Interaction Analysis for Adaptive User Interfaces

Nazemi, Kawa; Stab, Christian; Fellner, Dieter W.

doi:10.1007/978-3-642-14922-1_45

Cited by 15 publications

(22 citation statements)

References 6 publications

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“…The goal is to provide a short insight into the modeling and usage of the techniques. This section was partially published in [Sta09,NSF10b,NSF10a] and relies on these works.…”

Section: Predictive Statistical Methodsmentioning

confidence: 99%

“…Based on the distance training data can be compared and classified. The classification of user interaction data with clustering algorithms is commonly constrained, thus the user interactions are occurring as series of interactions and the subset that should be compared is relatively fuzzy to identify [Sta09,NSF10b]. Another group of unsupervised learning are probabilistic learning (or predictive statistical) methods [ZA01], which are used to describe predictions between various variables and states [MPG03].…”

Section: The Adaptation Processmentioning

confidence: 99%

“…The adaptation of information visualization requires the acquisition of users' informational context. The context information of interaction events constitutes a useful knowledge source for understanding and analyzing the behavior of the user [HR00,NSF10b]. Thus in information and semantics visualization, the underlying data with which the user interacts may change due to the character of visualization systems that are designed to visualize different and heterogeneous content.…”

Section: Formal Representation Of Users' Interactionsmentioning

confidence: 99%

“…A domain is according to the Relational Markov Models a tree, representing an abstraction hierarchy [ADW02] and indicates a certain field of knowledge about interaction events. An interaction event I is described as a relation instantiated with leaf values of the domains equivalent to RMM (see Section 4.3.2) as illustrated in the Equation 6.5 [Sta09,NSF10b].…”

Section: Formal Representation Of Users' Interactionsmentioning

confidence: 99%

“…Thereby leaves(D i ) are the leaf nodes of the domain D i and r is a relation over the domains D 1 , ..., D n [NSF10b].…”

Section: Formal Representation Of Users' Interactionsmentioning

confidence: 99%

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Adaptive Semantics Visualization

Nazemi¹

2016

Studies in Computational Intelligence

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Human access to the increasing amount of information and data plays an essential role for the professional level and also for everyday life. While information visualization has developed new and remarkable ways for visualizing data and enabling the exploration process, adaptive systems focus on users' behavior to tailor information for supporting the information acquisition process. Recent research on adaptive visualization shows promising ways of synthesizing these two complementary approaches and make use of the surpluses of both disciplines. The emerged methods and systems aim to increase the performance, acceptance, and user experience of graphical data representations for a broad range of users. Although the evaluation results of the recently proposed systems are promising, some important aspects of information visualization are not considered in the adaptation process. The visual adaptation is commonly limited to change either visual parameters or replace visualizations entirely. Further, no existing approach adapts the visualization based on data and user characteristics. Other limitations of existing approaches include the fact that the visualizations require training by experts in the field. VII VIIIFinally, I thank my loved ones -my wife Mariam, my son Kian, my brothers and parents for their unlimited support, love, and patience.

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“…The goal is to provide a short insight into the modeling and usage of the techniques. This section was partially published in [Sta09,NSF10b,NSF10a] and relies on these works.…”

Section: Predictive Statistical Methodsmentioning

confidence: 99%

Section: The Adaptation Processmentioning

confidence: 99%

Section: Formal Representation Of Users' Interactionsmentioning

confidence: 99%

Section: Formal Representation Of Users' Interactionsmentioning

confidence: 99%

“…Thereby leaves(D i ) are the leaf nodes of the domain D i and r is a relation over the domains D 1 , ..., D n [NSF10b].…”

Section: Formal Representation Of Users' Interactionsmentioning

confidence: 99%

See 3 more Smart Citations