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A Role for Reasoning in Visual Analytics

Tera Marie Green, Ross Maciejewski
2013 2013 46th Hawaii International Conference on System Sciences  
Analysis supported by interactive visual interfaces is a complex process.  ...  It involves computational analytics (the visualization of both raw and derived data) and an analytical process which requires a human to extract knowledge from the data by directly interacting and manipulating  ...  His research demonstrates that these models are used to make decisions and solve problems, but a model or a system of mental models can be used to make a variety of decisions or create multiple problem  ... 
doi:10.1109/hicss.2013.58 dblp:conf/hicss/GreenM13 fatcat:7bvpozj3hvh33icfoafdaqp62i

Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning [chapter]

Sebastian Robert, Sebastian Büttner, Carsten Röcker, Andreas Holzinger
2016 Lecture Notes in Computer Science  
In this paper, we present the current state-of-the-art of decision making (DM) and machine learning (ML) and bridge the two research domains to create an integrated approach of complex problem solving  ...  based on human and computational agents.  ...  We thank our colleague Henrik Mucha who provided insight and expertise that greatly assisted this research. We also thank the anonymous reviewers for their encouraging reviews.  ... 
doi:10.1007/978-3-319-50478-0_18 fatcat:oqz2645nivco3m42ijdz7sdpye

Geospatial Decision-Making Framework Based on the Concept of Satisficing

Goran Milutinović, Stefan Seipel, Ulla Ahonen-Jonnarth
2021 ISPRS International Journal of Geo-Information  
The framework consists of two parts: the decision-making model Even Swaps on Reduced Data Sets (ESRDS), and the interactive visualization framework.  ...  The decision-making model is based on the concept of satisficing, and as such, it is intuitive and easy to understand and apply.  ...  compatible with the model; • Create a fully functional decision support tool that integrates the decision-making model and the visualization framework.  ... 
doi:10.3390/ijgi10050326 fatcat:ojctqjoqa5awfccnf3oj3tlfda

Page 317 of The Journal of the Operational Research Society Vol. 46, Issue 3 [page]

1995 The Journal of the Operational Research Society  
.* used a VIS model to plan a waterfront rationalization project and concluded: ‘the visually-interactive aspect of the simulation was invaluable.  ...  Angehrn and Luthi® also supported the importance of model visualization.  ... 

Computational Rationality as a Theory of Interaction

Antti Oulasvirta, Jussi P. P. Jokinen, Andrew Howes
2022 CHI Conference on Human Factors in Computing Systems  
This theory can be expressed in computational models that explain and predict interaction.  ...  CCS CONCEPTS • Human-centered computing → HCI theory, concepts and models; User models.  ...  ACKNOWLEDGMENTS This work was funded by the Finnish Center for AI and Academy of Finland ("BAD" and "Human Automata").  ... 
doi:10.1145/3491102.3517739 fatcat:vshfq2nzxngbrnpymhkprwmjkm

Geovisual analytics for spatial decision support: Setting the research agenda

G. Andrienko, N. Andrienko, P. Jankowski, D. Keim, M.‐J. Kraak, A. MacEachren, S. Wrobel
2007 International Journal of Geographical Information Science  
We also indebted to Jason Dykes (City University, London), Werner Kuhn (University of Muenster), and Jim Thomas (National Visualization and Analytics Center) for their helpful comments and suggestions  ...  Finally, we want to take this opportunity to thank the reviewers for their critical comments on the manuscripts and the authors for their timely and careful revisions.  ...  Keim, the authors of the paper "Highlighting Space-Time Patterns: Effective Visual Encodings for Interactive Decision Making", integrate computational and visual methods to support the discovery of patterns  ... 
doi:10.1080/13658810701349011 fatcat:uibezhwncfhcjpxmmya4qvnccq


2007 International Journal of Information Technology and Decision Making  
In this paper, we adopt a paradigm of decision making in a DSS context, which emphasizes the synthesis of perspectives towards problems description and analysis, to explain the meta-synthetic support to  ...  Great as those technology achievements, "people problems" are key reasons of unimplemented goals of DSS, and sometimes increase uncertainties to decision making process.  ...  Acknowledgments This work is supported by National Natural Sciences Foundation of China under grant Nos. 70571078 and 70221001.  ... 
doi:10.1142/s0219622007002630 fatcat:nzfpajjipzehlafjzogle4pkta

Interactive Data and Information Visualization: Unpacking its Characteristics and Influencing Aspects on Decision-making

Arif Arif, Singapore Institute of Technology, Alastair Robb, Fiona Rohde, University of Queensland, University of Queensland
2019 Pacific Asia Journal of the Association for Information Systems  
Interactive data and information visualization (IDIV) enhances information presentations by providing users with multiple visual representations, active controls, and analytics.  ...  Results: We propose an IS centered model of IDIV enhanced decision-making incorporating four bases of decision Conclusions: This decision-making model could provide a meaningful frame of reference for  ...  Relative to information processing strategy, using IDIV to support individuals when making decisions should help them to overcome bounded rationality.  ... 
doi:10.17705/1pais.11404 fatcat:7ev3oth3jzduvh55xatad5h2sa

