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Smith S., Bergeron D., Grinstein G.: `Stereophonic and Surface Sound Generation for Exploratory Data Analysis', Proc. Conf. Special Interest Group in Computer and Human Interaction (SIGCHI), 1990, pp. 125-131.

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Spatial Audio in Graphical Applications - Mulder   (Correct)

....for military aircraft pilots in target localization. Another feasible area for the use of spatial audio is scientific visualization. Some research has already been done in this area, primarily on the subject of mapping certain attributes of high dimensional data to specific acoustic features. In [SBG90], for instance, several auditory data representation techniques are described, including the generation of stereophonic sound with apparent depth and sound that appears to emanate from a two dimensional area. And in [WPFF90] an acoustic display system for visualization purposes is presented that ....

S. Smith, R.D. Bergeron, and G.G. Grinstein. Stereophonic and surface sound generation for exploratory data analysis. In Proceedings of the CHI '90, ACM Conference on Human Factors in Computing Systems, pages 123--132, April 1990.


Spatial Audio in Graphical Applications - Mulder, Dooijes   (Correct)

....could be located anywhere in space, not just on the screen. A feasible area for the use of spatial audio is scientific visualization. Some research has already been done in this area, primarily on the subject of mapping certain attributes of high dimensional data to specific acoustic features. In [SBG90], for instance, several auditory data representation techniques are described, including the generation of stereophonic sound with apparent depth and sound that appears to emanate from a two dimensional area. And in [WPFF90] an acoustic display system for visualization purposes is presented that ....

S. Smith, R.D. Bergeron, and G.G. Grinstein. Stereophonic and surface sound generation for exploratory data analysis. In Proceedings of the CHI '90, ACM Conference on Human Factors in Computing Systems, pages 123--132, April 1990.


A Model for Interaction in Exploratory Sonification Displays - Saue (2000)   (3 citations)  (Correct)

....is lacking. This becomes even more important when exploring spatially defined data. Sound is inherently a temporal medium, and its benefits depend crucially on changes over time [7] So how do we map from space to time A few solutions have been suggested, such as sonic probes controlled by mouse [8], virtual microphones [9] and control paths [10] Insofar these approaches set up a model for the mapping process, it is based on music or audio metaphors. This is not necessarily appropriate for the average user the seismic interpreter or the ultrasound data analyst. In this paper we present a ....

Smith, S., Grinstein, G.G., & Bergeron, R.D. Stereophonic and surface sound generation for exploratory data analysis. In Proceedings of CHI'90, ACM Conference on Human Factors of Computing Systems, 1990: 125-132


Scientific Visualization - Domik (1994)   (1 citation)  (Correct)

....similar faces. Faces have shown to be powerful glyphs for small data sets [Chernoff 73] glyphs for larger data sets are suggested by [Picket Grinstein 88] and [Beddow 90] Looking beyond visualization, one can also use senses other than our visual sense to express data values. Smith et al. [Smith et al. 90] and Scaletti and Craig [Scaletti Craig 91] use sound as an additional visual cue. 7.3 Line graphs Line graphs are used to display continuous information and are therefore an effective visual representation of scalar data sets of form D S 1 and of form D mS 1 . For D mS 1 , m lines ....

SMITH, S., R.D. BERGERON, AND G.G. GRINSTEIN. [1990]. Stereophonic and surface sound generation for exploratory data analysis. In Proceedings of CHI '90, pages 125--132.


Typographic Semantics Of Webpages Accessible For Visually Impaired .. - Gorny (2000)   (1 citation)  (Correct)

....only ambiguous, but it looses completely the metaphorical link to the real environment. In contrary to pixel graphics, though, some progress can be observed to represent vector graphics (lines) as tactile maps [16] In a few projects attempts were made to transform graphics into auditory output [20] or to describe pictures for the blind [11] but there still exist no practical solutions to represent any pixel graphics via auditory display. So far there are only few known solutions for the layout barrier caused by the use of layout features for semantic purposes. A word printed in different ....

S. Smith, R. D. Bergeron, G. G. Grinstein (1990): Stereophonic and surface sound generation for exploratory Data Analysis. In CHI 90 Proceedings April 1990


The Psychology of Visualization - Csinger (1992)   (Correct)

....advantage of new and old insights into human perception and improve the presentation of multi dimensional data to humans. In this review, I identify two broad sub areas of the visualization research endeavor: the use of iconographic displays to explore multi dimensional data [Fli90, FC90, JLSU87, SBG90, GPW89, PG88, CM84] and the use of graphs to represent multi dimensional relational data [Mac86a, Mac86b, RM90, BP90] The concerns of these camps are quite different, but their respective explorations have brought them into close contact, since both have recognized the importance of the human ....

