3D matrix-based visualization system of association rules

With the growing number of association rules, it becomes moreand more difficult for users to explore interesting rules due toits nature complexity. Studies base on human perception andintuition show that graphical representation could be a betterillustration of how to handle data by using the capabi...

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Bibliographic Details
Main Author: Wang, Biying
Format: Others
Language:English
Published: Mittuniversitetet, Avdelningen för informations- och kommunikationssystem 2016
Subjects:
3D
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:miun:diva-29344
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spelling ndltd-UPSALLA1-oai-DiVA.org-miun-293442018-01-14T05:11:51Z3D matrix-based visualization system of association rulesengWang, BiyingMittuniversitetet, Avdelningen för informations- och kommunikationssystem20163Dmatrix-based approachvisualization systemassociation rulesComputer EngineeringDatorteknikWith the growing number of association rules, it becomes moreand more difficult for users to explore interesting rules due toits nature complexity. Studies base on human perception andintuition show that graphical representation could be a betterillustration of how to handle data by using the capabilities ofthe human visual system to seek information. The 3D matrixbasedapproach visualization system of association rules called3DMVS was implemented in present study. The main visualrepresentation employed the extended matrix-based approachwith rule-to-items mapping to general transaction data set. Anovel method merging rules and assigning weight is proposedto generate new rules to reduce the dimension of theassociation rules, which will help users to find more importantitems in the new rule. Additionally, several interactions suchas sorting, filtering, zoom and rotation, facilitate decisionmakers to explore the rules they are interested in variousaspects. Finally, various evaluation techniques have beenemployed to assess the system from a logical reasoning pointof view. Student thesisinfo:eu-repo/semantics/bachelorThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:se:miun:diva-29344Local DT-V16-A2-007application/pdfinfo:eu-repo/semantics/openAccess
collection NDLTD
language English
format Others
sources NDLTD
topic 3D
matrix-based approach
visualization system
association rules
Computer Engineering
Datorteknik
spellingShingle 3D
matrix-based approach
visualization system
association rules
Computer Engineering
Datorteknik
Wang, Biying
3D matrix-based visualization system of association rules
description With the growing number of association rules, it becomes moreand more difficult for users to explore interesting rules due toits nature complexity. Studies base on human perception andintuition show that graphical representation could be a betterillustration of how to handle data by using the capabilities ofthe human visual system to seek information. The 3D matrixbasedapproach visualization system of association rules called3DMVS was implemented in present study. The main visualrepresentation employed the extended matrix-based approachwith rule-to-items mapping to general transaction data set. Anovel method merging rules and assigning weight is proposedto generate new rules to reduce the dimension of theassociation rules, which will help users to find more importantitems in the new rule. Additionally, several interactions suchas sorting, filtering, zoom and rotation, facilitate decisionmakers to explore the rules they are interested in variousaspects. Finally, various evaluation techniques have beenemployed to assess the system from a logical reasoning pointof view.
author Wang, Biying
author_facet Wang, Biying
author_sort Wang, Biying
title 3D matrix-based visualization system of association rules
title_short 3D matrix-based visualization system of association rules
title_full 3D matrix-based visualization system of association rules
title_fullStr 3D matrix-based visualization system of association rules
title_full_unstemmed 3D matrix-based visualization system of association rules
title_sort 3d matrix-based visualization system of association rules
publisher Mittuniversitetet, Avdelningen för informations- och kommunikationssystem
publishDate 2016
url http://urn.kb.se/resolve?urn=urn:nbn:se:miun:diva-29344
work_keys_str_mv AT wangbiying 3dmatrixbasedvisualizationsystemofassociationrules
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