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A systematic literature review on state-of-the-art deep learning methods for process prediction

Dominic A. Neu, Johannes Lahann, Peter Fettke
2021 Artificial Intelligence Review  
This paper attempts to synthesise the advantages and disadvantages of the procedural decisions in these approaches by conducting a systematic literature review.  ...  Whilst having a common learning algorithm, they use different data preprocessing techniques, implement a variety of network topologies and focus on various goals such as outcome prediction, time prediction  ...  A study has to comply with all inclusion criteria and none of the exclusion criteria to be considered in this systematic literature review.  ... 
doi:10.1007/s10462-021-09960-8 fatcat:cikw2kxd7vhozeevsrl3qp6p24

Information Technology for Business Sustainability: A Literature Review with Automated Content Analysis

Doroteja Vidmar, Marjeta Marolt, Andreja Pucihar
2021 Sustainability  
Through a systematic literature review and the application of automated content analysis, this study aims to provide insights into the latest research in the interdisciplinary field of sustainable business  ...  The analysis of research trends revealed a discrepancy between the research in the European Union and the rest of the world and pointed to several avenues for future research.  ...  Global Business Economics Perspective' Sustainability Literature review Theoretical Brenner, Barbara 2018 Sustainability Framework development based on literature and practice review Theoretical  ... 
doi:10.3390/su13031192 fatcat:kjummiivwndyhcmihszj3cc3ce

Current Studies of the Decision Process: Automation Versus Creativity

H. D. Lasswell
1955 Political research quarterly  
And the aim is not to impose the relationships that have prevailed in the past upon the decision-makers of the future, but rather to bring to their notice a body of pertinent intelligence capable AUTOMATION  ...  Among political scientists this is reflected in the volume of publica- tion devoted to the theory and practice of decision-making and execution.?  ... 
doi:10.1177/106591295500800305 fatcat:2dfvqzt5rratbnhcjgtmagipaq

Towards Semantic Interoperability in Information Technology: On the Advances in Automation [chapter]

Gleison Baioco, Anilton Salles, Giancarlo Guizzardi
2012 Automation  
from the conception of systems continuously more complex, intelligent and, above all, interoperable.  ...  From this point of view it is important to note that the concepts inherited from UFO are important in promoting paradigms such as artificial intelligence by making explicit, for computational agents, concepts  ... 
doi:10.5772/48028 fatcat:3cdkpbsn5rclvlkra3m3oq2pca

Decision-Making in Driver-Automation Shared Control: A Review and Perspectives [article]

Wenshuo Wang, Xiaoxiang Na, Dongpu Cao, Jianwei Gong, Junqiang Xi, Yang Xi, Fei-Yue Wang
2020 arXiv   pre-print
Finally, we give a further discussion on the key future challenges and opportunities. They are likely to shape new potential research directions.  ...  Due to the advent of these attentions and questions, it is desirable to present a survey on the decision-making between human drivers and highly automated vehicles, to understand their architectures, human  ...  Xing, and F.-Y. Wang, "Decision-making in driver-automation shared control: a review and perspectives," IEEE/CAA J. Autom.  ... 
arXiv:2007.12597v1 fatcat:de5ixidgvzbkdb7y4ilwbgjocy

Automated influence and the challenge of cognitive security

Sarah Rajtmajer, Daniel Susser
2020 Proceedings of the 7th Symposium on Hot Topics in the Science of Security  
CCS CONCEPTS • Security and privacy → Human and societal aspects of security and privacy; • Social and professional topics; KEYWORDS disinformation, information operations, grey zone conflict, cognitive  ...  The military and intelligence communities are starting to discuss ways to engage in this space, but the path forward is still unclear.  ...  , from a governance perspective, more complicated to manage.  ... 
doi:10.1145/3384217.3385615 fatcat:ifd5jsjlhjcwbny5oouttggj74

Toward Life Cycle Sustainability in Infrastructure: The Role of Automation and Robotics in PPP Projects

Madeleine Hoeft, Marianne Pieper, Kent Eriksson, Hans-Joachim Bargstädt
2021 Sustainability  
Based on a comprehensive literature review, the model subdivides sustainability into engineering, project management, environmental, social, and economic dimensions.  ...  This article identifies how project life cycle characteristics and automation and robotic technologies influence the sustainability of public-private partnership (PPP) infrastructure projects.  ...  The design of this approach is therefore consistent with a conceptual paper, which is characterized by drawing on multiple concepts, literature streams, and theories [19] .  ... 
doi:10.3390/su13073779 fatcat:tf6kpkl2ivc27ciiuwfc7xptfq

Overtrusting robots: Setting a research agenda to mitigate overtrust in automation