....concert goer gets from the visual channel. The marvellous visualization tool that is the orchestra 9 is suggestive of some of the extant approaches to data visualization. The critical requirement of an effective data display is that it stimulate spontaneous perceptions of structure in data. SBG90] The preceding remark obviously applies to all display applications, from word processing to medical imaging. It certainly motivates some of the work in automatic graph layout and presentation, where salient dimensions of relational data are mapped to appropriate graphical techniques. In that ....

[Article contains additional citation context not shown here]

Stuart Smith, R. Daniel Bergeron, and Georges G. Grinstein. Stereophonic and surface sound generation for exploratory data analysis. In CHI'90 Proceedings, pages 125--132, April 1990.


Management of Broadband Networks Using a 3D Virtual World - Crutcher, Lazar, Feiner.. (1993)   (3 citations)  (Correct)

....displays can be used in conjunction with graphical displays to help the user gain a better sense of network activity than can be achieved through purely visual virtual worlds. Information might be redundantly encoded in graphics and sound or different information may be presented in each medium [17]. We have recently acquired a sound processing system that allows sound sources to be positioned in 3D relative to the user [18] and will be incorporating this into our system. Such spatially localized sound could help direct the user s attention to relevant parts of the virtual world. For ....

S. Smith, R. Bergeron, and G. Grinstein, "Stereophonic and Surface Sound Generation for Exploratory Data Analysis," Proc. CHI '90, ACM Press, New York, NY,1990, pp. 125--132.


User Models For Intent-Based Authoring - Csinger (1995)   (5 citations)  (Correct)

....color, shape and motion of elements lead to preattentive discrimination, and it is variation in these dimensions that we must seek to bring under data control in our texture displays. Some early implementations have been described in the literature. The Exploratory Visualization (Exvis) project [185], for instance: is a multi disciplinary effort to develop new paradigms for the exploration of data with very high dimensionality. The fundamental philosophy behind Exvis is that data representation tools shouldbe driven by the perceptual powers of the human. In addition, the interpretation of ....

Stuart Smith, R. Daniel Bergeron, and Georges G. Grinstein. Stereophonic and surface sound generation for exploratory data analysis. In CHI'90 Proceedings, pages 125--132, April 1990.


Systems for Knowledge Discovery in Databases - Matheus, Chan, Piatetsky-Shapiro (1993)   (45 citations)  (Correct)

....do not always equal the human ability to identify useful clusters, especially when dimensionality is low and visualization is possible. This has prompted the development of interactive clustering algorithms that combine the computer s computational powers with a human s knowledge and visual skills [Smith et al. 1990]. 3.5.3. Concept Description Users may sometimes be interested in the individual records in a class, but more typically they want an abstract or intentional description that summarizes interesting qualities about the class. There are two broad types of intentional descriptions: characteristic ....

S. Smith, D. Bergeron, and G. Grinstein. Stereophonic and surface sound generation for exploratory data analysis. In Conference of the Special Interest Group in Computer and Human Interaction, Seattle WA, April 1990. Systems for Knowledge Discovery in Databases Matheus, Chan, & Piatetsky


Listen: A data sonification toolkit - Wilson (1996)   (3 citations)  (Correct)

....belonging to one of four sets, using as sound parameters frequency, intensity, damping, direction (left to right) duration repetition, and rest. His subjects were able to correctly classify 90 percent of the samples. With training, their accuracy reached 98 percent [Yeung, 1980] Frysinger, 1990] [Smith et al. 1990]. 4.1.4 Bly: Classifying Multidimensional Data In 1982, Sara Bly at the University of California at Davis tested subjects ability to classify a data point as belonging to one of two six dimensional data sets. The sound parameters that she used were frequency, intensity, duration, waveshape (from ....

....of an infrared peak and note duration was proportional to the intensity of the peak. Notes were played in ascending and descending order, and then as a chord. Using these sonifications, the students were able to identify twelve organic compounds [Lunney and Morrison, 1990] Frysinger, 1990] [Smith et al. 1990]. 4.2.3 Rabenhorst et al. Sonifying Multidimensional Data In 1990, Rabenhorst et al. of the IBM Research Division and General Technical Division, used sound as an additional perceptual channel to represent multivariate data. Using data obtained from a simulation that computed attributes of a ....

Stuart Smith, R. Daniel Bergeron, and Georges G. Grinstein. Stereophonic and surface sound generation for exploratory data analysis. CHI '90 Conference Proceedings, pages 125--132, 1990.


UnWindows: Bringing Multimedia Computing to Users with.. - Ephraim Glinert   (Correct)

.... positive answer to these questions [11, 12, 13] Nonspeech audio can serve as an indicator of event occurrence [14] as a guide to object proximity [15] and (in analogy to the Geiger counter) as an indication of the density of values in a specified range during navigation through a representation [16]. It has been shown [17] that, for certain types of information, the auditory modality works just as well as the visual modality (e.g. for visual search tasks where speed is not crucial) Papp has recently explored the use of nonspeech audio as an alternative to graphics for conveying information ....

