... hierarchical classification of neural networks consists of a decidable pre-well ordering of width 2 and height ω ω , and a decidability procedure of this hierarchy is provided. Notably, this classification ... Hierarchical Classification of First-Order Recurrent Neural Networks 143 class of rational-weighted first-order recurrent neural networks made up of Mc- Culloch and Pitts cells, and provide a refined classification ... view of finite word instead of infinite word reading automata, as for instance in [6,10,11,12,13,14,15] Unfortunately, as opposed to the case of infinite words, the classification theory of
Ngày tải lên: 28/04/2014, 09:49
... produces an output of the form 0 ∗ r((p b −1 (k) , q b −1 (k) ))0 ω . Proof. A straightforward generalization of the proof of Lemma 2. The next result now shows that any Σ 1 1 -set of {0, 1} ω can ... is Lipschitz of modulus 2. We now provide a complete characterization of the expressive power of the class of non-deterministic ω-ARNNs. More precisely, we prove that the class of ω-languages ... unbounded power (in the sense of being capable of recognizing all possible languages of {0, 1} + ) in exponential time of computation. And when restricted to polynomial time of computation, ARNNs are
Ngày tải lên: 28/04/2014, 09:49
Báo cáo hóa học: " Research Article Detect Key Gene Information in Classification of Microarray Data" docx
... They concluded the results of different methods, such as least 92.86% of squares support vector machine (LS-SVM), 94.40% of PCA, 93.58% of kernel PCA (KPCA), 94.65% of penalized independent component ... microarray expression experi- ments allow the recording of expression levels of thousands of genes simultaneously. These experiments primarily consist of either monitoring each gene multiple times under ... classification/ prediction performance of these methods. They have observed that ensemble learning (bagged and boosted decision trees) often performs better than single decision trees in this classification
Ngày tải lên: 21/06/2014, 22:20
Báo cáo hóa học: " Research Article Kernel Principal Component Analysis for the Classification of Hyperspectral Remote Sensing Data over Urban Areas" ppt
... of classification? In the next section, experiments are conducted using features extracted by the PCA and the KPCA, for the classification or for the construction of the EMP 5.3 Classification of ... of classification [17, 18] The advantages of PCA are its low complexity and the absence of parameters However, PCA only considers the second-order statistic, which can limit the effectiveness of ... purpose of classification, these problems are related to the curse of dimensionality In particular, Hughes showed that with a limited training set, classification accuracy decreases as the number of
Ngày tải lên: 21/06/2014, 22:20
Báo cáo hóa học: " Research Article Functional Classification of Genome-Scale Metabolic Networks" potx
... absence of RuBisCO, the essential enzyme fixating one molecule of CO2 to ribulose-1,5-bisphosphate to yield two molecules of phosphoglyceric acid These classifications allow to define four categories of ... number of randomly selected subsets of organisms of the same size For both, the potentially photosynthetic and the aerotolerant, organisms, less than 0.1% of randomly selected subsets of identical ... ensembles of species belonging to common environmental categories are analyzed The average distances and the fraction of small distances of the ensembles are compared to 10000 random sets of species of
Ngày tải lên: 22/06/2014, 00:20
Báo cáo hóa học: "Research Article Contextual Classification of Image Patches with Latent Aspect Models" pptx
... type of scene representation of increasing use is the histogram of quantized image patches, referred to as bag -of- visterms [14, 15], bag- of- keypoints [16], bag -of- features [17], or bag -of- codewords ... number of vision tasks [2, 6–9]. Local invariant regions do not cover the complete image, but they often occupy a considerable part of the scene and divide most of the scene into patches of salient ... over different parts of the region of interest, capturing the structure of the local image patch. In [5], it was shown that the use of 8 orientation directions and a grid of 4 × 4 parts give a
Ngày tải lên: 22/06/2014, 00:20
Báo cáo hóa học: " Research Article Classification of Hazelnut Kernels by Using Impact Acoustic Time-Frequency Patterns" pot
... parameters of a Weibull distribution approxima- tion of the envelope of the impact signal parameters. The same features were used for cracked and regular shell hazel- nut separation and 94.47% classification ... contribution of the proposed approach is the systematic and automatic extraction of the relevant features during the training step so as to improve classification accu- racy. In the remainder of this ... algorithm of Section 3.3 and the adaptive time segmenta- tion for classification purpose was obtained for different sets of signals as indicated in Figure 7. It was observed that differ- ent sets of signals
