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In this paper we present a phenomenological approach to describe a complex system: scientific research impact through Citation Mining. The novel concept of Citation Mining, a combination of citation bibliometrics and text mining, is used…

Physics and Society · Physics 2007-05-23 J. A del Rio , R. N. Kostoff , E. O. Garcia , A. M. Ramirez , J. A. Humenik

Novel scientific knowledge is constantly produced by the scientific community. Understanding the level of novelty characterized by scientific literature is key for modeling scientific dynamics and analyzing the growth mechanisms of…

Digital Libraries · Computer Science 2018-01-30 Jiangen He , Chaomei Chen

There is a worldwide trend towards application of bibliometric research evaluation, in support of the needs of policy makers and research administrators. However the assumptions and limitations of bibliometric measurements suggest a…

Digital Libraries · Computer Science 2018-10-31 Giovanni Abramo , Corrado Costa , Ciriaco Andrea D'Angelo

Machine Learning (ML) has garnered considerable attention from researchers and practitioners as a new and adaptable tool for disease diagnosis. With the advancement of ML and the proliferation of papers and research in this field, a…

Machine Learning · Computer Science 2022-01-11 Md Manjurul Ahsan , Zahed Siddique

Artificial intelligence (AI) systems have the potential to revolutionize clinical practices, including improving diagnostic accuracy and surgical decision-making, while also reducing costs and manpower. However, it is important to recognize…

Artificial Intelligence · Computer Science 2024-09-18 Yifan Yang , Mingquan Lin , Han Zhao , Yifan Peng , Furong Huang , Zhiyong Lu

The academic evaluation of the publication record of researchers is relevant for identifying talented candidates for promotion and funding. A key tool for this is the use of the indexes provided by Web of Science and SCOPUS, costly…

Econometrics · Economics 2022-09-08 Fernando Delbianco , Andres Fioriti , Fernando Tohmé

The proliferation of open knowledge graphs has led to a surge in scholarly research on the topic over the past decade. This paper presents a bibliometric analysis of the scholarly literature on open knowledge graphs published between 2013…

Traditional search methods primarily depend on string matches, while semantic search targets concept-based matches by recognizing underlying intents and contextual meanings of search terms. Semantic search is particularly beneficial for…

Computation and Language · Computer Science 2024-10-02 Phillip Schneider , Florian Matthes

For the 100 largest European universities we studied the statistical properties of bibliometric indicators related to research performance, field citation density and journal impact. We find a size-dependent cumulative advantage for the…

Data Analysis, Statistics and Probability · Physics 2007-05-23 Anthony F. J. van Raan

The use of outcome control modes of research evaluation exercises is ever more frequent. They are conceived as tools to stimulate increased levels of research productivity, and to guide choices in allocating components of government…

Digital Libraries · Computer Science 2018-12-20 Giovanni Abramo , Ciriaco Andrea D'Angelo , Alessandro Caprasecca

Context: Jupyter Notebook has emerged as a versatile tool that transforms how researchers, developers, and data scientists conduct and communicate their work. As the adoption of Jupyter notebooks continues to rise, so does the interest from…

Software Engineering · Computer Science 2026-01-06 Md Saeed Siddik , Hao Li , Cor-Paul Bezemer

This paper measures social media activity of 15 broad scientific disciplines indexed in Scopus database using Altmetric.com data. First, the presence of Altmetric.com data in Scopus database is investigated, overall and across disciplines.…

Digital Libraries · Computer Science 2017-07-18 Saeed-Ul Hassan , Mubashir Imran , Uzair Gillani , Naif Radi Aljohani , Timothy D. Bowman , Fereshteh Didegah

Most publication and citation indicators are based on datasets with multi-authored publications and thus a change in counting method will often change the value of an indicator. Therefore it is important to know why a specific counting…

Digital Libraries · Computer Science 2017-06-28 Marianne Gauffriau

Clustering methods are applied regularly in the bibliometric literature to identify research areas or scientific fields. These methods are for instance used to group publications into clusters based on their relations in a citation network.…

Digital Libraries · Computer Science 2016-05-02 Lovro Šubelj , Nees Jan van Eck , Ludo Waltman

According to current research in bibliometrics, percentiles (or percentile rank classes) are the most suitable method for normalising the citation counts of individual publications in terms of the subject area, the document type and the…

Applications · Statistics 2012-06-11 Lutz Bornmann

Many other factors affecting citation of publications, except for research area coverage, have been studied. This study aims to investigate impact of research area coverage. Bibliometric papers and their related papers (referred papers,…

Digital Libraries · Computer Science 2023-11-14 Zhuoran Lin , Yun Wang , Hongjun Li

Bibliometric techniques are not yet widely used to enhance retrieval processes in digital libraries, although they offer value-added effects for users. In this paper we will explore how statistical modelling of scholarship, such as…

Digital Libraries · Computer Science 2016-11-17 Philipp Mayr , Peter Mutschke

An important aspect of a researcher's activities is to find relevant and related publications. The task of a recommender system for scientific publications is to provide a list of papers that match these criteria. Based on the collection of…

Information Retrieval · Computer Science 2014-09-05 Roman Kern , Kris Jack , Michael Granitzer

In this chapter, we present a strategy and the technics to approach a scientific field from a set of articles gathered from the bibliographic database, Web of Science. The strategy is based on methods developed to analyze social networks.…

Quantitative Methods · Quantitative Biology 2019-06-10 Jacques Haiech , Marie-Claude Kilhoffer

Citations play a fundamental role in the scientific ecosystem, serving as a foundation for tracking the flow of knowledge, acknowledging prior work, and assessing scholarly influence. In scientometrics, they are also central to the…

Digital Libraries · Computer Science 2026-03-12 Davi A. Bezerra , Filipi N. Silva , Diego R. Amancio