FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2901922404> ?p ?o ?g. }

• W2901922404 endingPage "284" @default.
• W2901922404 startingPage "284" @default.
• W2901922404 abstract "Big Data classification has recently received a great deal of attention due to the main properties of Big Data, which are volume, variety, and velocity. The furthest-pair-based binary search tree (FPBST) shows a great potential for Big Data classification. This work attempts to improve the performance the FPBST in terms of computation time, space consumed and accuracy. The major enhancement of the FPBST includes converting the resultant BST to a decision tree, in order to remove the need for the slow K-nearest neighbors (KNN), and to obtain a smaller tree, which is useful for memory usage, speeding both training and testing phases and increasing the classification accuracy. The proposed decision trees are based on calculating the probabilities of each class at each node using various methods; these probabilities are then used by the testing phase to classify an unseen example. The experimental results on some (small, intermediate and big) machine learning datasets show the efficiency of the proposed methods, in terms of space, speed and accuracy compared to the FPBST, which shows a great potential for further enhancements of the proposed methods to be used in practice." @default.
• W2901922404 created "2018-11-29" @default.
• W2901922404 creator A5032563975 @default.
• W2901922404 date "2018-11-17" @default.
• W2901922404 modified "2023-10-12" @default.
• W2901922404 title "Furthest-Pair-Based Decision Trees: Experimental Results on Big Data Classification" @default.
• W2901922404 cites W2049644877 @default.
• W2901922404 cites W2122111042 @default.
• W2901922404 cites W2128420091 @default.
• W2901922404 cites W2165558283 @default.
• W2901922404 cites W2168745915 @default.
• W2901922404 cites W2290145898 @default.
• W2901922404 cites W2432436793 @default.
• W2901922404 cites W2606436201 @default.
• W2901922404 cites W2759144750 @default.
• W2901922404 cites W2767547957 @default.
• W2901922404 cites W2782485997 @default.
• W2901922404 cites W2784258506 @default.
• W2901922404 cites W2789468576 @default.
• W2901922404 cites W2792473554 @default.
• W2901922404 cites W2803396742 @default.
• W2901922404 cites W2890011953 @default.
• W2901922404 cites W2896791469 @default.
• W2901922404 cites W2898051438 @default.
• W2901922404 cites W2903449363 @default.
• W2901922404 cites W2911964244 @default.
• W2901922404 cites W4242648443 @default.
• W2901922404 doi "https://doi.org/10.3390/info9110284" @default.
• W2901922404 hasPublicationYear "2018" @default.
• W2901922404 type Work @default.
• W2901922404 sameAs 2901922404 @default.
• W2901922404 citedByCount "21" @default.
• W2901922404 countsByYear W29019224042017 @default.
• W2901922404 countsByYear W29019224042019 @default.
• W2901922404 countsByYear W29019224042020 @default.
• W2901922404 countsByYear W29019224042021 @default.
• W2901922404 countsByYear W29019224042022 @default.
• W2901922404 countsByYear W29019224042023 @default.
• W2901922404 crossrefType "journal-article" @default.
• W2901922404 hasAuthorship W2901922404A5032563975 @default.
• W2901922404 hasBestOaLocation W29019224041 @default.
• W2901922404 hasConcept C111919701 @default.
• W2901922404 hasConcept C113174947 @default.
• W2901922404 hasConcept C11413529 @default.
• W2901922404 hasConcept C119857082 @default.
• W2901922404 hasConcept C121332964 @default.
• W2901922404 hasConcept C124101348 @default.
• W2901922404 hasConcept C127413603 @default.
• W2901922404 hasConcept C134306372 @default.
• W2901922404 hasConcept C136197465 @default.
• W2901922404 hasConcept C153180895 @default.
• W2901922404 hasConcept C154945302 @default.
• W2901922404 hasConcept C20556612 @default.
• W2901922404 hasConcept C2777212361 @default.
• W2901922404 hasConcept C2778572836 @default.
• W2901922404 hasConcept C33923547 @default.
• W2901922404 hasConcept C41008148 @default.
• W2901922404 hasConcept C45374587 @default.
• W2901922404 hasConcept C5481197 @default.
• W2901922404 hasConcept C62520636 @default.
• W2901922404 hasConcept C62611344 @default.
• W2901922404 hasConcept C66938386 @default.
• W2901922404 hasConcept C75684735 @default.
• W2901922404 hasConcept C84525736 @default.
• W2901922404 hasConceptScore W2901922404C111919701 @default.
• W2901922404 hasConceptScore W2901922404C113174947 @default.
• W2901922404 hasConceptScore W2901922404C11413529 @default.
• W2901922404 hasConceptScore W2901922404C119857082 @default.
• W2901922404 hasConceptScore W2901922404C121332964 @default.
• W2901922404 hasConceptScore W2901922404C124101348 @default.
• W2901922404 hasConceptScore W2901922404C127413603 @default.
• W2901922404 hasConceptScore W2901922404C134306372 @default.
• W2901922404 hasConceptScore W2901922404C136197465 @default.
• W2901922404 hasConceptScore W2901922404C153180895 @default.
• W2901922404 hasConceptScore W2901922404C154945302 @default.
• W2901922404 hasConceptScore W2901922404C20556612 @default.
• W2901922404 hasConceptScore W2901922404C2777212361 @default.
• W2901922404 hasConceptScore W2901922404C2778572836 @default.
• W2901922404 hasConceptScore W2901922404C33923547 @default.
• W2901922404 hasConceptScore W2901922404C41008148 @default.
• W2901922404 hasConceptScore W2901922404C45374587 @default.
• W2901922404 hasConceptScore W2901922404C5481197 @default.
• W2901922404 hasConceptScore W2901922404C62520636 @default.
• W2901922404 hasConceptScore W2901922404C62611344 @default.
• W2901922404 hasConceptScore W2901922404C66938386 @default.
• W2901922404 hasConceptScore W2901922404C75684735 @default.
• W2901922404 hasConceptScore W2901922404C84525736 @default.
• W2901922404 hasIssue "11" @default.
• W2901922404 hasLocation W29019224041 @default.
• W2901922404 hasLocation W29019224042 @default.
• W2901922404 hasOpenAccess W2901922404 @default.
• W2901922404 hasPrimaryLocation W29019224041 @default.
• W2901922404 hasRelatedWork W102063058 @default.
• W2901922404 hasRelatedWork W1982169401 @default.
• W2901922404 hasRelatedWork W2030894524 @default.
• W2901922404 hasRelatedWork W2348694184 @default.
• W2901922404 hasRelatedWork W2350430350 @default.
• W2901922404 hasRelatedWork W2356463514 @default.

• next