9 results on '"information models"'
Search Results
2. A Workload-Driven Approach for View Selection in Large Dimensional Datasets
- Author
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Gregory Van Seghbroeck, Bruno Volckaert, Filip De Turck, Tim Wauters, and Leandro Ordonez-Ante
- Subjects
MATERIALIZED VIEW ,Technology and Engineering ,Computer Networks and Communications ,Computer science ,Data mining and (big) data analysis ,Dimensional data modeling ,Strategy and Management ,Distributed computing ,Materialized view ,Data models ,020206 networking & telecommunications ,Workload ,Dimensional modeling ,Context (language use) ,02 engineering and technology ,Data modeling ,Set (abstract data type) ,Hardware and Architecture ,Information model ,Information models ,0202 electrical engineering, electronic engineering, information engineering ,020201 artificial intelligence & image processing ,Information Systems ,Information explosion - Abstract
The information explosion the world has witnessed in the last two decades has forced businesses to adopt a data-driven culture for them to be competitive. These data-driven businesses have access to countless sources of information, and face the challenge of making sense of overwhelming amounts of data in a efficient and reliable manner, which implies the execution of read-intensive operations. In the context of this challenge, a framework for the dynamic read-optimization of large dimensional datasets has been designed, and on top of it a workload-driven mechanism for automatic materialized view selection and creation has been developed. This paper presents an extensive description of this mechanism, along with a proof-of-concept implementation of it and its corresponding performance evaluation. Results show that the proposed mechanism is able to derive a limited but comprehensive set of views leading to a drop in query latency ranging from 80% to 99.99% at the expense of 13% of the disk space used by the base dataset. This way, the devised mechanism enables speeding up query execution by building materialized views that match the actual demand of query workloads.
- Published
- 2020
- Full Text
- View/download PDF
3. Value co-creation for open innovation: An evidence-based study of the data driven paradigm of social media using machine learning
- Author
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Damminda Alahakoon, Darshana Sedera, Achini Adikari, Donna Burnett, and Daswin De Silva
- Subjects
FOS: Computer and information sciences ,Value (ethics) ,Evidence-based practice ,Computer science ,Information technology ,Machine learning ,computer.software_genre ,Data-driven ,Data-driven paradigm ,Social media ,Co-creation ,Asset (economics) ,Service innovation ,Uncategorized ,Open innovation ,business.industry ,T58.5-58.64 ,Information models ,Artificial intelligence ,business ,computer ,S-D logic ,Information Systems - Abstract
Social media encapsulates one of the most prominent human information behaviours that has rapidly evolved to create a new data-driven paradigm that uses data-intensive digital environments to communicate, collaborate, express opinions and support decisions. This has established social media as a unique information asset for value co-creation as it empowers individuals to actively express opinions and sentiment on all facets of interactions with an external entity. Despite recent research on the theoretical underpinnings of social media in open service innovation, practical demonstrations of actionable insights are limited, mainly due to the voluminous and unstructured nature of social media data. We address this limitation by presenting an evidence-based study that uses machine learning algorithms to generate actionable insights of strategic value from this data-driven paradigm. These outcomes provide fresh perspectives and new thinking that advances social media as an emergent information asset for end-to-end open innovation and incremental value co-creation.
- Published
- 2021
4. On Phenomena Based Metamodelling - A Process System Engineering Point Of View
- Author
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Dorel Aiordachioaie, Atsushi AOYAMA, Ranajit Chatterjee, and Yuji NAKA
- Subjects
Methodology ,Modelling ,Models ,Object modelling techniques ,Behaviour ,Physical models ,Concurrent Engineering ,Information systems ,Information models ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 ,Electronic computers. Computer science ,QA75.5-76.95 - Abstract
This work is looking to methodological aspects of process modelling. The point of view is more from Process System Engineering (PSE) in order to develop formal and generic techniques for process modelling, and to use representation formalisms matched to computer based modelling environments. A metamodelling approach based on phenomena is presented and discussed. The framework is easy to understand, easy to implement from computational point of view, and can be used as departure point in developing a new generation of modelling languages: languages based on phenomena. The phenomena based metamodelling approach makes the modelling process more efficient for collaboration in heterogeneous modelling environments composed from different and difficult actors: modellers, users and computers.
