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GDP: Generalized Device Placement for Dataflow Graphs [article]

Yanqi Zhou, Sudip Roy, Amirali Abdolrashidi, Daniel Wong, Peter C. Ma, Qiumin Xu, Ming Zhong, Hanxiao Liu, Anna Goldie, Azalia Mirhoseini, James Laudon
2019 arXiv   pre-print
Runtime and scalability of large neural networks can be significantly affected by the placement of operations in their dataflow graphs on suitable devices.  ...  Most existing automated device placement approaches are impractical due to the significant amount of compute required and their inability to generalize to new, previously held-out graphs.  ...  RELATED WORK Device Placement Reinforcement learning has been used for device placement of a given dataflow graph (Mirhoseini et al., 2017) and demonstrated run time reduction over human crafted placement  ... 
arXiv:1910.01578v1 fatcat:d34thanfdbbhde5vajyef72j2e

Self-awareness of Cloud Applications [chapter]

Alex Iosup, Xiaoyun Zhu, Arif Merchant, Eva Kalyvianaki, Martina Maggio, Simon Spinner, Tarek Abdelzaher, Ole Mengshoel, Sara Bouchenak
2017 Self-Aware Computing Systems  
Last, we propose a roadmap for addressing open challenges in self-aware cloud and datacenter applications.  ...  In this chapter, we propose a conceptual framework for analyzing state-of-the-art self-awareness approaches used in the context of cloud applications.  ...  control for large-scale computing infrastructures", and through the LCCC Linnaeus and ELLIIT Excellence Centers.  ... 
doi:10.1007/978-3-319-47474-8_20 fatcat:ckcxfmjmvvas5bhg7wp5qfmehy

Towards Natural Language Interfaces for Data Visualization: A Survey [article]

Leixian Shen, Enya Shen, Yuyu Luo, Xiaocong Yang, Xuming Hu, Xiongshuai Zhang, Zhiwei Tai, Jianmin Wang
2021 arXiv   pre-print
Finally, we also shed light on several promising directions for future work in the community.  ...  Utilizing Visualization-oriented Natural Language Interfaces (V-NLI) as a complementary input modality to direct manipulation for visual analytics can provide an engaging user experience.  ...  For example, Flowsense [280] is a natural language interface designed for a dataflow visualization system [279] .  ... 
arXiv:2109.03506v1 fatcat:7cz5ibrwyrhdlbkij3e74u6lem

Visualisation and simulation with object-oriented networks [article]

AC Alexandru Telea, RMM Robert = Bob Mattheij, DK Dieter Hammer, JJ Jarke = Jack Van Wijk
Link to publication General rights Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners and it is a condition of  ...  accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the  ...  GUIs should be available both for data input as well as for output monitoring, similarly to the control panels of hardware devices.  ... 
doi:10.6100/ir540268 fatcat:es6tojje2zaczc3ws7z4igffne

What May Visualization Processes Optimize?

Min Chen, Amos Golan
2016 IEEE Transactions on Visualization and Computer Graphics  
In this paper, we present an abstract model of visualization and inference processes and describe an information-theoretic measure for optimizing such processes.  ...  Based on this observation, we establish an information-theoretic measure of cost-benefit ratio that may be used as a cost function for optimizing a data visualization process.  ...  ACKNOWLEDGMENTS Both authors are members of Info-Metrics Institute and would like to thank the Institute for providing a stimulating environment and financial support for this interdisciplinary research  ... 
doi:10.1109/tvcg.2015.2513410 pmid:26731770 fatcat:66chdhclnvftbpkuc6a562xqr4

Comparative Analysis of Different Machine Learning Classifiers for the Prediction of Chronic Diseases [chapter]

Rajesh Singh, Anita Gehlot, Dharam Buddhi
2022 Comparative Analysis of Different Machine Learning Classifiers for the Prediction of Chronic Diseases  
Precise diagnosis of these diseases on time is very significant for maintaining a healthy life.  ...  A comparative study of different machine learning classifiers for chronic disease prediction viz Heart Disease & Diabetes Disease is done in this paper.  ...  The Solar-Stirling engine systems can be the better option for off-grid power generation.  ... 
doi:10.13052/rp-9788770227667 fatcat:da47mjbbyzfwnbpde7rgbrlppe

The Fourth Paradigm – Data-Intensive Scientific Discovery [chapter]

Tony Hey
2012 Communications in Computer and Information Science  
And, of course, we thank Jim Gray, for inspiring us. ACKN OWLE DG M E NTS  ...  We also thank our families and colleagues for their support during the intensive editorial process.  ...  Today, for example, when someone enters "GDP of Brazil vs.  ... 
doi:10.1007/978-3-642-33299-9_1 fatcat:etue636ubrandga5corvkx3d7u

Belief Change and Argumentation in Multi-Agent Scenarios (Dagstuhl Seminar 13231) Virtual Realities (Dagstuhl Seminar 13241)

