Matches in SemOpenAlex for { <https://semopenalex.org/work/W2913372224> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W2913372224 endingPage "223" @default.
- W2913372224 startingPage "215" @default.
- W2913372224 abstract "The advances and use of technology in all walks of life results in tremendous growth of data available for data mining. Large amount of knowledge available can be utilized to improve decision-making process. The data contains the noise or outlier data to some extent which hampers the classification performance of classifier built on that training data. The learning process on large data set becomes very slow, as it has to be done serially on available large datasets. It has been proved that random data reduction techniques can be used to build optimal decision trees. Thus, we can integrate data cleaning and data sampling techniques to overcome the problems in handling large data sets. In this proposed technique outlier data is first filtered out to get clean data with improved quality and then random sampling technique is applied on this clean data set to get reduced data set. This reduced data set is used to construct optimal decision tree. Experiments performed on several data sets proved that the proposed technique builds decision trees with enhanced classification accuracy as compared to classification performance on complete data set. Due to use of classification filter a quality of data is improved and sampling reduces the size of the data set. Thus, the proposed method constructs more accurate and optimal sized decision trees and it also avoids problems like overloading of memory and processor with large data sets. In addition, the time required to build a model on clean data is significantly reduced providing significant speedup." @default.
- W2913372224 created "2019-02-21" @default.
- W2913372224 creator A5011838068 @default.
- W2913372224 creator A5088526185 @default.
- W2913372224 date "2014-08-01" @default.
- W2913372224 modified "2023-09-23" @default.
- W2913372224 title "INTEGRATED EFFECT OF DATA CLEANING AND SAMPLING ON DECISION TREE LEARNING OF LARGE DATA SETS" @default.
- W2913372224 cites W1481111462 @default.
- W2913372224 cites W1506073843 @default.
- W2913372224 cites W1529363039 @default.
- W2913372224 cites W1542258417 @default.
- W2913372224 cites W1552339598 @default.
- W2913372224 cites W1556344493 @default.
- W2913372224 cites W1839292360 @default.
- W2913372224 cites W2050547330 @default.
- W2913372224 cites W2050829396 @default.
- W2913372224 cites W2051154451 @default.
- W2913372224 cites W2124316743 @default.
- W2913372224 cites W2124585801 @default.
- W2913372224 cites W2125412267 @default.
- W2913372224 cites W2128420091 @default.
- W2913372224 cites W2129281431 @default.
- W2913372224 cites W2133990480 @default.
- W2913372224 cites W2168255103 @default.
- W2913372224 cites W2172162418 @default.
- W2913372224 cites W41502859 @default.
- W2913372224 doi "https://doi.org/10.47839/ijc.11.3.565" @default.
- W2913372224 hasPublicationYear "2014" @default.
- W2913372224 type Work @default.
- W2913372224 sameAs 2913372224 @default.
- W2913372224 citedByCount "0" @default.
- W2913372224 crossrefType "journal-article" @default.
- W2913372224 hasAuthorship W2913372224A5011838068 @default.
- W2913372224 hasAuthorship W2913372224A5088526185 @default.
- W2913372224 hasBestOaLocation W29133722241 @default.
- W2913372224 hasConcept C10229987 @default.
- W2913372224 hasConcept C106131492 @default.
- W2913372224 hasConcept C111919701 @default.
- W2913372224 hasConcept C119857082 @default.
- W2913372224 hasConcept C124101348 @default.
- W2913372224 hasConcept C140779682 @default.
- W2913372224 hasConcept C154945302 @default.
- W2913372224 hasConcept C162324750 @default.
- W2913372224 hasConcept C176217482 @default.
- W2913372224 hasConcept C177264268 @default.
- W2913372224 hasConcept C199360897 @default.
- W2913372224 hasConcept C21547014 @default.
- W2913372224 hasConcept C24756922 @default.
- W2913372224 hasConcept C31972630 @default.
- W2913372224 hasConcept C41008148 @default.
- W2913372224 hasConcept C42199009 @default.
- W2913372224 hasConcept C5481197 @default.
- W2913372224 hasConcept C58489278 @default.
- W2913372224 hasConcept C68339613 @default.
- W2913372224 hasConcept C739882 @default.
- W2913372224 hasConcept C79337645 @default.
- W2913372224 hasConcept C84525736 @default.
- W2913372224 hasConcept C95623464 @default.
- W2913372224 hasConceptScore W2913372224C10229987 @default.
- W2913372224 hasConceptScore W2913372224C106131492 @default.
- W2913372224 hasConceptScore W2913372224C111919701 @default.
- W2913372224 hasConceptScore W2913372224C119857082 @default.
- W2913372224 hasConceptScore W2913372224C124101348 @default.
- W2913372224 hasConceptScore W2913372224C140779682 @default.
- W2913372224 hasConceptScore W2913372224C154945302 @default.
- W2913372224 hasConceptScore W2913372224C162324750 @default.
- W2913372224 hasConceptScore W2913372224C176217482 @default.
- W2913372224 hasConceptScore W2913372224C177264268 @default.
- W2913372224 hasConceptScore W2913372224C199360897 @default.
- W2913372224 hasConceptScore W2913372224C21547014 @default.
- W2913372224 hasConceptScore W2913372224C24756922 @default.
- W2913372224 hasConceptScore W2913372224C31972630 @default.
- W2913372224 hasConceptScore W2913372224C41008148 @default.
- W2913372224 hasConceptScore W2913372224C42199009 @default.
- W2913372224 hasConceptScore W2913372224C5481197 @default.
- W2913372224 hasConceptScore W2913372224C58489278 @default.
- W2913372224 hasConceptScore W2913372224C68339613 @default.
- W2913372224 hasConceptScore W2913372224C739882 @default.
- W2913372224 hasConceptScore W2913372224C79337645 @default.
- W2913372224 hasConceptScore W2913372224C84525736 @default.
- W2913372224 hasConceptScore W2913372224C95623464 @default.
- W2913372224 hasLocation W29133722241 @default.
- W2913372224 hasOpenAccess W2913372224 @default.
- W2913372224 hasPrimaryLocation W29133722241 @default.
- W2913372224 hasRelatedWork W1509952714 @default.
- W2913372224 hasRelatedWork W2348425918 @default.
- W2913372224 hasRelatedWork W2362478356 @default.
- W2913372224 hasRelatedWork W2367685636 @default.
- W2913372224 hasRelatedWork W2372756775 @default.
- W2913372224 hasRelatedWork W2913372224 @default.
- W2913372224 hasRelatedWork W3135874320 @default.
- W2913372224 hasRelatedWork W4293786841 @default.
- W2913372224 hasRelatedWork W4302004071 @default.
- W2913372224 hasRelatedWork W171825060 @default.
- W2913372224 isParatext "false" @default.
- W2913372224 isRetracted "false" @default.
- W2913372224 magId "2913372224" @default.
- W2913372224 workType "article" @default.