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This paper contributes to the quest for an operational definition of 'research excellence' and proposes a translation of the excellence concept into a bibliometric indicator. Starting from a textual analysis of funding program calls aimed…

Digital Libraries · Computer Science 2013-07-29 Nadine Rons , Lucy Amez

In disseminating scientific and statistical data, on-line databases have almost completely replaced traditional paper-based media such as journals and reference works. Given this, can we measure the impact of a database in the same way that…

Databases · Computer Science 2024-08-20 Peter Buneman , Dennis Dosso , Matteo Lissandrini , Gianmaria Silvello , He Sun

Understanding scientific papers requires more than answering isolated questions or summarizing content. It involves an integrated reasoning process that grounds textual and visual information, interprets experimental evidence, synthesizes…

Information Retrieval · Computer Science 2026-04-29 Yanjun Zhao , Tianxin Wei , Jiaru Zou , Xuying Ning , Yuanchen Bei , Lingjie Chen , Simmi Rana , Wendy H. Yang , Hanghang Tong , Jingrui He

Scientific papers make claims about prior work backed by citations. Verifying those citations at scale (that each cited paper exists, says what the citation claims, and is itself reliable) is structurally beyond what human review can…

Digital Libraries · Computer Science 2026-05-26 Sergey V Samsonau

Comparing model performances on benchmark datasets is an integral part of measuring and driving progress in artificial intelligence. A model's performance on a benchmark dataset is commonly assessed based on a single or a small set of…

Artificial Intelligence · Computer Science 2021-11-09 Kathrin Blagec , Georg Dorffner , Milad Moradi , Matthias Samwald

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

This chapter discusses altmetrics (short for "alternative metrics"), an approach to uncovering previously-invisible traces of scholarly impact by observing activity in online tools and systems. I argue that citations, while useful, miss…

Digital Libraries · Computer Science 2015-07-07 Jason Priem

Bibliometric measures of individual scientific achievement are of particular interest if they can be used to predict future achievement. Here we report results of an empirical study of the predictive power of the h-index compared to other…

Physics and Society · Physics 2008-03-02 J. E. Hirsch

An important issue in the field of academic measurement is how to evaluate academic influence scientifically and comprehensively, which can help government and research organizations better allocate academic resources and recruit…

Digital Libraries · Computer Science 2021-07-15 Yun Wan , Feng Xiao , Lu Li , Zhenghao Zhong

One is inclined to conceptualize impact in terms of citations per publication, and thus as an average. However, citation distributions are skewed, and the average has the disadvantage that the number of publications is used in the…

Digital Libraries · Computer Science 2012-04-10 Loet Leydesdorff

This literature review identifies indicators that associate with higher impact or higher quality research from article text (e.g., titles, abstracts, lengths, cited references and readability) or metadata (e.g., the number of authors,…

Digital Libraries · Computer Science 2022-12-14 Kayvan Kousha , Mike Thelwall

I propose a new measure, the w-index, as a particularly simple and useful way to assess the integrated impact of a researcher's work, especially his or her excellent papers. The w-index can be defined as follows: If w of a researcher's…

Physics and Society · Physics 2010-02-28 Qiang Wu

The methods presented in this paper allow for a statistical analysis revealing centers of excellence around the world using programs that are freely available. Based on Web of Science data, field-specific excellence can be identified in…

Digital Libraries · Computer Science 2011-06-29 Lutz Bornmann , Loet Leydesdorff

In order to assess Microsoft Academic as a useful data source for evaluative bibliometrics it is crucial to know, if citation counts from Microsoft Academic could be used in common normalization procedures and whether the normalized scores…

Digital Libraries · Computer Science 2018-08-21 Thomas Scheidsteger , Robin Haunschild , Sven Hug , Lutz Bornmann

Information coefficient (IC) is a widely used metric for measuring investment managers' skills in selecting stocks. However, its adequacy and effectiveness for evaluating stock selection models has not been clearly understood, as IC from a…

Computational Finance · Quantitative Finance 2020-10-20 Feng Zhang , Ruite Guo , Honggao Cao

Following in the footsteps of the model of scientific communication, which has recently gone through a metamorphosis (from the Gutenberg galaxy to the Web galaxy), a change in the model and methods of scientific evaluation is also taking…

Digital Libraries · Computer Science 2016-02-09 Alberto Martin-Martin , Enrique Orduna-Malea , Juan M. Ayllon , Emilio Delgado Lopez-Cozar

Given the recent proliferation of false claims online, there has been a lot of manual fact-checking effort. As this is very time-consuming, human fact-checkers can benefit from tools that can support them and make them more efficient. Here,…

Computation and Language · Computer Science 2022-11-16 Shaden Shaar , Nikola Georgiev , Firoj Alam , Giovanni Da San Martino , Aisha Mohamed , Preslav Nakov

I propose the index $h$, defined as the number of papers with citation number higher or equal to $h$, as a useful index to characterize the scientific output of a researcher.

Physics and Society · Physics 2016-09-08 J. E. Hirsch

This paper offers a step towards research infrastructure, which makes data from experimental economics efficiently usable for analysis of web data. We believe that regularities of human behavior found in experimental data also emerge in…

Computational Engineering, Finance, and Science · Computer Science 2014-12-16 Rustam Tagiew , Dmitry I. Ignatov , Fadi Amroush

The problems of estimating the similarity index of mathematical and other scientific publications containing equations and formulas are discussed for the first time. It is shown that the presence of equations and formulas (as well as…

Digital Libraries · Computer Science 2022-01-25 Andrei D. Polyanin , Inna K. Shingareva
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