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Model-based intelligent user interface adaptation: challenges and future directions

Silvia Abrahão, Emilio Insfran, Arthur Sluÿters, Jean Vanderdonckt
2021 Journal of Software and Systems Modeling  
This paper, therefore, defines a conceptual reference framework for intelligent user interface adaptation containing a set of conceptual adaptation properties that are useful for model-based user interface  ...  The relevant literature and our experience in research and industrial collaboration have been used as the basis on which to propose future directions in which these challenges can be addressed.  ...  Acknowledgements This work is supported by the Spanish Ministry of Science, Innovation, and Universities under Grant No.: TIN2017-84550-R, Adapt@Cloud Project and by the Generalitat Valenciana under Grant  ... 
doi:10.1007/s10270-021-00909-7 fatcat:qp3ilz7qsrbtpl2fzgutauvfia

Adaptive Recommendation-based Modeling Support for Data Analysis Workflows

Dietmar Jannach, Michael Jugovac, Lukas Lerche
2015 Proceedings of the 20th International Conference on Intelligent User Interfaces - IUI '15  
the user focus on the core modeling task.  ...  In this work we present an intelligent add-on to the Rapid-Miner framework that supports the user during the modeling phase by recommending additional operations to insert into the currently developed  ...  To better support the users, we propose a user interface (UI) extension for RapidMiner which makes adaptive recommendations to the user regarding suitable operators to extend the currently developed data  ... 
doi:10.1145/2678025.2701380 dblp:conf/iui/JannachJL15 fatcat:ygedes2i5bhinkaps6xj7scvai

Towards a general computational framework for model-based interface development systems

Angel Puerta, Jacob Eisenstein
1999 Proceedings of the 4th international conference on Intelligent user interfaces - IUI '99  
Keywords Model-based interface development, interface models, knowledge-based user interface design, user interface development tools  ...  We show an implementation of the framework within the MOBI-D (Model-Based Interface Designer) interface development environment.  ...  Kim, Kjetil Larsen, David Maulsby, Justin Min, Dat Nguyen, David Selinger, and Chung-Man Tam for their work on the implementation and use of MOBI-D.  ... 
doi:10.1145/291080.291108 dblp:conf/iui/PuertaE99 fatcat:4zmvazmcrjcodjytpd5qyqf7mm

Report from the NSF Future Directions Workshop, Toward User-Oriented Agents: Research Directions and Challenges [article]

Maxine Eskenazi, Tiancheng Zhao
2020 arXiv   pre-print
This USER Workshop was convened with the goal of defining future research directions for the burgeoning intelligent agent research community and to communicate them to the National Science Foundation.  ...  In the breakout sessions that followed, the participants defined the main research areas within the domain of intelligent agents and they discussed the major future directions that the research in each  ...  Conclusions Intelligent agents of the future will adapt to the wishes of the user.  ... 
arXiv:2006.06026v1 fatcat:h2hbe4cr6vajvca4oqkfrmf5oa

Visual Knowledge Discovery with Artificial Intelligence: Challenges and Future Directions [article]

Boris Kovalerchuk, Răzvan Andonie, Nuno Datia, Kawa Nazemi, Ebad Banissi
2022 arXiv   pre-print
In this chapter we aim to present challenges and future directions within the field of Visual Analytics, Visual Knowledge Discovery and AI/ML, and to discuss the role of visualization in visual AI/ML.  ...  AI/ML face a long-standing challenge of explaining models to humans. Models explanation is fundamentally human activity, not only an algorithmic one.  ...  Adaptive Visual Analytics uses machine learning methods to adapt the visual interface, the data, and the interaction concepts to the demands of a specific user or user group Nazemi [2016] .  ... 
arXiv:2205.01296v2 fatcat:s3ygky7tcrg2jaj4ihccyg2lzy

Applying model-based techniques to the development of UIs for mobile computers

Jacob Eisenstein, Jean Vanderdonckt, Angel Puerta
2001 Proceedings of the 6th international conference on Intelligent user interfaces - IUI '01  
Mobile computing poses a series of unique challenges for user interface design and development: user interfaces must now accommodate the capabilities of various access devices and be suitable for different  ...  Central to our approach is the development of a user-interface model that serves to isolate those features that are common to the various contexts of use, and to specify how the userinterface should adjust  ...  INTRODUCTION Mobile computing poses a series of unique challenges for user interface (UI) design and development [20] .  ... 
doi:10.1145/359784.360122 dblp:conf/iui/EisensteinVP01 fatcat:slzouatrzbcbdbjwcefmc4wgwm

Convergence of Information-Centric Networks and Edge Intelligence for IoV: Challenges and Future Directions

Salahadin Seid Musa, Marco Zennaro, Mulugeta Libsie, Ermanno Pietrosemoli
2022 Future Internet  
each other, as well as with infrastructure, people, and other sensors and actuators through various communication interfaces.  ...  A comprehensive review is provided of utilizing intelligence in EC and ICN to address current challenges in their application to IIoV.  ...  • Highlighting challenges and issues faced by ICN-based IoV, indicating future research directions which may illuminate efforts to develop new intelligent IoV applications.  ... 
doi:10.3390/fi14070192 fatcat:knlyn5uaurarlhq7a5p66rwrgi

