Rule Extraction
Rule Extraction from Support Vector Machines: A Geometric Approach
... the rule extraction problem as a pure geo- metric task without considering the structure of the learning models and important support ...SVM rule extraction algorithms that require specific ...
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Fine Grained Tree to String Translation Rule Extraction
... rather than the 1-best tree used by Galley et al. (2004; 2006). Two problems were managed to be tackled during extracting rules from an aligned forest-string pair: where to cut and how to cut. Equation 1 was used again ...
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Predicting the Benefit of Rule Extraction: A Novel Component in Data Mining
... When performing data mining, the selection of data mining technique is a critical decision. Often this choice boils down to whether a transparent model is needed or not. Most research indicates that techniques producing ...
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Exact and Approximate Rule Extraction from Neural Networks with Boolean Features
... to rule extraction treats the neural network as a black box, and the extracted Boolean function results in a deci- sion making method that is more explainable to hu- mans (Gunning, ...
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An integrated method for cancer classification and rule extraction from microarray data
... a rule extraction system is nec- essary to consider the model interpretability which can provide a pathway to explore underlying relationships among data; however, this restriction often affects the sys- ...
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Extended Taxonomy of Rule Extraction Techniques and Assessment of KDRuleEx
... of rule extraction is dual, that is, extracted rules must satisfy both accuracy and comprehensibility ...of rule extraction is tedious and results in complex and large ...of rule ...
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Learning Better Rule Extraction with Translation Span Alignment
... transformation rule extraction by deleting spurious links and adding new valuable links with the help of bilingual translation span alignments that are built by using a phrase-based forced decoding ...
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Decision Degree-based Decision Tree Technology for Rule Extraction
... As a recently renewed research topic, granular computing is a new concept and computational model, and may be regarded as a label of family of theories, methodologies, and techniques [1-3]. Rough set theory [4-7], as a ...
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Rule Extraction for Tree to Tree Transducers by Cost Minimization
... the rule state and children states, and several measures of charac- ter overlaps between the leaves of the source and in- formation associated to leaves in target tree ...average rule extraction time ...
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From Grammar Rule Extraction to Treebanking: A Bootstrapping Approach
... one rule is the input into another rule and in each rule only a por- tion and not the whole string is ...next rule is not applied unless the local conditions are ...grammar rule ...
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Sentiment recognition by rule extraction from support vector machines
... emotion extraction by use of support vector machines is that, after learning, it is not quite clear what has been ...and rule extraction from support vector machines, a set of techniques used for ...
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Logic minimization and rule extraction for identification of functional sites in molecular sequences
... This encoding scheme is similar to the one presented by Li et al. [50] but they use 20 amino acids around the S or T residues. Although both Li et al. [50] and our group use binary data and SVM in the O-glycosylation ...
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Extraction Programs: A Unified Approach to Translation Rule Extraction
... translation rule extraction and show that several popular extraction methods (includ- ing phrase pair extraction, hierarchical phrase pair extraction, and GHKM extraction) can be ...
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Destructive Algorithm for Rule Extraction based on a Trained Neural Network
... the rule extraction algorithms from neural network may characterize different methods using five dimensions [35]: (a) the „expressive power‟ of the extracted rules (types of rules extracted); (b) the ...
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An Empirical Study of Translation Rule Extraction with Multiple Parsers
... based rule extraction, an alterna- tive way is to learn parsers on treebanks anno- tated by different organizations ...resulting rule sets (or heterogeneous grammars for short) for probabil- ity ...
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Forest based Translation Rule Extraction
... Translation rule extraction is a fundamental problem in machine translation, especially for linguistically syntax-based systems that need parse trees from either or both sides of the bi- ...the rule ...
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GHKM Rule Extraction and Scope 3 Parsing in Moses
... every rule pattern found during initialization, the corresponding grammar trie ver- tex was recorded and that the vertex holds an as- sociative array in which the keys are sequences of target-side non-terminal ...
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Multi Word Unit Dependency Forest based Translation Rule Extraction
... extracted rule, we counted the number of the recovered sentences, ...extracted rule for each sentence pair generates the target sen- tence by combining the extracted ...a rule γ by the posterior ...
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Automatic Grammar Rule Extraction and Ranking for Definitions
... inition extraction gave surprising results, managing to identify only definitions, achieving a 100% precision, albeit having identified rules to capture only half of the definitional set of ...
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Power Emergency Prediction Analysis and Emergency Decision Analysis Model
... scenario rule extraction and emergency decision; The Research of Scene Rule Recognition and Extraction Technology Based on Power Emergency Prediction Model follows three steps in a main ...
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