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A Multi-Agent Framework for a Hadoop Based Air Quality Decision Support System

Abdelaziz El Fazziki, Abderrahmane Sadiq, Jamal Ouarzazi, Mohammed Sadgal
2015 International Conference on Advanced Information Systems Engineering  
For the air quality data collection and analysis, we use a Hadoop framework: HBase for data storage and a MapReduce based forecasting process; artificial neural network (ANN) based prediction and K-means  ...  To this end, we propose an approach based on the use of the agent technology and big data concept.  ...  Application Atmospheric Pollution Index Generation. The system generates the analysis queries based on selected options from an easy to use user interface to get the resulting API.  ... 
dblp:conf/caise/FazzikiSOS15 fatcat:kyerz6wxofadhbhtivxwre2zq4

Meta-Modeling of Big Data visualization layer using On-Line Analytical Processing (OLAP)

Allae Erraissi, Hassan II University, Faculty of sciences Ben M'Sik, Casablanca, Morocco,
2019 International Journal of Advanced Trends in Computer Science and Engineering  
To achieve this goal, we apply techniques related to Model Driven Engineering "MDE" to propose a universal meta-model for visualization layer in a Big Data systems, in which we integrated a meta-model  ...  Based on our previous comparative studies in which we identified key concepts of visualization layer of major Big Data distributions, we propose in this paper to map this layer to OLAP visualization technology  ...  A specific action led by the CNRS and bearing the name of Specific Action MDA gave birth to the publication of the book [15] and laid the foundations of the MDE that generalize the MDA.  ... 
doi:10.30534/ijatcse/2019/02842019 fatcat:crrmj76tfvandgqrahxg7e55cq

Big Data and Network Biology 2016

Shigehiko Kanaya, Md. Altaf-Ul-Amin, Samuel K. Kiboi, Farit Mochamad Afendi
2017 BioMed Research International  
The scope of big data bioinformatics and the need for integrated systems biology applications have posed significant challenges to computing systems.  ...  The paper "Novel Approach to Classify Plants Based on Metabolite-Content Similarity" proposed an unsupervised approach to classify plants based on their known metabolite content data.  ...  The scope of big data bioinformatics and the need for integrated systems biology applications have posed significant challenges to computing systems.  ... 
doi:10.1155/2017/9432460 pmid:28246610 pmcid:PMC5299164 fatcat:t3qqo5p7ezd3xoc4may5ct54ia

A UML Profile for the Design, Quality Assessment and Deployment of Data-intensive Applications

Diego Perez-Palacin, José Merseguer, José I. Requeno, M. Guerriero, Elisabetta Di Nitto, D. A. Tamburri
2019 Journal of Software and Systems Modeling  
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  ...  As for the DPIM, the scenario concept is also needed to carry out scenario-based QoS assessment. -Host applies to computation nodes, and so it extends the DTSM::Core::DtsmCoreComputationNode.  ...  as a fourth scientific paradigm combining the previous three, namely empirical science, theoretical science and computational science.  ... 
doi:10.1007/s10270-019-00730-3 fatcat:4vfejpsf5zhfpgt7g4uuic2rne

Quality Assurance Technologies of Big Data Applications: A Systematic Literature Review [article]

Pengcheng Zhang, Wennan Cao, Henry Muccini
2020 arXiv   pre-print
Big data applications are currently used in many application domains, ranging from statistical applications to prediction systems and smart cities.  ...  However, the quality of these applications is far from perfect, leading to a large amount of issues and problems.  ...  . • MDA: MDA uses a single model to generate and export most codes for big data applications and can greatly reduce MDA provides a way (through related tools) to standardize a platform-independent application  ... 
arXiv:2002.01759v2 fatcat:k6fdzjfsujbxbo7pegh6qtz5oe

Applications of Framework In Health Care: A Survey

Elham Nazari, Mohammad Hasan Shahriari, Hamed Tabesh
2019 Frontiers in Health Informatics  
study is based on a search of the ProQuest, PubMed, Google Scholar, Science Direct, Scopus, IranMedex, Irandoc, Magiran, ParsMedline and Scientific Information Database (SID) databases, as well as the  ...  Due to the importance of the subject, the purpose of this study is to describe the framework concepts and the introduction of framework applications in the field of health care.Material and Methods: This  ...  The first step is to apply a Map-Reduce based Apriori algorithm to discover the relationship between field characteristics and threshold values of critical parameters of patient data.  ... 
doi:10.30699/fhi.v8i1.186 fatcat:wxvaduejc5fn7mqiusz7dhg6zi

Array databases: concepts, standards, implementations

Peter Baumann, Dimitar Misev, Vlad Merticariu, Bang Pham Huu
2021 Journal of Big Data  
It is hoped that this gives a representative overview to all who want to immerse into the field as well as a clear guidance to those who need to choose the best suited datacube tool for their application  ...  were designed in a way that systems cannot be tuned to specifically these queries.  ...  We inspect these in turn, based on the ISO SQL/MDA syntax.  ... 
doi:10.1186/s40537-020-00399-2 fatcat:mu4pujkjdndytmbgb67rgs733e

Big Data and Knowledge Management: How to Implement Conceptual Models in NoSQL Systems?