Alexander M. Aroyo, Jan de Bruyne, Orian Dheu, Eduard Fosch-Villaronga, Aleksei Gudkov, Holly Hoch, Steve Jones, Christoph Lutz, Henrik Sætra, Mads Solberg, Aurelia Tamò-Larrieux
2021 Paladyn: Journal of Behavioral Robotics  
Our review mobilizes insights solicited from in-depth conversations from a multidisciplinary workshop on the subject of trust in human–robot interaction (HRI), held at a leading robotics conference in  ...  There is increasing attention given to the concept of trustworthiness for artificial intelligence and robotics.  ...  The need for multidisciplinary definitions will stay relevant in the future and empirical research could try to systematically map and consolidate existing scholarship (e.g. through a systematic literature  ... 
doi:10.1515/pjbr-2021-0029 fatcat:lozo6p3gajcdrje2qeyastxqfu

Automated Records and Techniques Curriculum Development Project

Victoria Walch
1993 The American Archivist  
trends Impact on archival concepts and theory.  ...  basic concepts and terminology of automated systems in order to understand archival literature on automated records and techniques, to identify and select relevant literature from related disciplines,  ...  on automated techniques.  ... 
doi:10.17723/aarc.56.3.mk666816528057jm fatcat:vwu6zgaqsrhwlhkapihyszi5g4

Automating Data Science (Dagstuhl Seminar 18401)

Tijl De Bie, Luc De Raedt, Holger H. Hoos, Padhraic Smyth, Michael Wagner
2019 Dagstuhl Reports  
First, from an artificial intelligence perspective, it is interesting to investigate whether (data) science (or portions of it) can be automated, as it is an activity currently requiring high levels of  ...  Data science is concerned with the extraction of knowledge and insight, and ultimately societal or economic value, from data.  ...  This systematic perspective has been approached from the point of view of the practice of data analysis (see for example position papers by Tukey, Mallows, Cox, Huber, Chatfield, and many others), to the  ... 
doi:10.4230/dagrep.8.9.154 dblp:journals/dagstuhl-reports/BieRHS18 fatcat:gimtfddy6fgpve3wtnu2qlulrq

Automated Writing Analysis for Writing Pedagogy: From Healthy Tension to Tangible Prospects

Elena Cotos
2015 Writing & Pedagogy  
It recounts the values of writing pedagogy and, from this perspective, examines legitimate concerns with automated writing analysis.  ...  It recounts the values of writing pedagogy and, from this perspective, examines legitimate concerns with automated writing analysis.  ...  Acknowledgements The author is thankful to the guest editor of this special issue and the anonymous reviewers for their insightful comments on this manuscript.  ... 
doi:10.1558/wap.v7i2-3.26381 fatcat:6ag77uou5feszlyewyjc35h5iy

Exploring the Use and Adoption of Workplace Automation through Metaphors: A Discourse Dynamics Analysis

Stephen Jackson, Faculty of Business and IT Ontario Tech University
2021 Communications of the Association for Information Systems  
In this paper, I review previous work on organizational metaphors in IS research and build on this work by proposing a discourse dynamics approach to metaphors as an alternative lens for conceptualizing  ...  to generate fresh insights into the implications that arise from adopting and using workplace automation that remain unnoticed if one used more conventional methods.  ...  it important to keep the literature review to a manageable size.  ... 
doi:10.17705/1cais.04904 fatcat:u7er3pcpmrdkxmxgrvbzp54sdu

Robotic Process Automation (RPA) Implementation Drivers: Evidence of Selected Nordic Companies

2021 Issues in Information Systems  
Deploying software robots with robotics process automation (RPA) became one of the most important and fastest growing technologies in the recent years.  ...  The findings suggest that RPA is mainly perceived as an operational tool to automate and improve internal processes with little consideration of its strategic and external impact, including impact on customers  ...  Conclusions This section is concluding findings from the field work and comparing them against the reviewed literature.  ... 
doi:10.48009/2_iis_2021_21-40 fatcat:h5e7kxq4pnhsvjiarq2fvg7il4

Automated Generation of Cross-Domain Analogies via Evolutionary Computation [article]

Atilim Gunes Baydin, Ramon Lopez de Mantaras, Santiago Ontanon
2012 arXiv   pre-print
Our algorithm is based on the concept of "memes", which are units of culture, or knowledge, undergoing variation and selection under a fitness measure, and represents evolving pieces of knowledge as semantic  ...  In this paper we introduce a technique for the automated generation of cross-domain analogies based on a novel evolutionary algorithm (EA).  ...  Acknowledgments This work was supported by a JAE-Predoc fellowship from CSIC, and the research grants: 2009-SGR-1434 from the Generalitat de Catalunya, CSD2007-0022 from MICINN, and Next-CBR TIN2009-13692  ... 
arXiv:1204.2335v1 fatcat:npoz3is3vjaqzoyzp3htbtyev4

Software Engineering in Industrial Automation: State-of-the-Art Review

Valeriy Vyatkin
2013 IEEE Transactions on Industrial Informatics  
This paper presents one perspective on recent developments related to software engineering in the industrial automation sector that spans from manufacturing factory automation to process control systems  ...  and energy automation systems.  ...  From that perspective, such works in the automation domain are especially valuable.  ... 
doi:10.1109/tii.2013.2258165 fatcat:sx4qitarozdehokrdm2cwrp5oe
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