S. Smith, R. D. Bergeron, and G. G. Grinstein. Stereophonic and Surface Sound Generation for Exploratory Data Analysis. In Conf. Proc., CHI'90: Human Factors in Computing Systems , Seattle, pages 125--132, April 1-5, 1990.


A Portable System For Data Sonification - Madhyastha (1992)   (3 citations)  (Correct)

....from a presentation combining sound and graphics. In summary, Bly s experiments showed that sound was at least as useful as traditional graphical techniques in categorizing data samples. 1 See x1.3 for a review of sound characteristics. This mapping technique was later used by Smith et al. [22] and Rabenhorst et al. [17] in concert with visual data exploration environments. Smith et al. incorporate the ideas of basic data mapping with an iconographic display where each data sample is represented by an icon on the screen. Each sample may be mapped to sound attributes, including stereo ....

Smith, S., Bergeron, R. D., and Grinstein, G. G. Stereophonic and surface sound generation for exploratory data analysis. In Proceedings of the CHI'90 Conference on Human Factors in Computer Systems (Reading, MA, 1990), pp. 125 -- 132.


IVEE: An Information Visualization & Exploration Environment - Ahlberg, Wistrand (1995)   (12 citations)  (Correct)

....yet powerful architecture. To each object in a database relation a (possibly user defined) graphical object is attached. This graphical object may be a simple point of light or square as used in starfield visualizations [2] a glyph from a predefined library to create visualizations like those in [21], or arbitrary graphical Database User input Communication Handler Animation Control QueryCenter Networked clients Visualization interesting examples of visualization systems are XGobi [23] and the AT T Data Visualization Sliders [11] 1.3 Dynamic queries examples A number of interesting ....

....Systems, pages 189 194. 19] Robertson, G. Card, S. and Mackinlay, J. 1993) Information Visualization Using 3 D Interactive Animation, Communications of the ACM 36, 4, pages 56 71. 20] Shneiderman, B. 1994) Dynamic Queries for Visual Information Seeking, IEEE Software (November 1994) [21] Smith, S. Bergeron, D. Grinstein, G. 1990) Stereophonic and Surface Sound Generation for Exploratory Data Analysis, Proceedings of ACM CHI 90 Conference on Human Factors in Computing Systems, pages 125 132. 22] Spoerri, A. 1993) InfoCrystal: A visual tool for information retrieval ....

[Article contains additional citation context not shown here]

Smith, S., Bergeron, D., Grinstein, G. (1990), Stereophonic and Surface Sound Generation for Exploratory Data Analysis, Proceedings of ACM CHI'90 Conference on Human Factors in Computing Systems, pages 125-132.


Visual Assistance for Concurrent Processing - Erbacher (2000)   Self-citation (Smith Grinstein)   (Correct)

No context found.

S. Smith, R. D. Bergeron, and G. G. Grinstein, Stereophonic and Surface Sound Generation For Exploratory Data Analysis,Proceedings of CHI 90, April 1990.


30 Years of Multidimensional Multivariate Visualization - Wong, Bergeron (1997)   (10 citations)  Self-citation (Bergeron)   (Correct)

....visualization tools: dimension stacking, scatterplot matrix, glyphs, and parallel coordinates into one system with enhanced n dimensional brushing. The research in mdmv visualization has also been diversified into multidisciplinary collaborations. Attempts to combine sound with graphics [SPW92, SBG92] are currently being made. The concept of a rule based queue [BF92, BF93] was also introduced. One of the latest research issues of mdmv visualization is the need to evaluate the correctness, effectiveness, and usefulness of mdmv visualization techniques. Similar concerns also appear in the other ....

Stuart Smith, R. Daniel Bergeron, and Georges G. Grinstein. Stereophonic and surface sound generation for exploratory data analysis. In M. Blattner and R. Dannenberg, editors, Multimedia and Multimodal Interface Design. ACM Press, New York, 1992.


Using Visualization to Support - Data Mining Of   (Correct)

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Smith S., Bergeron D., Grinstein G.: `Stereophonic and Surface Sound Generation for Exploratory Data Analysis', Proc. Conf. Special Interest Group in Computer and Human Interaction (SIGCHI), 1990, pp. 125-131.


Mathematical representations: Graphs, curves and formulas - Alistair Edwards And   (Correct)

No context found.

Smith, S., Grinstein G. G. and Bergeron, R. D (1990): Stereophonic and surface sound generation for exploratory data analysis, Proceedings of CHI'90, Seattle, Washington, pp.125-132.


Using Sound to Extract Meaning From Complex Data - Scaletti, Craig (1991)   (12 citations)  (Correct)

No context found.

S. Smith, "Stereophonic and surface sound generation for exploratory data analysis," Proceedings of CHI `90, pp. 125132, ACM, New York, 1985

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