共查询到13条相似文献,搜索用时 46 毫秒
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Giovannina Albano Roberto La Scala 《Applicable Algebra in Engineering, Communication and Computing》2001,11(3):181-202
In the present paper some algorithms are proposed for computing Linear Strands and Betti Numbers of graded modules over polynomial
rings. These algorithms are based on a block-decomposition, induced by the Koszul syzygies, of the linear systems involved
with the Hilbert's method for computing syzygies. Some further optimizations are suggested and applied by the authors to an
implementation they have developed of the algorithms.
Received: January 10, 2000; revised version: July 17, 2000 相似文献
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《技术计量学》2012,54(4):445-458
AbstractThere has been extensive work on data depth-based methods for robust multivariate data analysis. Recent developments have moved to infinite-dimensional objects, such as functional data. In this work, we propose a notion of depth, the total variation depth, for functional data, which has many desirable features and is well suited for outlier detection. The proposed depth is in the form of an integral of a univariate depth function. We show that the novel formation of the total variation depth leads to useful decomposition associated with shape and magnitude outlyingness of functional data. Compared to magnitude outliers, shape outliers are often masked among the rest of samples and more difficult to identify. We then further develop an effective procedure and visualization tools for detecting both types of outliers, while naturally accounting for the correlation in functional data. The outlier detection performance is investigated through simulations under various outlier models. Finally, the proposed methodology is demonstrated using real datasets of curves, images, and video frames. 相似文献
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José M. Laínez-Aguirre Linas Mockus Seza Orçun Gary Blau† Gintaras V. Reklaitis 《技术计量学》2016,58(1):84-94
Markov chain Monte Carlo approaches have been widely used for Bayesian inference. The drawback of these methods is that they can be computationally prohibitive especially when complex models are analyzed. In such cases, variational methods may provide an efficient and attractive alternative. However, the variational methods reported to date are applicable to relatively simple models and most are based on a factorized approximation to the posterior distribution. Here, we propose a variational approach that is capable of handling models that consist of a system of differential-algebraic equations and whose posterior approximation can be represented by a multivariate distribution. Under the proposed approach, the solution of the variational inference problem is decomposed into three steps: a maximum a posteriori optimization, which is facilitated by using an orthogonal collocation approach, a preprocessing step, which is based on the estimation of the eigenvectors of the posterior covariance matrix, and an expected propagation optimization problem. To tackle multivariate integration, we employ quadratures derived from the Smolyak rule (sparse grids). Examples are reported to elucidate the advantages and limitations of the proposed methodology. The results are compared to the solutions obtained from a Markov chain Monte Carlo approach. It is demonstrated that significant computational savings can be gained using the proposed approach. This article has supplementary material online. 相似文献
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The cut-off dimensioning problem is characterized by the complexity of the problem, and by environmental uncertainty. A solution is proposed using deeomposition into lateral modules and vertical layers Lateral decomposition permits the distribution of expertise, hence the reduction in the complexity of the problem. The vertical decomposition permits greater expert decision-making, hence the reduction in uncertainty. A synergy of three knowledge representation methods is used: Declarative knowledge is used for rule-based reasoning, heuristic methodologies are used for the deterministic, context-dependent decision-making, and strictly algorithmic procedures are used for the tasks inclined to data abstraction and mathematical manipulations. The frame is used as the common knowledge carrier among all three tasks. 相似文献
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合金调幅分解与有序化共存的图形热力学分析 总被引:2,自引:0,他引:2
经典固溶体理论认的调幅分解与有序化两种失稳模式不可能在同一合金系中同时出现,但许多合金中都发现了这一现象。本文通过构造的多种热力学图形,直观地解释了共存现象,从理论上证实了调幅分解与有序化共存反应的可能性。 相似文献
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Information technology (IT) research largely treats perceived usefulness as a simple concept reflecting system effectiveness in improving task productivity. In the context of continuing use of modern IS – complex systems capable of supporting various uses – this approach is overly simplistic. This simplicity negatively affects content validity of the key determinants of IT use, thereby biasing research findings and conclusions. This study applies affordance theory integrated with uses and gratifications to conceptualize the factor of usefulness as a multidimensional construct accounting for the complexity of modern IT. This perspective is empirically tested using a cross-sectional survey sample of 218 university-student Facebook users. The results of the analysis affirm that the proposed conceptualization of perceived usefulness is valid. The study contributes by depicting the mechanism by which usefulness beliefs shape users’ decisions, and by demonstrating that using a multidimensional approach to measure conceptually complex constructs can lead to more accurate prediction and explanation of IT usage. 相似文献