Matches in SemOpenAlex for { <https://semopenalex.org/work/W2032387488> ?p ?o ?g. }
- W2032387488 abstract "This research is part of a continuing effort to show the viability of using random projection as a feature extraction and reduction technique in the classification of malware to produce more accurate classifiers. In this paper, we use a vector space model with n-gram analysis to produce weighted feature vectors from binary executables, which we then reduce to a smaller feature set using the random projection method proposed by Achlioptas, and the feature selection method of mutual information to produce two separate data sets. We then apply several popular machine learning algorithms including J48 decision tree, naïve Bayes, support vector machines, and an instance-based learner to the data sets to produce classifiers for the detection of malicious executables. We evaluate the performance of the different classifiers and discover that using a data set reduced by random projection can improve the performance of support vector machine and instance-based learner classifiers." @default.
- W2032387488 created "2016-06-24" @default.
- W2032387488 creator A5050233765 @default.
- W2032387488 creator A5050746548 @default.
- W2032387488 date "2012-03-29" @default.
- W2032387488 modified "2023-09-24" @default.
- W2032387488 title "Applying random projection to the classification of malicious applications using data mining algorithms" @default.
- W2032387488 cites W1510458496 @default.
- W2032387488 cites W192227941 @default.
- W2032387488 cites W1964993491 @default.
- W2032387488 cites W1979044407 @default.
- W2032387488 cites W2053171205 @default.
- W2032387488 cites W2063491776 @default.
- W2032387488 cites W2070535792 @default.
- W2032387488 cites W2073414385 @default.
- W2032387488 cites W2088122374 @default.
- W2032387488 cites W2089497633 @default.
- W2032387488 cites W2099053789 @default.
- W2032387488 cites W2121749752 @default.
- W2032387488 cites W2129650357 @default.
- W2032387488 cites W2135508918 @default.
- W2032387488 cites W2144796713 @default.
- W2032387488 cites W2152761983 @default.
- W2032387488 cites W2165357553 @default.
- W2032387488 cites W2166858086 @default.
- W2032387488 cites W2166901988 @default.
- W2032387488 cites W2176446742 @default.
- W2032387488 cites W2979473749 @default.
- W2032387488 doi "https://doi.org/10.1145/2184512.2184579" @default.
- W2032387488 hasPublicationYear "2012" @default.
- W2032387488 type Work @default.
- W2032387488 sameAs 2032387488 @default.
- W2032387488 citedByCount "4" @default.
- W2032387488 countsByYear W20323874882013 @default.
- W2032387488 countsByYear W20323874882016 @default.
- W2032387488 countsByYear W20323874882017 @default.
- W2032387488 countsByYear W20323874882019 @default.
- W2032387488 crossrefType "proceedings-article" @default.
- W2032387488 hasAuthorship W2032387488A5050233765 @default.
- W2032387488 hasAuthorship W2032387488A5050746548 @default.
- W2032387488 hasConcept C110083411 @default.
- W2032387488 hasConcept C111919701 @default.
- W2032387488 hasConcept C11413529 @default.
- W2032387488 hasConcept C119857082 @default.
- W2032387488 hasConcept C12267149 @default.
- W2032387488 hasConcept C124101348 @default.
- W2032387488 hasConcept C138885662 @default.
- W2032387488 hasConcept C148483581 @default.
- W2032387488 hasConcept C153180895 @default.
- W2032387488 hasConcept C154945302 @default.
- W2032387488 hasConcept C160145156 @default.
- W2032387488 hasConcept C169258074 @default.
- W2032387488 hasConcept C2776401178 @default.
- W2032387488 hasConcept C2777036070 @default.
- W2032387488 hasConcept C41008148 @default.
- W2032387488 hasConcept C41895202 @default.
- W2032387488 hasConcept C52001869 @default.
- W2032387488 hasConcept C52003472 @default.
- W2032387488 hasConcept C52622490 @default.
- W2032387488 hasConcept C541664917 @default.
- W2032387488 hasConcept C57493831 @default.
- W2032387488 hasConcept C83665646 @default.
- W2032387488 hasConcept C84525736 @default.
- W2032387488 hasConceptScore W2032387488C110083411 @default.
- W2032387488 hasConceptScore W2032387488C111919701 @default.
- W2032387488 hasConceptScore W2032387488C11413529 @default.
- W2032387488 hasConceptScore W2032387488C119857082 @default.
- W2032387488 hasConceptScore W2032387488C12267149 @default.
- W2032387488 hasConceptScore W2032387488C124101348 @default.
- W2032387488 hasConceptScore W2032387488C138885662 @default.
- W2032387488 hasConceptScore W2032387488C148483581 @default.
- W2032387488 hasConceptScore W2032387488C153180895 @default.
- W2032387488 hasConceptScore W2032387488C154945302 @default.
- W2032387488 hasConceptScore W2032387488C160145156 @default.
- W2032387488 hasConceptScore W2032387488C169258074 @default.
- W2032387488 hasConceptScore W2032387488C2776401178 @default.
- W2032387488 hasConceptScore W2032387488C2777036070 @default.
- W2032387488 hasConceptScore W2032387488C41008148 @default.
- W2032387488 hasConceptScore W2032387488C41895202 @default.
- W2032387488 hasConceptScore W2032387488C52001869 @default.
- W2032387488 hasConceptScore W2032387488C52003472 @default.
- W2032387488 hasConceptScore W2032387488C52622490 @default.
- W2032387488 hasConceptScore W2032387488C541664917 @default.
- W2032387488 hasConceptScore W2032387488C57493831 @default.
- W2032387488 hasConceptScore W2032387488C83665646 @default.
- W2032387488 hasConceptScore W2032387488C84525736 @default.
- W2032387488 hasFunder F4320338294 @default.
- W2032387488 hasLocation W20323874881 @default.
- W2032387488 hasOpenAccess W2032387488 @default.
- W2032387488 hasPrimaryLocation W20323874881 @default.
- W2032387488 hasRelatedWork W2951086240 @default.
- W2032387488 hasRelatedWork W2996717315 @default.
- W2032387488 hasRelatedWork W3127425528 @default.
- W2032387488 hasRelatedWork W3210877509 @default.
- W2032387488 hasRelatedWork W4205958290 @default.
- W2032387488 hasRelatedWork W4210428197 @default.
- W2032387488 hasRelatedWork W4213444042 @default.
- W2032387488 hasRelatedWork W4214850595 @default.
- W2032387488 hasRelatedWork W4283016678 @default.
- W2032387488 hasRelatedWork W4292651891 @default.