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Data Scientists in Software Teams: State of the Art and Challenges

Miryung Kim, Thomas Zimmermann, Robert DeLine, Andrew Begel
2017 IEEE Transactions on Software Engineering  
We also discuss the challenges that they face and the best practices they share with other data scientists.  ...  Our study finds several trends about data scientists in the software engineering context at Microsoft, and should inform managers on how to leverage data science capability effectively within their teams  ...  With the rising number of data scientists, more research is needed to support the work of data scientists in software teams.  ... 
doi:10.1109/tse.2017.2754374 fatcat:marxbtoupbgclkbjjahfl5mskq

A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and Challenges [article]

Görkem Giray
2021 arXiv   pre-print
Objective: The purpose of this study is to systematically identify, analyze, summarize, and synthesize the current state of software engineering (SE) research for engineering ML systems.  ...  Conclusion: The results may benefit (1) practitioners in foreseeing the challenges of ML systems engineering; (2) researchers and academicians in identifying potential research questions; and (3) educators  ...  The goal of this paper is to summarize the state-of-the-art and identify challenges when engineering ML systems. Section 2 sets out the context and the vocabulary to be used in this paper.  ... 
arXiv:2012.07919v3 fatcat:pln6vu5jgjcxfd2m42mu37m2gm

Analysis of engineering drawings: State of the art and challenges [chapter]

Karl Tombre
1998 Lecture Notes in Computer Science  
In this paper, we analyze the state of the art in interpretation of engineering drawings, both from a methodological point of view and from the perspective of the applications.  ...  We try to emphasize where techniques are mature, where they need further maturing, and where we still have open challenges.  ...  There are two ways to make a state of the art in such a domain.  ... 
doi:10.1007/3-540-64381-8_54 fatcat:xbpe2bv3rnbljlp6wj65yxdcgi

Mobile Web Services: State of the Art and Challenges

Khalid Elgazzar, Patrick Martin
2014 International Journal of Advanced Computer Science and Applications  
In this paper, we provide the state of the art of mobile service provisioning as it currently stands.  ...  We focus our discussions on its applicability, reliability, and challenges of mobile environments and resource constraints.  ...  In this paper, we describe the state-of-the-art of mobile Web service provisioning, address its applicability and reliability, point out the research efforts, and explore the challenges and open research  ... 
doi:10.14569/ijacsa.2014.050324 fatcat:hdu2kik4kffl3pxsfqej4fqv3y

Ontology Matching: State of the Art and Future Challenges

P. Shvaiko, J. Euzenat
2013 IEEE Transactions on Knowledge and Data Engineering  
If so, what are the particularly promising directions? To answer these questions, we review the state of the art of ontology matching and analyze the results of recent ontology matching evaluations.  ...  We present such challenges with insights on how to approach them, thereby aiming to direct research into the most promising tracks and to facilitate the progress of the field.  ...  We discussed the state of the art in ontology matching and made some analytical and empirical comparisons.  ... 
doi:10.1109/tkde.2011.253 fatcat:kswkwny4vreyjlpf2ybpgxpmam

Engineering of Software-Intensive Systems: State of the Art and Research Challenges [chapter]

Matthias Hölzl, Axel Rauschmayer, Martin Wirsing
2008 Lecture Notes in Computer Science  
This chapter gives an overview of the state of the art of building software-intensive systems and outlines research challenges that have been identified by the InterLink working group "software-intensive  ...  Software-intensive systems become more and more important in our everyday lives. But their increasing complexity makes it difficult to develop and maintain them.  ...  Without the input of the members of the InterLink WG1 "Software-Intensive Systems and New Computing Paradigms" this chapter would not have been possible and we gratefully acknowledge their contribution  ... 
doi:10.1007/978-3-540-89437-7_1 fatcat:4v6c7dl4evh2db2mk647tljeo4

Military Simulation Big Data: Background, State of the Art, and Challenges

Xiao Song, Yulin Wu, Yaofei Ma, Yong Cui, Guanghong Gong
2015 Mathematical Problems in Engineering  
Two frameworks were also surveyed to trace the development of the underlying software platform. Finally, we identified some key challenges and proposed a framework as a basis for future work.  ...  Big data technology has undergone rapid development and attained great success in the business field.  ...  Acknowledgments This research was supported by Grant 61473013 from National Natural Science Foundation of China. The authors thank reviewers for their comments.  ... 
doi:10.1155/2015/298356 fatcat:fotewfj6ovehro4hv5pszb4a4m

Collaborative Editing over Opportunistic Networks: State of the Art and Challenges

Noha Alsulami, Asma Cherif
2017 International Journal of Advanced Computer Science and Applications  
Our paper aims at combining the state of the art of both CE and ON approaches and presenting the challenges faced when applying CE over ON.  ...  In this work, we give an overview on ON and CE in an attempt to combine both states of the art. We highlight the challenges that could be faced when trying to deploy CE over ON.  ...  ACKNOWLEDGMENT This research has been funded by the King Abdulaziz City for Science and Technology (KACST) under the reference 1-17-02-009-0015.  ... 
doi:10.14569/ijacsa.2017.081135 fatcat:bewasw2ge5fi7ns5aa6z3ztwve

