FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2275259821> ?p ?o ?g. }

• W2275259821 abstract "Visual Mining refers to the human analytical process that uses visual representations of raw data and makes suitable inferences. During this analytical process, users are engaged in complex cognitive activities such as decision making, problem solving, analytical reasoning and learning. Now a days, users typically use interactive visualization tools, which we call as visual mining support tools (VMSTs), to mediate their interactions with the information present in visual representations of raw data and also to support their complex cognitive activities when performing visual mining. VMSTs have two main components: visual representation and interaction. Even though, these two components are fundamental aspects of VMSTs, the research on visual representation has received the most attention. It is still unclear how to design interactions which can properly support users in performing complex cognitive activities during the visual mining process. Although some fundamental concepts and techniques regarding interaction design have been in place for a while, many established researchers are of the opinion that we do not yet have a generalized, principled, and systematic understanding of interaction components of these VMSTs, and how interactions should be analyzed, designed, and integrated to support complex cognitive activities. Many researchers have recommended that one way to address this problem is through appropriate characterization of interactions in the visual mining process. Models that provide classifications of interactions have indeed been proposed in the visualization research community. While these models are important contributions for the visualization research community, they often characterize interactions at lower levels of human information interaction and high level interactions are not well addressed. In addition, some of these models are not designed to model user activity; rather they are most applicable for representing a system’s response to user activity and not the user activity itself.In this thesis, we address this problem through characterization of the interaction space of visual mining at the appropriate level. Our main contribution in this research is the discovery of a small set of classification criteria which can comprehensively characterize the interaction space of visual mining involving interactions with VMSTs for performing complex cognitive activities. These complex cognitive activities are modeled through visual mining episodes, a coherent set of activities consisting of visual mining strategies (VMSs). Using the classification criteria, VMSs are simply described as combinations of different values of these criteria. By considering all combinations, we can comprehensively cover the interaction space of visual mining. Our VMS interaction space model is unique in identifying the activity tier, a granularity of interactions (high level) which supports performance of complex cognitive activities through interactions with visual information using VMSTs.As further demonstration of the utility of this VMS interaction space model, we describe the formulation of an inspection framework which can provide quantitative measures for the support provided by VMSTs for complex cognitive activities in visual mining. This inspection framework, which has enabled us to produce a new simpler evaluation method for VMSTs in comparison to existing evaluation methods, is based soundly on existing theories and models. Both the VMS interaction space model and the inspection framework present many interesting avenues for further research." @default.
• W2275259821 created "2016-06-24" @default.
• W2275259821 creator A5045665804 @default.
• W2275259821 date "2014-04-01" @default.
• W2275259821 modified "2023-09-24" @default.
• W2275259821 title "Modeling Complex High Level Interactions in the Process of Visual Mining" @default.
• W2275259821 cites W1234677148 @default.
• W2275259821 cites W1253302274 @default.
• W2275259821 cites W133619669 @default.
• W2275259821 cites W139043267 @default.
• W2275259821 cites W1485616050 @default.
• W2275259821 cites W1488551781 @default.
• W2275259821 cites W1499806064 @default.
• W2275259821 cites W1502456417 @default.
• W2275259821 cites W1510295748 @default.
• W2275259821 cites W1512287614 @default.
• W2275259821 cites W1516293359 @default.
• W2275259821 cites W1526630818 @default.
• W2275259821 cites W1528027857 @default.
• W2275259821 cites W1565016928 @default.
• W2275259821 cites W1566585837 @default.
• W2275259821 cites W1570555560 @default.
• W2275259821 cites W1584349672 @default.
• W2275259821 cites W1588304922 @default.
• W2275259821 cites W1590154464 @default.
• W2275259821 cites W1594453896 @default.
• W2275259821 cites W1604682389 @default.
• W2275259821 cites W167223640 @default.
• W2275259821 cites W173561724 @default.
• W2275259821 cites W180614995 @default.
• W2275259821 cites W1830386480 @default.
• W2275259821 cites W1852932948 @default.
• W2275259821 cites W1877093828 @default.
• W2275259821 cites W1897223066 @default.
• W2275259821 cites W1957139882 @default.
• W2275259821 cites W1964729842 @default.
• W2275259821 cites W1966888503 @default.
• W2275259821 cites W1971733068 @default.
• W2275259821 cites W1975960830 @default.
• W2275259821 cites W1978964594 @default.
• W2275259821 cites W1986998155 @default.
• W2275259821 cites W1987135115 @default.
• W2275259821 cites W1987831789 @default.
• W2275259821 cites W1992888948 @default.
• W2275259821 cites W1994242339 @default.
• W2275259821 cites W1996136679 @default.
• W2275259821 cites W1997816453 @default.
• W2275259821 cites W1997876555 @default.
• W2275259821 cites W2000399923 @default.
• W2275259821 cites W2012321650 @default.
• W2275259821 cites W2012837176 @default.
• W2275259821 cites W2013996050 @default.
• W2275259821 cites W2016364797 @default.
• W2275259821 cites W2018932455 @default.
• W2275259821 cites W2019461830 @default.
• W2275259821 cites W2020781346 @default.
• W2275259821 cites W2026566628 @default.
• W2275259821 cites W2031159308 @default.
• W2275259821 cites W2033991989 @default.
• W2275259821 cites W2039986606 @default.
• W2275259821 cites W2041141830 @default.
• W2275259821 cites W2041277401 @default.
• W2275259821 cites W2041470012 @default.
• W2275259821 cites W2049133117 @default.
• W2275259821 cites W2050566676 @default.
• W2275259821 cites W205282095 @default.
• W2275259821 cites W2058582093 @default.
• W2275259821 cites W2059442316 @default.
• W2275259821 cites W2059442634 @default.
• W2275259821 cites W2059859106 @default.
• W2275259821 cites W2064071397 @default.
• W2275259821 cites W2065257890 @default.
• W2275259821 cites W2066941314 @default.
• W2275259821 cites W2067404301 @default.
• W2275259821 cites W2070093636 @default.
• W2275259821 cites W2071768430 @default.
• W2275259821 cites W2074126466 @default.
• W2275259821 cites W2075388386 @default.
• W2275259821 cites W2078569098 @default.
• W2275259821 cites W2081428746 @default.
• W2275259821 cites W2083732815 @default.
• W2275259821 cites W2088003405 @default.
• W2275259821 cites W2088610948 @default.
• W2275259821 cites W2089722388 @default.
• W2275259821 cites W2092822028 @default.
• W2275259821 cites W2093772787 @default.
• W2275259821 cites W2095631681 @default.
• W2275259821 cites W2097284091 @default.
• W2275259821 cites W2097482594 @default.
• W2275259821 cites W2100757236 @default.
• W2275259821 cites W2101833337 @default.
• W2275259821 cites W2105208377 @default.
• W2275259821 cites W2112032007 @default.
• W2275259821 cites W2118926625 @default.
• W2275259821 cites W2121428076 @default.
• W2275259821 cites W2121965963 @default.
• W2275259821 cites W2124676561 @default.
• W2275259821 cites W2126661051 @default.
• W2275259821 cites W2128922568 @default.
• W2275259821 cites W2129815685 @default.

• next