Adaptive data communication interface: a user-centric visual data interpretation framework
In this position paper, we present ideas about creating a next generation framework towards an adaptive interface for data communication and visualisation systems. Our objective is to develop a system that accepts large data sets as inputs and provides user-centric, meaningful visual information to...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Published: |
2015
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| Online Access: | https://eprints.nottingham.ac.uk/30453/ |
| _version_ | 1848793988611440640 |
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| author | Figueredo, Grazziela P. Wagner, Christian Garibaldi, Jonathan M. Aickelin, Uwe |
| author_facet | Figueredo, Grazziela P. Wagner, Christian Garibaldi, Jonathan M. Aickelin, Uwe |
| author_sort | Figueredo, Grazziela P. |
| building | Nottingham Research Data Repository |
| collection | Online Access |
| description | In this position paper, we present ideas about creating a next generation framework towards an adaptive interface for data communication and visualisation systems. Our objective is to develop a system that accepts large data sets as inputs and provides user-centric, meaningful visual information to assist owners to make sense of their data collection. The proposed framework comprises four stages: (i) the knowledge base compilation, where we search and collect existing state-of-the-art visualisation techniques per domain and user preferences; (ii) the development of the learning and inference system, where we apply artificial intelligence techniques to learn, predict and recommend new graphic interpretations (iii) results evaluation; and (iv) reinforcement and adaptation, where valid outputs are stored in our knowledge base and the system is iteratively tuned to address new demands. These stages, as well as our overall vision, limitations and possible challenges are introduced in this article. We also discuss further extensions of this framework for other knowledge discovery tasks. |
| first_indexed | 2025-11-14T19:09:03Z |
| format | Conference or Workshop Item |
| id | nottingham-30453 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| last_indexed | 2025-11-14T19:09:03Z |
| publishDate | 2015 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | nottingham-304532020-05-04T20:10:54Z https://eprints.nottingham.ac.uk/30453/ Adaptive data communication interface: a user-centric visual data interpretation framework Figueredo, Grazziela P. Wagner, Christian Garibaldi, Jonathan M. Aickelin, Uwe In this position paper, we present ideas about creating a next generation framework towards an adaptive interface for data communication and visualisation systems. Our objective is to develop a system that accepts large data sets as inputs and provides user-centric, meaningful visual information to assist owners to make sense of their data collection. The proposed framework comprises four stages: (i) the knowledge base compilation, where we search and collect existing state-of-the-art visualisation techniques per domain and user preferences; (ii) the development of the learning and inference system, where we apply artificial intelligence techniques to learn, predict and recommend new graphic interpretations (iii) results evaluation; and (iv) reinforcement and adaptation, where valid outputs are stored in our knowledge base and the system is iteratively tuned to address new demands. These stages, as well as our overall vision, limitations and possible challenges are introduced in this article. We also discuss further extensions of this framework for other knowledge discovery tasks. 2015 Conference or Workshop Item PeerReviewed Figueredo, Grazziela P., Wagner, Christian, Garibaldi, Jonathan M. and Aickelin, Uwe (2015) Adaptive data communication interface: a user-centric visual data interpretation framework. In: 9th IEEE International Conference on Big Data Science and Engineering (IEEE BigDataSE-15), 20-22 August 2015, Helsinki, Finland. https://research.comnet.aalto.fi/BDSE2015/index.html |
| spellingShingle | Figueredo, Grazziela P. Wagner, Christian Garibaldi, Jonathan M. Aickelin, Uwe Adaptive data communication interface: a user-centric visual data interpretation framework |
| title | Adaptive data communication interface: a user-centric visual data interpretation framework |
| title_full | Adaptive data communication interface: a user-centric visual data interpretation framework |
| title_fullStr | Adaptive data communication interface: a user-centric visual data interpretation framework |
| title_full_unstemmed | Adaptive data communication interface: a user-centric visual data interpretation framework |
| title_short | Adaptive data communication interface: a user-centric visual data interpretation framework |
| title_sort | adaptive data communication interface: a user-centric visual data interpretation framework |
| url | https://eprints.nottingham.ac.uk/30453/ https://eprints.nottingham.ac.uk/30453/ |