Processing and Analysis of Multichannel Extracellular Neuronal Signals: State-of-the-Art and Challenges

Mufti Mahmud, Stefano Vassanelli
2016 Frontiers in Neuroscience  
The purpose of this review is to introduce the reader to the current state-of-the-art of open-source packages for (semi)automated processing and analysis of multichannel extracellular neuronal signals  ...  This poses an important and challenging problem of inferring conclusions from the large amounts of acquired data.  ...  Based on the current state-of-the-art, we identified few challenges that require immediate attention of the community, a few are indicated below: 1.  ... 
doi:10.3389/fnins.2016.00248 pmid:27313507 pmcid:PMC4889584 fatcat:yyuury2csjbxhhdn3nwhovyhpq

AI in Health: State of the Art, Challenges, and Future Directions

Fei Wang, Anita Preininger
2019 IMIA Yearbook of Medical Informatics  
The increase in computer hardware and software applications in medicine, as well as digitization of health-related data together fuel progress in the development and use of AI in medicine.  ...  Objective: The goals of this survey are to review the current state of AI in health, along with opportunities, challenges, and practical implications.  ...  state-of-the-art performance.  ... 
doi:10.1055/s-0039-1677908 pmid:31419814 pmcid:PMC6697503 fatcat:mhxvvtvvbzdffmha73cfxy3nua

Graph Models for Biological Pathway Visualization: State of the Art and Future Challenges [article]

Hsiang-Yun Wu and Martin Nöllenburg and Ivan Viola
2021 arXiv   pre-print
The contribution will, therefore, lie in providing guidelines and challenges of using multilayer networks as a unified data structure for the biological pathway visualization.  ...  In this paper, we revisit a heterogeneous definition of biological networks and aim to provide an overview to see the gaps between data modeling and visual representation.  ...  the state of the art.  ... 
arXiv:2110.04808v1 fatcat:usdekhyy7zcezdxggpl35oy5wu

State of the Art and Future Challenges for Integrated Environmental Assessment

Ferenc L. Toth
2004 Integrated Assessment  
Examples of the challenges facing the integrated assessment community are elaborated in three areas: the identification of integrated assessment as a discipline and=or profession by clearly defined distinctive  ...  A mixed record of notable accomplishments and modest progress is detected in surveying examples in four large areas of concern to the integrated assessment community: modeling, participatory techniques  ...  ACKNOWLEDGEMENT The author is indebted to Pier Vellinga and Richard Tol for the invitation to prepare this paper as the keynote presentation in the opening conference of the second phase of the European  ... 
doi:10.1080/1389517049051540 fatcat:fksm2pboonf7jp4ydotlysaase

Humanitarian Demining: Reality and the Challenge of Technology – The State of the Arts

Maki K. Habib
2007 International Journal of Advanced Robotic Systems  
In the context of humanitarian demining it is essential to have a reliable and accurate sensor or an integration of heterogeneous/homogeneous sensors with efficient and reliable data fusion and processing  ...  Furthermore, the use of many robots working and coordinating their movement will improve the productivity of the overall mine detection process through the use of team cooperation and coordination.  ...  During remote operation, the operator controls the robot from a remote station using wireless data link and control system software resident in a laptop computer.  ... 
doi:10.5772/5699 fatcat:3mx4eobl75hm7nv4ejybpfy5va

A survey on wearable technology: History, state-of-the-art and current challenges

Aleksandr Ometov, Viktoriia Shubina, Lucie Klus, Justyna Skibińska, Salwa Saafi, Pavel Pascacio, Laura Flueratoru, Darwin Quezada Gaibor, Nadezhda Chukhno, Olga Chukhno, Asad Ali, Asma Channa (+11 others)
2021 Computer Networks  
The main aim of this paper is to shed light on the history of wearable devices and provide a state-of-the-art review on the wearable market.  ...  Finally, the survey highlights the critical challenges and existing/future solutions.  ...  The evolution of wearable technology during the period from 2015 till now will be covered in the next section as a state-of-the-art and market overview.  ... 
doi:10.1016/j.comnet.2021.108074 fatcat:523aaizt5jb7jgy6vzysm6q5iu

Application of Artificial Intelligence in Predicting Earthquakes: State-of-the-Art and Future Challenges

Md. Hasan Al Banna, Kazi Abu Taher, M. Shamim Kaiser, Mufti Mahmud, Md. Sazzadur Rahman, A. S. M. Sanwar Hosen, Gi Hwan Cho
2020 IEEE Access  
ACKNOWLEDGMENT The authors would like to thank Bangladesh University of Professionals for supporting this research.  ...  The data were collected from the United States Geological Surveys and plotted using ArcGIS software. The red square represents the epicenter of occurrence of the earthquake.  ...  CHALLENGES AND FUTURE RESEARCH Earthquake researches face great difficulties due to the rarity of data, quality of data collection, lack of pattern, and variability of performance of the same model in  ... 
doi:10.1109/access.2020.3029859 fatcat:m53zn4ulq5c2neezhqa53qirca
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