Wave Technology(2008国际微波毫米波技术会议)

作者： Wei Sha Xianliang Wu Zhixiang Huang Mingsheng Chen Key Laboratory of Intelligent Computing & Signal Processing Anhui University Hefei China

The connections between Maxwell's equations and symplectic matrix are ***,we analyze the continuoustime Maxwell's difierentia I equationsInfree space and verify its time evolution matrix(TEMA)is symplectic-unitary matrix for complex space or symplectic-orthogonal matrix for real *** spatial differential operators are discrefized by pseudo-spectral(PS)approach with collocated grid and by finitedifrerenee(FD)method with staggered *** the PS approach,the TEMA conserves *** *** the FD method，the TEMA conserves symplectic-orthogonal *** integration scheme is usedInthe time *** particular,we find the symplectiness of the TEMA also can be *** mathematicaI proofs presented are helpful for deep researching the symplectic PSTD approach and the symplectic FDTD method.

关键词： Maxwell equations Differential equations Time domain analysis Jacobian matrices Finite difference methods Algebra Chemicals Transforms Computational modeling Power engineering and energy

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An algorithm for estimating number of components of Gaussian mixture model based on penalized distance

An algorithm for estimating number of components of Gaussian...

引用

International Conference on Neural Networks and signal processing

作者： Daming Zhang Hui Guo Bin Luo Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education Anhui University of Science and Technology Hefei China Department of Mathematics & Physics Beijing University of Posts and Telecommunications Hefei China University of New South Wales Sydney NSW Australia

ISBN: (纸本)9781424423101

The expectation-maximization (EM) algorithm is a popular approach for parameter estimation of finite mixture model (FMM). A drawback of this approach is that the number of components of the finite mixture model is not known in advance, nevertheless, it is a key issue for EM algorithms. In this paper, a penalized minimum matching distance-guided EM algorithm is discussed. Under the framework of Greedy EM, a fast and accurate algorithm for estimating the number of components of the Gaussian mixture model (GMM) is proposed. The performance of this algorithm is validated via simulative experiments of univariate and bivariate Gaussian mixture models.

关键词： Finite mixture model Number of components Penalized minimum matching distance Greedy EM Parzen window expectation-maximisation algorithm Mixture models Parameter estimation Gauss algorithms Univariate

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