- Published
- 2000
5. An Ontology-based Model of Clinical Information.
- Author
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Kuhn, Klaus A., Warren, James R., Leong, Tze-Yun, Beale, Thomas, and Heard, Sam
- Abstract
In this paper we describe a model of clinical information designed to make health information systems properly interoperable and safely computable. The model is a response to a number of categories of requirements, ranging from the semantic to the performance of software at runtime. We argue that the starting point of a successful model must be an ontological analysis of the process of clinical care delivery, seen as a scientific problem-solving process. From this approach we develop a classification of types of clinical information called the Clinical Investigator Record (CIR) ontology. [ABSTRACT FROM AUTHOR]
- Published
- 2007
6. Comparative study between different organization models of large electronic data
- Author
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Rinalda Francesca Riecken
- Subjects
Information technology architecture (ITA) ,Modelo de Informação ,Ciência da Informação (CI) ,Museology ,Information science (IS) ,Library and Information Sciences ,Information architecture (IA) ,Arquitetura de Informação ,lcsh:Z ,Contend Management (CM) ,lcsh:Bibliography. Library science. Information resources ,Organização da Informação ,Information organization ,Information models ,Arquitetura de Tecnologia de Informação (ATI) ,Ciência da informação ,Gestão de Conteúdo ,Information Systems - Abstract
Realiza um estudo comparativo entre diferentes modelos de organização de acervos eletrônicos. A pesquisa identificou três tipos: desconcentrado, concentrado e híbrido. A sua adoção é dependente de contexto e de fatores estratégicos. O Modelo Desconcentrado apresenta-se como o mais adequado na relação custo-benefício; o Modelo Concentrado, o de melhor governança, embora utilize, geralmente, tecnologias com padrões não abertos; e o Modelo Híbrido, em longo prazo, o mais flexível e menos vulnerável frente a evoluções tecnológicas, contudo, o mais dispendioso. A comparative study between different models for organization of large electronic collections is shown. The research identified three types of organization: decentralized, centralized and hybrid. The adoption of each one depend on context and strategic factors. The decentralized model is more appropriate due to the better cost-benefit relationship; the concentrated model offers more governance, but it uses proprietary standard technologies; and the hybrid model in the long term is the most flexible and least vulnerable to changing technologies, although it is the most expensive.
- Published
- 2008
7. A multi-layer network model based on ITU-T G.805
- Author
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Paola Grosso, Jeroen van der Ham, Karst Koymans, Cees de Laat, Bert Andree, Freek Dijkstra, TNO Defensie en Veiligheid, and System and Network Engineering (IVI, FNWI)
- Subjects
Mathematical models ,Theoretical computer science ,Dynamic network analysis ,Syntax (programming languages) ,Switching networks ,Computer Networks and Communications ,Computer science ,Distributed computing ,Dynamic multi layer networks ,Network ,Network interface ,Path finding ,Complex network ,Evolving networks ,Interfaces (computer) ,Information model ,Multi-layer network ,Path (graph theory) ,Information models ,Information systems ,Linear algebra ,Circuit switched computer networks ,Adaptation ,Constraint theory ,Computer networks - Abstract
In recent years, dynamic multi-layer networks have emerged. Unlike regular networks these multi-layer networks allow users and other networks to interface on different technology layers. While path finding on a single layer is currently well understood, path finding on multi-layer networks is far from trivial. Even the constraints (the possible incompatibilities) are not always clear. This paper proposes a model for multi-layer circuit-switched computer networks, based on ITU-T G.805 and GMPLS standards. Furthermore, it defines a simple algebra that can be used to verify the validity of network connections through such networks. The most important contribution of our model and algebra is that they are technology independent: they can describe any circuit-switched network technology without modifications or tuning to the model and algebra. The model and algebra have been implemented in a syntax and network tool, which are briefly discussed. © 2008 Dr. Freek Dijkstra.
- Published
- 2008
8. Information Management for Cutting Tools : Information Models and Ontologies
- Author
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Nyqvist, Olof
- Subjects
Information Models ,Reference Data ,Cutting Tools ,Ontologies ,Systemvetenskap, informationssystem och informatik ,International Standards ,Production Engineering ,Information Systems - Abstract
There is an increasing demand for the exchange of important product and manufacturing information in a computer interpretable way. Large manufacturing companies are dependent on having access to the necessary information electronically. If they do not get information about their manufacturing resources from their vendors, they will buy their resources elsewhere, or they will have to create the information themselves. In the end, the cost of the manufactured products will increase to accommodate the cost increase from having to create, integrate, and maintain this information. In order to solve this problem, the use of international standards for product data is required. One area where such a standard is required is the area of cutting tools. This thesis describes the requirements for an international standard for the representation and exchange of cutting tool information and the resulting information model together with necessary reference data. The representation of cutting tool information using an international standard requires a generally applicable information model which is used together with a reference data library. The reference data provides the explicit, unambiguous concepts necessary for successful information exchange. ISO 13399, the international standard that is the result of this research project, uses P-Lib (ISO 13584) to define its reference data. To successfully use P-Lib in this way, requires some basic assumptions to be made, since P-Lib is originally developed for component catalogs. As a result of the chosen representation technique, the standard is capable of accommodating current and future developments of cutting tools, e.g. multi function tools. QC 20100901
- Published
- 2008
9. A multi-layer network model based on ITU-T G.805
- Subjects
Mathematical models ,Switching networks ,Network ,Dynamic multi layer networks ,Path finding ,Interfaces (computer) ,Information model ,Multi-layer network ,Information models ,Information systems ,Linear algebra ,Circuit switched computer networks ,Adaptation ,Constraint theory ,Computer networks - Abstract
In recent years, dynamic multi-layer networks have emerged. Unlike regular networks these multi-layer networks allow users and other networks to interface on different technology layers. While path finding on a single layer is currently well understood, path finding on multi-layer networks is far from trivial. Even the constraints (the possible incompatibilities) are not always clear. This paper proposes a model for multi-layer circuit-switched computer networks, based on ITU-T G.805 and GMPLS standards. Furthermore, it defines a simple algebra that can be used to verify the validity of network connections through such networks. The most important contribution of our model and algebra is that they are technology independent: they can describe any circuit-switched network technology without modifications or tuning to the model and algebra. The model and algebra have been implemented in a syntax and network tool, which are briefly discussed. © 2008 Dr. Freek Dijkstra.
- Published
- 2008
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