Visual Analytics in Environmental Research: A Survey on Challenges, Methods and Available Tools [chapter]

Martin Komenda, Daniel Schwarz
2013 IFIP Advances in Information and Communication Technology  
Visual analytics approaches bring an innovative and effective way how to deliver the knowledge from a particular domain to an individual user.  ...  It builds on the human mind's ability to understand the complex visualization of information.  ...  [29] Geospatial visual analytics, a specialized subtype of visual analytics, is an emerging multidisciplinary area which supports spatio-temporal analytical reasoning and decision-making through interactive  ... 
doi:10.1007/978-3-642-41151-9_58 fatcat:3zc7uzlyg5cnllf4tdtsa2iley

Modelling Human-Computer Interactions based on Cognitive Styles within Collective Decision-Making

Nina Bakanova, Arsenii Bakanov, Tatiana Atanasova
2021 Advances in Science, Technology and Engineering Systems  
The article proposes an approach to evaluate human-computer interaction in the collective decision-making model.  ...  decision-making, monitor and analyse the effectiveness of the collective's activities.  ...  However, the actual problem of modelling and visualizing the collective decision-making process, as well as modelling and visualizing the information interaction between experts, has not received sufficient  ... 
doi:10.25046/aj060169 fatcat:y4gx3shsm5didm5owpqnw2dqxu

Application of semantic network visualization as a managerial support instrument in financial analyses

Helena Dudycz
2017 Online Journal of Applied Knowledge Management  
This paper presents selected aspects of the practical application of semantic network visualization in support of decision-making processes in the narrow context of financial indicators analysis, and in  ...  the light of both the rational and the behavioral approach.  ...  Various aspects of visualization and their application in computer-aided managerial decision support systems are studied in four basic dimensions, namely: 1.  ... 
doi:10.36965/ojakm.2017.5(1)112-128 fatcat:cgivox6gszc7ngoxd64dwoigk4

Models, Simulations and Games for Water Management: A Comparative Q-Method Study in The Netherlands and China

Qiqi Zhou, Igor Mayer
2017 Water  
of water management, which is less significant in The Netherlands. (4) The reverse is true with regard to MSG for stakeholder interaction, learning and integrated assessment, which are significant frames  ...  How do policy analysts perceive the various roles that Models, Simulations and Games (MSG) have, or can have in Integrated Water Resources Management (IWRM)?  ...  So we think gaming can help to make a quicker decision, but it does not help to make a better decision." (Interviewee No. 11).  ... 
doi:10.3390/w10010010 fatcat:f3hokq3jvfaybhq53sne3kmssq

An Alternative Approach to the Rationalization of the Production Process Using Simulation Methods

Darina Dupláková, Monika Töröková, Ján Duplák, Jozef Török
2021 SAR Journal  
This effort is supported by requirements to increase reliability, eliminate production times and costs, as well as meet operational schedules.  ...  The presented article is focused on the possibilities of alternative approaches to the rationalization of production processes using simulation methods.  ...  Acknowledgements This article was supported by the research grant KEGA 030TUKE-4/2018 and VEGA 1/0080/20.  ... 
doi:10.18421/sar41-01 fatcat:63d7tspigvc6zpdkgkemsnik6u

Behavioral representation in modeling and simulation introduction to CMOT special issue—BRiMS 2010

William G. Kennedy, Frank E. Ritter, Bradley J. Best
2011 Computational and mathematical organization theory  
their interactions, and their implications.  ...  The papers include a new model integrating top-down and bottom-up factors affecting visual target acquisition (Jungkunz and Darken 2011), the application of a statistical methodology  ...  Our third paper describes the research behind a cognitive model that supports part of the decision-making process for infantry platoon leaders.  ... 
doi:10.1007/s10588-011-9102-x fatcat:u4brgp667zfx5mt3mkjxezzw7i

Means of Question-Answer Interaction for Collaborative Development Activity

Petr Sosnin
2009 Advances in Human-Computer Interaction  
It can be increased with using artificial intelligence (AI) means including models of reasoning supported by the human-computer interaction in collaborative development activity.  ...  Such kind of means is defined and implemented in order to get effects of integrating the collective reasoning for their positive influence on the intellectual activity of designers.  ...  Therefore for certainty we are being limited below the interactive decision-making, decision-making in group, decisionmaking by experts, and also analysis models of situation and alternatives.  ... 
doi:10.1155/2009/619405 fatcat:traz4rmdxzejfnf2unkx3g5xpe
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