Ngày tải lên: 22/06/2014, 19:20
Báo cáo hóa học: " Research Article Classification of Single and Multiple Disturbances in Electric Signals" ppt
... incidence of several sets of classes of disturbances can be identified easily. In fact, each of the vectors f, h, i, t imp , t not , t dec ,andt dam are related to disjointed classes of distur- ... He is a Member of the technical program committee of the ISPLC’06, ISPLC’07, CERMA’06, and ANDESCOM’06, and a Member of the... classification and characterization of voltage sags,” ... discussion of a formulation that facilitates the classification of single and multiple disturbances in voltage and current signals; we argue that this formulation al lows the development of pow-
Ngày tải lên: 22/06/2014, 20:20
Báo cáo hóa học: " Supervised Self-Organizing Classification of Superresolution ISAR Images: An Anechoic Chamber Experiment" docx
... number of required neurons is minimized because all of them pull together to form the separating surface between each couple of classes. However, the classification accuracy of those types of neural ... and shift invariance of the feature vector. 4. SART CLASSIFIER ART is basically a class of clustering methods. A clustering algorithm maps a set of input vectors to a set of clusters ac- cording ... advantage of this type of configuration is the capability to achieve realistic measurements, to have a per- fect control of the target configuration, and to simplify the interpretation of the obtained
Ngày tải lên: 22/06/2014, 23:20
Báo cáo hóa học: " Research Article Tracking Signal Subspace Invariance for Blind Separation and Classification of Nonorthogonal Sources in Correlated Noise" ppt
... example, when the noise is the result of the presence of a large number of weak sources that generate signal waveforms identical to those of the desired ones. Recording of neuronal ensem- bles in the ... row space of X j and that of X using the whitening-rotation factorization of A discussed above. Specifically, if W ( j) spans the null space of the product H T S, the corresponding rows of H T S ... the spectral factorization of X j in (7),anecessary (but not sufficient) condition for a column of V j X to span the row space of X j is the existence of at least one row of H T S j that is nonzero
Ngày tải lên: 22/06/2014, 23:20
Báo cáo hóa học: " Research Article Automatic Genre Classification of Musical Signals" potx
... Department of Communications of the School of Electrical and Computer Engineering of the State University of Campinas as a Researcher, conducting... music similarity and genre classification, ... predominance of electric guitars and drums. (a) Soft rock: slow and soft songs ( e.g., Stairway to Heaven, Led Zeppelin). (b) Hard rock: song s of this genre have marked beating, strong presence of drums ... Electronic: most of the songs of this class have the pre- dominance of electronic elements, usually generated by synthesizers. (1) Pop: the songs of this class are characterized by the presence of electronic
Ngày tải lên: 22/06/2014, 23:20
Báo cáo hóa học: " Research Article Classification of Underlying Causes of Power Quality Disturbances: Deterministic versus Statistical Methods" doc
... number of other issues that are easily forgotten in the design of a classifier The first is that the goal of the classification system must be well formulated: is it aimed at classifying the type of ... distinguishing the underlying causes of disturbances Section describes a rulebased expert system for classification of voltage disturbances, as an example of deterministic classification systems Next, Section ... Examples of rules The heart of the expert system consists of a set of rules, where the “real intelligence” by human experts is translated into “artificial intelligence” for computers Some example of
Ngày tải lên: 22/06/2014, 23:20
Báo cáo hóa học: " Joint Tracking of Manoeuvring Targets and Classification of Their Manoeuvrability" docx
... weights than for the classification probabilities. This implies that the choice of importance function is less important, in terms of robust- ness of the estimation of the classification probabilities, ... replicants of a subset of some of the particles within the jth stratum, but that for each copy of the ith particle in the jth stratum, w (c|i, j) k is left unmodi- fied. 6. EXAMPLE 6.1. Model The classification ... award of his Industrial Fellowship by the... Department of Engineering, University of Cambridge His Ph.D degree was funded by one of six prestigious Royal Commission for the Exhibition of
Ngày tải lên: 23/06/2014, 01:20
Báo cáo toán học: "On the structure and classification of SOMAs: generalizations of mutually orthogonal Latin" docx