Fatma Abdelhedi, Amal Ait Brahim, Faten Atigui, Gilles Zurfluh
2016 Proceedings of the 8th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management  
Starting from a conceptual model that describes a set of complex objects, we propose transformation rules formalized with QVT to generate a column-oriented NoSQL model.  ...  NoSQL data stores are becoming widely used to handle Big Data; these databases operate on schema-less data model enabling users to incorporate new data into their applications without using a predefined  ...  MDA-BASED TRANSFORMATION PROCESS MDA Formalism To address the complexity of applications, modeldriven engineering (MDE) approach considers models as the central artifacts in the software engineering  ... 
doi:10.5220/0006082302350240 dblp:conf/ic3k/AbdelhediBAZ16 fatcat:dbh57tilgrgghmhqxpzyg3mg4y

Modeling and Multiple Perceptions [chapter]

Christine Parent, Stefano Spaccapietra, Esteban Zimányi
2017 Encyclopedia of GIS  
Cross-References Computer Environments for GIS and CAD Movement Patterns in Spatio-Temporal Data Cross-References Geospatial Semantic Web, Interoperability Metadata and Interoperability, Geospatial  ...  Pictogrammic Languages Acknowledgements The authors thank Professor Yvan Bédard of the Geomatics Research Center at Laval University and his team for stimulating our thought processes and for contributing to  ...  Integration of GPU-Based Geometric Computation into MapReduce In order to support efficient query execution on GPU-accelerated systems, we have extended Hadoop-GIS to utilize the GPU device to process  ... 
doi:10.1007/978-3-319-17885-1_805 fatcat:d4t4ossygvcutpfabqn6f3hjcm

Strategies and Methods for Cloud Migration

Jun-Feng Zhao, Jian-Tao Zhou
2014 International Journal of Automation and Computing  
Legacy system migration to the cloud brings both great challenges and benefits, so there exist various academic research and industrial applications on legacy system migration to the cloud.  ...  By analyzing the research achievements and application status, we divide the existing migration methods into three strategies according to the cloud service models integrally.  ...  Service generation tool automates the target code framework or target code generation according to MDA. A series of tools are planned to be developed in REMICS, and some have been released.  ... 
doi:10.1007/s11633-014-0776-7 fatcat:ees7eavj3bgyrjoq4t7zwxq5vy

Quality Assurance Technologies of Big Data Applications: A Systematic Literature Review

Shunhui Ji, Qingqiu Li, Wennan Cao, Pengcheng Zhang, Henry Muccini
2020 Applied Sciences  
Big data applications are currently used in many application domains, ranging from statistical applications to prediction systems and smart cities.  ...  This study provides a solid foundation for research on QA technologies of big data applications and can help developers of big data applications apply suitable QA technologies.  ...  • Architectural choice: MDA is used to generate and export most codes for big data applications and can greatly reduce human error.  ... 
doi:10.3390/app10228052 fatcat:yqutaywdafduxhlnlm74pps6r4

A Taxonomy on Big Data: Survey [article]

Ripon Patgiri
2019 arXiv   pre-print
Therefore, the Big Data is spawning everywhere to enhance the organizations' revenue. Thus, many new technologies emerging based on Big Data. In this paper, we present the taxonomy of Big Data.  ...  The Big Data are used to boost up the organization performance using massive amount of dataset. The Data are assets of the organization, and these data gives revenue to the organizations.  ...  The data mining techniques applied on the Big data should be applicable for any kind of data.  ... 
arXiv:1808.08474v3 fatcat:mxnvemtv75akvhq4643b4q4lne

Towards Uniform Management of Cloud Services by Applying Model-Driven Development

Toni Mastelic, Ivona Brandic, Andres Garcia Garcia
2014 2014 IEEE 38th Annual Computer Software and Applications Conference  
Popularity of Cloud Computing produced the birth of Everything-as-a-Service (XaaS) concept, where each service can comprise large variety of software and hardware elements.  ...  This usually leads to a combination of different deployment tools that are unable to interact with each another in order to provide an unified and automatic service deployment procedure.  ...  The authors also wish to thank the financial support received from The Spanish Ministry of Education and Science to develop the project 'CodeCloud', with reference TIN2010-17804.  ... 
doi:10.1109/compsac.2014.20 dblp:conf/compsac/MastelicBG14 fatcat:iibdg3jszrchnjuomjpndxregi

The Method of Generalizing Spatial Information into a Single Multidimensional Data Model

2019 International journal of recent technology and engineering  
This advanced method is intended to describe various types of spatial information of general planning objects at a construction site and their generalization into a single multidimensional model of general  ...  The operations of simple and generalized change and spatial generalization make it possible to integrate heterogeneous spatial information into single information space at all organizational levels of  ...  For this, it is necessary to double-apply the operation of generalized change (25) to the MIО of dimension Т 5 .  ... 
doi:10.35940/ijrte.d9419.118419 fatcat:vew5w7nqijfltliyix3iacuc7u

Unbalanced Big Data-Compatible Cloud Storage Method Based on Redundancy Elimination Technology

Tingting Yu, Baiyuan Ding
2022 Scientific Programming  
A new big data acquisition platform is designed based on Hadoop and NoSQL technologies. Through this platform, efficient unbalanced data acquisition is realized.  ...  Based on the data processing results, the big data redundancy processing is carried out by using the data deduplication algorithm. The cloud platform is designed to store redundant data in the cloud.  ...  Based on the analysis of relational spatial database storage model, the conversion rules from relational database storage mode to HBase storage mode are applied to the field of spatial vector data management  ... 
doi:10.1155/2022/1371778 fatcat:zrifjmg3y5f3fd5wcradm2kzs4
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