129 research outputs found

    Survey on Individual Differences in Visualization

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    Developments in data visualization research have enabled visualization systems to achieve great general usability and application across a variety of domains. These advancements have improved not only people's understanding of data, but also the general understanding of people themselves, and how they interact with visualization systems. In particular, researchers have gradually come to recognize the deficiency of having one-size-fits-all visualization interfaces, as well as the significance of individual differences in the use of data visualization systems. Unfortunately, the absence of comprehensive surveys of the existing literature impedes the development of this research. In this paper, we review the research perspectives, as well as the personality traits and cognitive abilities, visualizations, tasks, and measures investigated in the existing literature. We aim to provide a detailed summary of existing scholarship, produce evidence-based reviews, and spur future inquiry

    Balancing Human and Machine Contributions in Human Computation Systems

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    Many interesting and successful human computation systems leverage the complementary computational strengths of both humans and machines to solve these problems. In this chapter, we examine Human Computation as a type of Human-Computer Collaborationā€”collaboration involving at least one human and at least one computational agent. We discuss recent advances in the open area of function allocation, and explore how to balance the contributions of humans and machines in computational systems. We then explore how human-computer collaborative strategies can be used to solve problems that are difficult or computationally infeasible for computers or humans alone

    Priming Locus of Control to Affect Performance

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    Recent research suggests that the personality trait Locus of Control (LOC) can be a reliable predictor of performance when learn- ing a new visualization tool. While these results are compelling and have direct implications to visualization design, the relation- ship between a userā€™s LOC measure and their performance is not well understood. We hypothesize that there is a dependent relation- ship between LOC and performance; specifically, a personā€™s orientation on the LOC scale directly influences their performance when learning new visualizations. To test this hypothesis, we conduct an experiment with 300 subjects using Amazonā€™s Mechanical Turk. We adapt techniques from personality psychology to manipulate a userā€™s LOC so that users are either primed to be more internally or externally oriented on the LOC scale. Replicating previous studies investigating the effect of LOC on performance, we measure usersā€™ speed and accuracy as they use visualizations with varying visual metaphors. Our findings demonstrate that changing a userā€™s LOC impacts their performance. We find that a change in usersā€™ LOC results in performance changes

    Manipulating and Controlling for Personality Effects on Visualization Tasks

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    Researchers in humanā€“computer interaction and visualization have recently been challenged to develop a better understanding of usersā€™ underlying cognitive processes in order to improve system design and evaluation. While existing studies lay a critical foundation for understanding the role of cognitive processes and individual differences in visualization, concretizing the intuition that each user experiences a visual interface through an individual cognitive lens is only half the battle. In this article, we investigate the impact of manipulating usersā€™ personality on observed behavior when using a visualization. In a targeted study, we demonstrate that personality priming can result in changes in behavior when interacting with visualizations. We then discuss how this and similar techniques could be used to control for personality effects when designing and evaluating visualizations systems

    Understanding Visualization by Understanding Individual Users

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    The effect of magnetic resonance imaging on mercury release from dental amalgam at 3T and 7T

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    Objectives To measure mercury release from standardised hydroxyapatite/amalgam constructs during MRI scanning and investigate the impact of static field strength and radiofrequency (RF) power on mercury release. Methods Amalgam was placed into 140 hydroxyapatite disks and matured for 14-days in artificial saliva. The solution was replaced, and samples split into five groups of 28 immediately prior to MRI. One group had no exposure, and the remainder were exposed to either a 3T or 7T MRI scanner, each at high and low RF power. Mercury concentration was measured by inductively coupled plasma mass spectrometry. Groups were compared using one-way ANOVA, and two-way ANOVA for main effects/ interaction of field strength/ RF power. Results Mercury concentration was increased in the 7T groups (high/ low: 15.43/ 11.33 ng mLāˆ’1) and 3T high group (3.59) compared to control (2.44). MRI field strength significantly increased mercury release (p < .001) as did RF power (p = .030). At 3T, mercury release was 20.3 times lower than during maturation of dental amalgam, and for the average person an estimated 1.50 ng kgāˆ’1 of mercury might be released during one 3T investigation; this is substantially lower than the tolerable weekly intake of 4,000 ng kgāˆ’1. Conclusion Mercury release from amalgam shows a measurable increase following MRI, and the magnitude changes with magnetic field strength and RF power. The amount of mercury released is small compared to release during amalgam maturation. Amalgam mercury release during MRI is unlikely to be clinically meaningful and highly likely to remain below safe levels

