FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W89025900> ?p ?o ?g. }

• W89025900 abstract "†† † † † To improve the prediction performance of fault-proneness models, this paper experimentally evaluates the effect of over and under sampling methods, which are preprocessing procedures for a fit dataset. The sampling methods are expected to improve the prediction performance when the fit dataset is imbalanced, i.e. there exists a large bias between the number of faultprone modules and the number of non-fault-prone modules. There is, however, no research that reports the effects of applying sampling methods to fault-proneness models. In the experiment, we evaluated the effects of four sampling methods (ROS, SMOTE, RUS, TLUS) applied to four fault-proneness models (linear discriminant analysis, logistic regression analysis, neural network and classification tree) by using two module sets (ratios of fault-prone modules are 5.67% and 13.16%) derived from large-scale legacy software that has been developed and maintained by a Japanese software company. The results showed that all four sampling methods improved the prediction performance of every fault-proneness model except the classification tree. However, the improvement by TLUS was less than that of the other sampling methods. The improvements in F1-Values were 0.079 at minimum, 0.303 at maximum and 0.146 at the mean when three sampling methods (ROS, SMOTE and RUS) were applied to three fault-proneness models (linear, logistic and neural network)." @default.
• W89025900 created "2016-06-24" @default.
• W89025900 creator A5000352767 @default.
• W89025900 creator A5011588138 @default.
• W89025900 creator A5045097606 @default.
• W89025900 creator A5075512856 @default.
• W89025900 creator A5078686662 @default.
• W89025900 date "2007-01-01" @default.
• W89025900 modified "2023-09-24" @default.
• W89025900 title "Applying Sampling Methods to Fault-prone Module Detection" @default.
• W89025900 cites W1498436455 @default.
• W89025900 cites W1591261915 @default.
• W89025900 cites W1941659294 @default.
• W89025900 cites W1971040550 @default.
• W89025900 cites W2080066761 @default.
• W89025900 cites W2083352779 @default.
• W89025900 cites W2104124430 @default.
• W89025900 cites W2110656807 @default.
• W89025900 cites W2120959322 @default.
• W89025900 cites W2123127356 @default.
• W89025900 cites W2148143831 @default.
• W89025900 cites W2156698734 @default.
• W89025900 cites W2496203100 @default.
• W89025900 cites W85350352 @default.
• W89025900 hasPublicationYear "2007" @default.
• W89025900 type Work @default.
• W89025900 sameAs 89025900 @default.
• W89025900 citedByCount "0" @default.
• W89025900 crossrefType "journal-article" @default.
• W89025900 hasAuthorship W89025900A5000352767 @default.
• W89025900 hasAuthorship W89025900A5011588138 @default.
• W89025900 hasAuthorship W89025900A5045097606 @default.
• W89025900 hasAuthorship W89025900A5075512856 @default.
• W89025900 hasAuthorship W89025900A5078686662 @default.
• W89025900 hasConcept C105795698 @default.
• W89025900 hasConcept C106131492 @default.
• W89025900 hasConcept C119857082 @default.
• W89025900 hasConcept C124101348 @default.
• W89025900 hasConcept C127313418 @default.
• W89025900 hasConcept C140779682 @default.
• W89025900 hasConcept C151956035 @default.
• W89025900 hasConcept C152745839 @default.
• W89025900 hasConcept C153180895 @default.
• W89025900 hasConcept C154945302 @default.
• W89025900 hasConcept C165205528 @default.
• W89025900 hasConcept C172707124 @default.
• W89025900 hasConcept C175551986 @default.
• W89025900 hasConcept C199360897 @default.
• W89025900 hasConcept C2777904410 @default.
• W89025900 hasConcept C31972630 @default.
• W89025900 hasConcept C33923547 @default.
• W89025900 hasConcept C34736171 @default.
• W89025900 hasConcept C41008148 @default.
• W89025900 hasConcept C50644808 @default.
• W89025900 hasConcept C69738355 @default.
• W89025900 hasConcept C84525736 @default.
• W89025900 hasConceptScore W89025900C105795698 @default.
• W89025900 hasConceptScore W89025900C106131492 @default.
• W89025900 hasConceptScore W89025900C119857082 @default.
• W89025900 hasConceptScore W89025900C124101348 @default.
• W89025900 hasConceptScore W89025900C127313418 @default.
• W89025900 hasConceptScore W89025900C140779682 @default.
• W89025900 hasConceptScore W89025900C151956035 @default.
• W89025900 hasConceptScore W89025900C152745839 @default.
• W89025900 hasConceptScore W89025900C153180895 @default.
• W89025900 hasConceptScore W89025900C154945302 @default.
• W89025900 hasConceptScore W89025900C165205528 @default.
• W89025900 hasConceptScore W89025900C172707124 @default.
• W89025900 hasConceptScore W89025900C175551986 @default.
• W89025900 hasConceptScore W89025900C199360897 @default.
• W89025900 hasConceptScore W89025900C2777904410 @default.
• W89025900 hasConceptScore W89025900C31972630 @default.
• W89025900 hasConceptScore W89025900C33923547 @default.
• W89025900 hasConceptScore W89025900C34736171 @default.
• W89025900 hasConceptScore W89025900C41008148 @default.
• W89025900 hasConceptScore W89025900C50644808 @default.
• W89025900 hasConceptScore W89025900C69738355 @default.
• W89025900 hasConceptScore W89025900C84525736 @default.
• W89025900 hasLocation W890259001 @default.
• W89025900 hasOpenAccess W89025900 @default.
• W89025900 hasPrimaryLocation W890259001 @default.
• W89025900 hasRelatedWork W1604570830 @default.
• W89025900 hasRelatedWork W1802207720 @default.
• W89025900 hasRelatedWork W1999882329 @default.
• W89025900 hasRelatedWork W2020105072 @default.
• W89025900 hasRelatedWork W2040852115 @default.
• W89025900 hasRelatedWork W2083027321 @default.
• W89025900 hasRelatedWork W2122195835 @default.
• W89025900 hasRelatedWork W2129330296 @default.
• W89025900 hasRelatedWork W2129857650 @default.
• W89025900 hasRelatedWork W2146254396 @default.
• W89025900 hasRelatedWork W2149858766 @default.
• W89025900 hasRelatedWork W2161349318 @default.
• W89025900 hasRelatedWork W2171412484 @default.
• W89025900 hasRelatedWork W2171824022 @default.
• W89025900 hasRelatedWork W2175293514 @default.
• W89025900 hasRelatedWork W2286559615 @default.
• W89025900 hasRelatedWork W2974631082 @default.
• W89025900 hasRelatedWork W3005362937 @default.
• W89025900 hasRelatedWork W3134861414 @default.

• next