... cliques of ∆ of weight-sum 10k with k>3, but there are exactly 22 N-orbit representatives of the cliques of ∆ of weight-sum 30. In addition, it turns out that the union of the elements of each of ... element of S 10 × S 10 of cycle shape (5 2 , 5 2 )). By the discussion above, we need only look at representatives of G-conjugacy classes of subgroups of order 25 containing a conjugate of d. Our classification ... unrefinable decomposition of A \ B. Thus, the subSOMAs of A are precisely the (disjoint) unions of elements of {A 1 , ,A m }, and so the intersection of two subSOMAs of A is a subSOMA. Conversely,
Ngày tải lên: 07/08/2014, 06:20
Báo cáo toán học: "Classification of Six-Point Metrics Bernd Sturmfels and Josephine Yu" docx
... subsets of {1, 2, ,n}. There is an extensive body of knowledge (see [5, 9]) also on the facets of the subcone of C n generated by the splits. Our object of study is a canonical subdivision of the ... The aim of this article is to present the analogous classification for n = 6. The following result was obtained with the help of Rambau’s software TOPCOM [13] for enumerating triangulations of arbitrary ... 14 ,x 16 x 24 x 35 . The number of quadratic generators is 30, and this number is independent of the choice of generic metric. The number of cubic generators of this particular ideal is three
Ngày tải lên: 07/08/2014, 08:20
Báo cáo toán học: " Completion of the Wilf-Classification of 3-5 Pairs Using Generating Trees" pps
... equivalent if, for all n, the number of permutations of length n avoiding all of the permutations in Π 1 equals the number of permutations of length n avoiding all of the permutations in Π 2 . Using ... that π is of form 1B.Notethat there must be an occurrence of 2413 with π i playing the role of the 4, since any occurrence of 2413 must have its 4 to the right of region 1. If π is of form 2, ... #R31 8 π are of form 1A except the one resulting from inserting n to the left of π 1 , which is of form 2A. Proof. Inserting n anywhere to the left of π i+1 cannot create an occurrence of 42513,
Ngày tải lên: 07/08/2014, 13:21
Báo cáo toán học: "Classification of Generalized Hadamard Matrices H(6, 3) and Quaternary Hermitian Self-Dual Codes of Length 18" pdf
... of C and the set of all automorphisms of C forms the the electronic journal of combinatorics 17 (2010), #R171 automorphism group Aut(C) of C The number of distinct Hermitian self-dual codes of ... numbers A4 and A6 of codewords of weights and 6, and the order # Aut of the automorphism group of Ci By [15, Theorem 13], the weight enumerator of a Hermitian self-dual code of length 18 and ... formula (3) shows that the set C18 ∪ D18 of codes contains representatives of all equivalence classes of Hermitian self-dual codes of length 18 Thus, the classification is complete, and Theorem
Ngày tải lên: 08/08/2014, 12:23
Báo cáo khoa học: "Unsupervised Detection of Downward-Entailing Operators By Maximizing Classification Certainty" docx
... list of NPIs as a seed set. 1. Begin with a small set of seed NPIs 2. Iterate: (a) Use the current list of NPIs to learn a list of DEOs (b) Use the current list of DEOs to learn a list of NPIs Interestingly, ... otherwise. (14) This initialization of P (X i = 1|y) ensures that the the value of y corresponds to one of the words in the NPI context, and the initialization of P(Y ) is simply a normalization of S(y). Since we ... Linguistics Unsupervised Detection of Downward-Entailing Operators By Maximizing Classification Certainty Jackie CK Cheung and Gerald Penn Department of Computer Science University of Toronto Toronto, ON,
Ngày tải lên: 31/03/2014, 20:20
báo cáo hóa học:" Research Article Impact of Missing Value Imputation on Classification for DNA Microarray Gene Expression " ppt
... performance of KNNimpute is closely associated with the number of neighbors K used A value of K within the range of 10–20 was empirically recommended, while the performance (in terms of NRMSE) ... 3.1.2 Effect of Variance The effect of variance (parameter σu in the data model) on imputation and classification is shown in Figure As the variance increases, the classification errors of all datasets ... the classification error other imputed dataset for a certain combination of featureselection method and classification rule, while the performances of the two may reverse for another combination of
Ngày tải lên: 21/06/2014, 20:20
Largescale Exploration of Neural Relation Classification Architectures44994
... statistics of corpora used in our experiments Three aspects are considered: the distribution of relation types, the distribution of Out -Of- Vocabulary (OOV) in the test set and the distribution of new ... of the number of sentences (SemEval) or documents (all other corpora); Entity: the number of entity types; Relation: the number of relation types; % of negative: the distribution of positive and ... positives As there are a large number of such entities, the number of possible negatives accounts for a large percentage of set of instances, i.e up to 80% of the total in DDI-2013, ScienceIE and
Ngày tải lên: 24/03/2022, 10:17
Bạn có muốn tìm thêm với từ khóa: