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Divide and Conquer Strategies for MLP Training

by Smriti Bhagat, Dipti Deodhare
"... Over time, neural networks have proven to be extremely powerful tools for data exploration with the capability to discover previously unknown dependencies and relationships in the data sets. However, the sheer volume of available data and its dimensionality makes data exploration a challenge. Emplo ..."
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. Employing neural network training paradigms in such domains can prove to be prohibitively expensive. An algorithm, originally proposed for supervised on-line learning, has been improvised upon to make it suitable for deployment in large volume, highdimensional domains. The basic strategy is to divide

A Divide-and-Conquer Strategy for Parsing

by Peh Li Shiuan, Christopher Ting, Christopher Ting Hian Ann - In Proceedings of the Association for Computational Linguistics Workshop on Punctuation , 1996
"... In this paper, we propose a novel strategy which is designed to enhance the accuracy of the parser by simplifying complex sentences before parsing. This approach involves the separate parsing of the constituent sub-sentences within a complex sentence. To achieve that, the divide-and-conquer strategy ..."
Abstract - Cited by 5 (0 self) - Add to MetaCart
In this paper, we propose a novel strategy which is designed to enhance the accuracy of the parser by simplifying complex sentences before parsing. This approach involves the separate parsing of the constituent sub-sentences within a complex sentence. To achieve that, the divide-and-conquer

Divide and Conquer Strategies for Effective Information Retrieval ∗

by Jie Chen, Yousef Saad
"... The standard application of Latent Semantic Indexing (LSI), a well-known technique for information retrieval, requires the computation of a partial Singular Value Decomposition (SVD) of the term-document matrix. This computation is infeasible for large document collections, since it is very demandin ..."
Abstract - Cited by 2 (1 self) - Add to MetaCart
demanding both in terms of arithmetic operations and in memory requirements. This paper discusses two divide and conquer strategies applied to LSI, with the goal of alleviating these difficulties. These strategies process a data set by dividing it in subsets and conquering the LSI results on each subset

A Divide and Conquer Strategy for Hazard Free 2--Level Logic Synthesis

by J. W. J. M. Rutten, Rutten Kolsteren , 1997
"... In this paper we propose a divide and conquer strategy for the calculation of hazard free prime implicants. It is capable of calculating all hazard free prime implicants but it can be restricted to calculate only those primes that can possibly contribute to a solution. We show that this significantl ..."
Abstract - Cited by 1 (0 self) - Add to MetaCart
In this paper we propose a divide and conquer strategy for the calculation of hazard free prime implicants. It is capable of calculating all hazard free prime implicants but it can be restricted to calculate only those primes that can possibly contribute to a solution. We show

Divide-and-Conquer Strategies for Process Mining

by Josep Carmona, Jordi Cortadella, Michael Kishinevsky
"... Abstract. The goal of Process Mining is to extract process models from logs of a system. Among the possible models to represent a process, Petri nets is an ideal candidate due to its graphical representation, clear semantics and expressive power. The theory of regions can be used to transform a log ..."
Abstract - Cited by 7 (0 self) - Add to MetaCart
Abstract. The goal of Process Mining is to extract process models from logs of a system. Among the possible models to represent a process, Petri nets is an ideal candidate due to its graphical representation, clear semantics and expressive power. The theory of regions can be used to transform a log into a Petri net, but unfortunately the transformation requires algorithms with high complexity. This paper provides techniques to overcome this limitation. Either by using decomposition techniques, or by clustering events in the log and working on projections, the proposed approach can be used to widen the applicability of classical region-based techniques. 1

An divide-and-conquer strategy for recognizing textual entailment

by Rui Wang, Guenter Neumann - In Proc. of the Text Analysis Conference , 2008
"... This paper describes our participation of the Recognizing Textual Entailment challenge this year. Based on our promising results in the RTE-3 challenge last year (66.9 % of accuracy) using a precision-oriented puristic syntactic approach (puristic in the sense that we only performed dependency parsi ..."
Abstract - Cited by 6 (0 self) - Add to MetaCart
This paper describes our participation of the Recognizing Textual Entailment challenge this year. Based on our promising results in the RTE-3 challenge last year (66.9 % of accuracy) using a precision-oriented puristic syntactic approach (puristic in the sense that we only performed dependency parsing), we explored further extensions of this perspective. By extension, we developed more specialized RTE-modules to tackle more cases (i.e., entailment pairs) while trying to keep high accuracy. 1

An Accuracy-Oriented Divide-and-Conquer Strategy

by Rui Wang, Guenter Neumann
"... for Recognizing Textual Entailment For our participation in the RTE-3 challenge (Giampiccolo et al., 2007), we applied a puristic syntactic approach (puristic in the sense that we only performed dependency parsing), and got 66.9 % of accuracy, which ranked as one of the five best results (Wang and N ..."
Abstract - Cited by 4 (3 self) - Add to MetaCart
for Recognizing Textual Entailment For our participation in the RTE-3 challenge (Giampiccolo et al., 2007), we applied a puristic syntactic approach (puristic in the sense that we only performed dependency parsing), and got 66.9 % of accuracy, which ranked as one of the five best results (Wang and Neumann, 2007a). After that, we also

Divide and Conquer Strategies for Protein Structure Prediction

by Pietro Di Lena , Piero Fariselli , Luciano Margara , Marco Vassura , Rita Casadio
"... Abstract In this chapter, we discuss some approaches to the problem of protein structure prediction by addressing "simpler" sub-problems. The rationale behind this strategy is to develop methods for predicting some interesting structural characteristics of the protein, which can be useful ..."
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Abstract In this chapter, we discuss some approaches to the problem of protein structure prediction by addressing "simpler" sub-problems. The rationale behind this strategy is to develop methods for predicting some interesting structural characteristics of the protein, which can

A Divide-and-Conquer Strategy for Shallow Parsing of German Free Texts

by Günter Neumann, Christian Braun, Jakub Piskorski - In Proceedings of ANLP-2000 , 2000
"... We present a divide-and-conquer strategy based on finite state technology for shallow parsing of realworld German texts. In a first phase only the topological structure of a sentence (i.e., verb groups, subclauses) are determined. In a second phase the phrased grammars are applied to the contents of ..."
Abstract - Cited by 18 (5 self) - Add to MetaCart
We present a divide-and-conquer strategy based on finite state technology for shallow parsing of realworld German texts. In a first phase only the topological structure of a sentence (i.e., verb groups, subclauses) are determined. In a second phase the phrased grammars are applied to the contents

A Divide-and-Conquer Strategy for Shallow Parsing of German Free Texts

by Christian Brauny, Jakub Piskorskiz
"... We present a divide-and-conquer strategy based on nite state technology for shallow parsing of real-world German texts. In a rst phase only the topo-logical structure of a sentence (i.e., verb groups, subclauses) are determined. In a second phase the phrasal grammars are applied to the contents of t ..."
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We present a divide-and-conquer strategy based on nite state technology for shallow parsing of real-world German texts. In a rst phase only the topo-logical structure of a sentence (i.e., verb groups, subclauses) are determined. In a second phase the phrasal grammars are applied to the contents
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