Automatic music transcription: challenges and future directions

Emmanouil Benetos, Simon Dixon, Dimitrios Giannoulis, Holger Kirchhoff, Anssi Klapuri
2013 Journal of Intelligent Information Systems  
In this paper we analyse limitations of current methods and identify promising directions for future research.  ...  Current transcription methods use general purpose models which are unable to capture the rich diversity found in music signals.  ...  In this work we address challenges and future directions for automatic transcription of polyphonic Western music, expanding upon the work presented in .  ... 
doi:10.1007/s10844-013-0258-3 fatcat:olfkl6jj7jhl3nxcy6td6qgdj4

Towards 6G Communications: Architecture, Challenges, and Future Directions [article]

Purbita Mitra, Rouprita Bhattacharjee, Twinkle Chatterjee, Soumalya De, Raja Karmakar, Arindam Ghosh, Tinku Adhikari
2022 arXiv   pre-print
We also highlight crucial challenges and future research directions in 6G networks, which can lead to the successful practical implementation of 6G, as per the objective of its introduction in next generation  ...  In the direction of intelligent network management and distributed secured systems, Artificial Intelligence (AI) and blockchain are going to form the backbone of 6G, respectively.  ...  We also highlight the design challenges and future research directions in 6G networks, which can help identify the scopes of improvements in 6G systems, such that the successful deployment of 6G can be  ... 
arXiv:2201.06079v1 fatcat:z6yj3ayhx5enbbktotwn47re4y

Question Answering on Linked Data: Challenges and Future Directions [article]

Saeedeh Shekarpour, Denis Lukovnikov, Ashwini Jaya Kumar, Kemele Endris, Kuldeep Singh, Harsh Thakkar, Christoph Lange
2016 arXiv   pre-print
Question Answering (QA) systems are becoming the inspiring model for the future of search engines.  ...  This paper provide an exhaustive insight of the known challenges, so far. Thus, it helps researchers to easily spot open rooms for the future research agenda.  ...  Acknowledgments Parts of this work received funding from the European Union's Horizon 2020 research and in-  ... 
arXiv:1601.03541v2 fatcat:dkmvh6tyyndxvddzwemxsgk6mu

Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions [article]

Huy Phan, Kaare Mikkelsen
2022 arXiv   pre-print
This review aims to give a shared view of the authors on the most recent state-of-the-art development in automatic sleep staging, the challenges that still need to be addressed, and the future directions  ...  Sleep staging, a fundamental step in sleep practice, is a suitable task for this and will be the focus in this article.  ...  directions for future works to address the challenges.  ... 
arXiv:2111.08446v2 fatcat:q3fvbathsvg6bonvcgwflx6wyq

Artificial Intelligence for 5G Wireless Systems: Opportunities, Challenges, and Future Research Directions [article]

Youness Arjoune, Saleh Faruque
2020 arXiv   pre-print
In this respect, the aim of this paper is to survey AI in 5G wireless communication systems by discussing many case studies and the associated challenges, and shedding new light on future research directions  ...  designers access to big data that can help in predicting the demands and adjust cell designs to meet the users requirements.  ...  DISCUSSION AND FUTURE RESEARCH DIRECTIONS In this section, we revisit the advantages of deep learning and machine learning in building intelligent 5G wireless communication and networking.  ... 
arXiv:2009.04943v1 fatcat:noedzavffng6fo35zzbax3bfsa

Challenges and Research Directions for the Future Internetworking

Miguel Elias M. Campista, Marcelo G. Rubinstein, Igor M. Moraes, Luis Henrique M. K. Costa, Otto Carlos M. B. Duarte
2014 IEEE Communications Surveys and Tutorials  
We review the main challenges and survey promising techniques for network interconnection in the Internet of the future.  ...  We focus on specific proposals for future internetworking such as: Loc/ID split, flat routing, network mobility, multipath and content-based routing, path programmability, and Internet scalability.  ...  The current Internet model is based on commercial agreements between providers where the end user has no influence.  ... 
doi:10.1109/surv.2013.100213.00143 fatcat:xhyiawwhubcfxg2j3pz4nbckze

Sketch-based interfaces for modeling and users' needs: Redefining connections

Catherine Elsen, Jean-Noël Demaret, Maria C. Yang, Pierre Leclercq
2012 Artificial intelligence for engineering design, analysis and manufacturing  
The goal of this paper is to reexamine assumptions about sketch-based interfaces for modeling in the context of designers' needs and practices.  ...  three-dimensional models, and the treatment of features in freehand sketches.  ...  Conceptual model for a sketch based interface for modeling for product design.  ... 
doi:10.1017/s0890060412000157 fatcat:b7st6mzf2feyfcr6qv6jiglzkm

Telemedicine and Diabetes Management: Current Challenges and Future Research Directions

Riccardo Bellazzi
2008 Journal of Diabetes Science and Technology  
Context awareness, user modeling, intelligent dialogues, and integrated information systems are presented.  ...  Some potential future scenarios for the adoption of telemedicine, which combine novel technologies and new organizational models, are also discussed.  ...  Acknowledgments: The author acknowledges Silvana Quaglini, Toni Giorgino, Silvia Panzarasa, Giorgio Leonardi, and the telemedicine group of the Biomedical Informatics Laboratories of the University of  ... 
doi:10.1177/193229680800200114 pmid:19885183 pmcid:PMC2769718 fatcat:pl7mwwfhhne7dcmfqddrvgmxo4
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