Jürgen Dix, Sven Hansson, Gabriele Kern-Isberner, Guillermo Simari, Sebastian Maneth, Gonzalo Navarro, Guido Brunnett, Sabine Coquillart, Robert Van Liere, Gregory, Andreas Harth, Craig Knoblock (+2 others)
2013 unpublished
This talk will cover a new computational frameworks supported by Naiad, differential dataflow, that generalizes standard incremental dataflow for far greater re-use of previous results when collections  ...  Interactive, Incremental, and Iterative Dataflow with Naiad Large Scale Data Analytics: Challenges, and the role of Stratified Data Placement Big Data @ Microsoft Hadoop has become a key building block  ...  Defining a vocabulary/ontology for describing services/data. 2. Automatic methods for generating semantic descriptions of services. 3.  ... 

Hybrid techniques for analysis and knowledge discovery out of multi-sourced social networks data

Ηλίας Π. Δημητριάδης
Methods for dat [...]  ...  Using graph mining techniques to study the structure and properties of these graphs can lead to the identification of patterns that rule them, and consequently discover outliers.  ...  For example for the categorical term "smartphone" Lumina will try to retrieve symbols for all hypernym concepts such as "mobile phone", "communication device", "electronic device", "device", "object" and  ... 
doi:10.26262/ fatcat:pcpkxjiesvhwrkhveeust76age

An Intelli-gent Searcli Method for Query Optimization by Semijoins

Silvio Salza, Massimiliano Renzetti, Ye-In Cliang, Bor-Miin Liu, Cheng-Huang Liao, Hyuck, Yoo, Stephane Lafortune, Thomas Zurek, Silvio Salza, Emad Mohamed, Hussein Abdel-Wahab (+6 others)
1998 IEEE Trans, on Knovoledge and Data Eng   unpublished
When there are N vertexes in the initial dijnamic iveighted graph, where each vertex represents a semijoin, our algorithm needs to expand (N + 1) graphs to find a solution in the best čase.  ...  In this algorithm, a dijnamic vicighted graph is constructed based on the correlated relationship among semijoins where two semijoins are said to be correlated with each other if the condition for one  ...  Phasme implements a parallel dataflow execution model based on the Extended Binary Graph structure which provides data model independence but also allows to collaborate with any.  ... 

Social Media User Profiling for Credit Scoring: A Taxonomy of Explainability Techniques

Valdemar Lipenko, Thomas Grechenig
To achieve this goal, the methodology for developing taxonomies in software engineering is followed.  ...  Thus, social media data is naturally a potential candidate to be part of a solution for improved consumer credit offering.  ...  LINE, PUHE), graph embedding learning, graph partitioning, Graph Theoretic Analysis, graph theory, graph-based (session-based temporal graph), graphbased algorithms, graph-based user tag recommendation  ... 
doi:10.34726/hss.2021.90480 fatcat:4c324rovjjg4neaisksd7iptxe

CLOUD COMPUTING 2013 Editors CLOUD COMPUTING 2013 Committee CLOUD COMPUTING General Chair CLOUD COMPUTING 2013 Technical Program Committee

Valencia, Spain, Wolf Zimmermann, Yong Lee, Aida Omerovic, Norway Sintef, Yong Lee, Jorge Ejarque, Supercomputing Barcelona, Spain Center, Ibm Liu, Watson (+134 others)
2013 unpublished
CLOUD COMPUTING 2013 Chairs: CLOUD COMPUTING General Chair  ...  We are grateful to the members of the CLOUD COMPUTING 2013 organizing committee for their help in handling the logistics and for their work to make this professional meeting a success.  ...  We thank Microsoft for providing computing resources and support for the research on the Windows Azure platform.  ... 

Improved software project management through the use of product lines

Christopher Brink, Department of Computer Science University of Applied Sciences and Arts, Dortmund Emil-Figge-Str. 42, 44227, Dortmund, Germany, Martin Peters, Sabine Sachweh, Department of Computer Science University of Applied Sciences and Arts, Dortmund Emil-Figge-Str. 42, 44227, Dortmund, Germany, Department of Computer Science University of Applied Sciences and Arts, Dortmund Emil-Figge-Str. 42, 44227, Dortmund, Germany
2012 Project Management Development – Practice and Perspectives : First International Scientific Conference on Project Management in the Baltic Countries, Riga, University of Latvia   unpublished
Acknowledgments This work has been supported by the European Social Fund within the project "Support for Doctoral Studies at University of Latvia".  ...  Acknowledgments We thank the anonymous reviewers for their helpful comments. The work was funded partly by the Federal Ministry of Education and Research (BMBF), project number, 17N3909.  ...  They will create the GDP, provide pensions to the older generation, and pay taxes.  ... 
doi:10.22364/pmdpp.2012.01 fatcat:t56dujhb2ngmbaj737pqsmacfu