Modeling uncertainty in bibliometrics and information retrieval: an information fusion approach

Karlsson, Alexander; Hammarfelt, Björn; Steinhauer, H. Joe; Falkman, Göran; Olson, Nasrine; Nelhans, Gustaf; Nolin, Jan

doi:10.1007/s11192-014-1481-6

Cited by 16 publications

(8 citation statements)

References 49 publications

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“…Procedures and techniques based on bibliometrics and systematic review were adopted. The analyses enable statistics of records and bibliographic information, therefore allowing the analysis of the scientific body of knowledge on a given subject, departing from analysis of bibliographic data and visualization of information (Karlsson et al, 2015).…”

Section: Methodsmentioning

confidence: 99%

State of the organizational learning field in Latin America and the Caribbean

Santos

Steil

Delgado-Hernández

2020

TLO

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Purpose The purpose of this paper is to summarize the main methods and themes used on organizational learning (OL) and learning organization (LO) research in Latin American and the Caribbean. Design/methodology/approach A literature review was conducted by means of a broad and systematic strategy to locating, selecting and analyzing papers on OL/LO, written in different languages (English, Portuguese and Spanish). Systematic searches were carried out at the two databases (Web of Science’s Social Sciences Citation Index and Scopus), and 15 specific Latin American and Caribbean journals were identified as data sources for the review. A thematic analysis was carried out using NVivo and cluster analysis. Findings In all 79 papers published between 2000 and 2017 were included in the synthesis and results: 18 are theoretical papers and literature reviews and 61 are empirical papers (30 qualitative, 24 quantitative and 7 multiple methods). These empirical papers revealed the study of the OL/LO concepts in organizations located mainly in Brazil, Venezuela, Chile, Colombia, El Salvador, Mexico and Costa Rica. Five topics represent the main themes addressed on OL/LO studies in Latin America and the Caribbean and are avenues for future research in the field: (i) knowledge and KM (i.e. knowledge management), (ii) culture and leadership, (iii) innovation and improvement, (iv) learning (for example, learning process, learning styles), and (v) entrepreneurship and sustainability. Originality/value This paper provides a summary of the research methods and themes used in the OL/LO field in Latin America and the Caribbean, suggesting insights for future research.

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Section: Methodsmentioning

confidence: 99%

State of the organizational learning field in Latin America and the Caribbean

Santos

Steil

Delgado-Hernández

2020

TLO

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“…Altmetrics (Haustein et al, 2014) and webometrics (Kaya et al, 2010) focus on the bibliometric and informetric study of different online information systems. This study will include altmetrics and webometrics quality measures; in this phase, information is merged (Karlsson et al, 2014;Yu, 2015) from various sources in a big data mining process. In the short term, the information source will be based on the Scopus data, and the quality measures will come from the classic Bibliometrics (Manolopoulus and Katsaros, 2017) field.…”

Section: Related Workmentioning

confidence: 99%

Analisis de la producción científica basado en las tendencias en temas de investigación. Un estudio de caso sobre inteligencia artificial

Bobadilla

Gutiérrez

Patricio

et al. 2019

Rev. esp. doc. cient.

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La investigación en el campo de la documentación científica nos lleva hacia un procesamiento automático de grandes cantidades de información proveniente de los trabajos publicados por la comunidad científica. Resulta necesario explicar estos procesos y crear sistemas que los lleven a cabo. En este artículo se proporciona: a) Un Sistema de Información diseñado para extraer información científica a partir del texto que proporcionan los artículos publicados, b) Explicaciones de las etapas fundamentales de procesamiento: minería de datos, procesamiento del lenguaje natural, aprendizaje automático, y c) Resultados categorizados y explicados de nuestro caso de estudio: el área Artificial Intelligence. Los resultados de este artículo incluyen: a) Ranking de temas y ranking de áreas de investigación, y b) Comparativa entre cantidad y calidad de los temas y de las áreas de investigación.

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“…Recent research on modeling uncertainty is given by [14] and the usage of uncertainty in complex event processing can be found in [9].…”

Section: E Trust and Certainty In Knowledge Processingmentioning

confidence: 99%

Introducing the Factor Importance to Trust of Sources and Certainty of Data in Knowledge Processing Systems - A new Approach for Incorporation and Processing

Jäger

Küng

2017

Proceedings of the 50th Hawaii International Conference on System Sciences (2017)

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Abstract-In knowledge processing systems data is gathered from several sources. After some calculating and processing steps are taken in the system, a result is finally computed and may be used for further steps or by other systems. Most of the time the origin and provenance of input data is not verified. Using unverified data can cause inconsistencies in processing and generating output, and could lead to corrupting threats for the system and the environment as a whole.We propose an approach where several characterizing values in a given environment -trust of source, certainty of data, and importance (of data) in the current processing step -are used to compute new output characteristics of a knowledge processing system. These values represent the trustworthiness and the certainty of the output in multi-step processing systems based on all used sources and input data. We demonstrate the application of our approach on simple and advanced fictitious scenarios as well as on a real world scenario from the agricultural domain.

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Modeling uncertainty in bibliometrics and information retrieval: an information fusion approach

Cited by 16 publications

References 49 publications

State of the organizational learning field in Latin America and the Caribbean

State of the organizational learning field in Latin America and the Caribbean

Analisis de la producción científica basado en las tendencias en temas de investigación. Un estudio de caso sobre inteligencia artificial

Introducing the Factor Importance to Trust of Sources and Certainty of Data in Knowledge Processing Systems - A new Approach for Incorporation and Processing

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