    Detection of the Natural Alpha Decay of Tungsten

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    The natural alpha decay of 180W has been unambiguously detected for the first time. The alpha peak is found in a (gamma,beta and neutron)-free background spectrum. This has been achieved by the simultaneous measurement of phonon and light signals with the CRESST cryogenic detectors. A half-life of T1/2 = (1.8 +- 0.2) x 10^18 y and an energy release of Q = (2516.4 +- 1.1 (stat.) +- 1.2 (sys.)) keV have been measured. New limits are also set on the half-lives of the other naturally occurring tungsten isotopes.Comment: Submitted to Physical Review C Revised versio

    At the world's edge: Reconstructing diet and geographic origins in medieval Iceland using isotope and trace element analyses

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    Objectives A multiā€isotope study was conducted on individuals buried at SkriĆ°uklaustur monastery (AD 1493ā€“1554) to investigate their geographic origins and dietary composition. Comparative material from individuals excavated from SkeljastaĆ°ir, an inland farm site was also analyzed. Materials and methods Bone collagen was extracted from 50 humans (SkriĆ°uklaustur and SkeljastaĆ°ir) and 25 animals (SkriĆ°uklaustur) and analyzed for Ī“13C, Ī“15N, and Ī“34S. Dental enamel samples from 31 individuals (SkriĆ°uklaustur) were also analyzed for 87Sr/86Sr, Ī“18O, Ī“13C, and trace elements (Pb, Sr, Zn, Ba). Results The mean value determined from individuals from SkriĆ°uklaustur (n = 36) was Ī“13C = āˆ’18.7ā€‰Ā±ā€‰0.8ā€°, Ī“15N = 12.8ā€‰Ā±ā€‰1.1ā€°, and Ī“34S = 9.0ā€‰Ā±ā€‰1.6ā€°, whereas at SkeljastaĆ°ir (n = 14), it was Ī“13C = āˆ’20.5ā€‰Ā±ā€‰0.8ā€°, Ī“15N = 7.8ā€‰Ā±ā€‰0.9ā€°, and Ī“34S = 9.4ā€‰Ā±ā€‰1.6ā€°. At SkriĆ°uklaustur, human dental enamel samples (n = 31) provided a 87Sr/86Sr range of 0.7060ā€“0.7088, Ī“18Ophosphate from 13.9 to 16.1ā€° and Ī“13Ccarbonate from āˆ’16.6 to āˆ’12.9ā€°. Inferred drinking water (Ī“18Odw) values range from āˆ’12.3 to āˆ’8.9ā€°. Sr concentrations range from 25.8 to 156.7 ppm, Ba from 0.11 to 0.81ā€‰ppm, Zn from 43.8 to 145.8 ppm, and Pb from 0.13 to 9.40ā€‰ppm. Discussion A combination of results indicates that the people from SkriĆ°uklaustur were born in Iceland, but some lived inland during childhood while others lived closer to the coast. Since SkriĆ°uklaustur was a hospital, these individuals may have sought medical treatment at the monastery. The Ī“13C and Ī“15N values determined from bone collagen indicate that the people residing at SkriĆ°uklaustur consumed a diet high in marine protein, while those residing at SkeljastaĆ°ir exhibit values more consistent with terrestrial resources.This research was financed by FornminjasjĆ³Ć°ur (the Archaeology Fund), HĆ”skĆ³lasjĆ³Ć°ur EimskipafĆ©lags ƍslands (the Eimskip University Fund), and the Stable Isotope Biogeochemistry Laboratory (SIBL).Peer Reviewe
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