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This review summarizes papers which analyze impact of self-citation on research evaluation. We introduce a generalized definition of self-citation and its variants: author, institutional, country, journal, discipline, publisher…

Digital Libraries · Computer Science 2021-09-21 Vladimir Pislyakov

Recommendation system is such a platform that helps people to easily find out the things they need within a few seconds. It is implemented based on the preferences of similar users or items. In this digital era, the internet has provided us…

Information Retrieval · Computer Science 2024-10-01 Mahamudul Hasan , Anika Tasnim Islam , Nabila Islam

Metrics based on percentile ranks (PRs) for measuring scholarly impact involves complex treatment because of various defects such as overvaluing or devaluing an object caused by percentile ranking schemes, ignoring precise citation…

Digital Libraries · Computer Science 2012-05-14 Ping Zhou , Yongfeng Zhong

Assessing a cited paper's impact is typically done by analyzing its citation context in isolation within the citing paper. While this focuses on the most directly relevant text, it prevents relative comparisons across all the works a paper…

Digital Libraries · Computer Science 2026-04-24 Hannah Collison , Benjamin Van Durme , Daniel Khashabi

Scholarly and social impacts of scientific publications could be measured by various metrics. In this study, the relationship between various metrics of 63,805 PLOS research articles are studied. Generally, article views correlate well with…

Digital Libraries · Computer Science 2014-09-16 Xianwen Wang , Chen Liu , Zhichao Fang , Wenli Mao

In this study, we address the question whether (and to what extent, respectively) altmetrics are related to the scientific quality of papers (as measured by peer assessments). Only a few studies have previously investigated the relationship…

Digital Libraries · Computer Science 2018-07-04 Lutz Bornmann , Robin Haunschild

We study large-scale literature search from two complementary angles: improving the retrieval pipeline, and stress-testing the human reference list as an evaluation target. First, we implement a Deep Research pipeline that processes the…

Artificial Intelligence · Computer Science 2026-05-29 Gaurav Sahu , Laurent Charlin , Christopher Pal

Citations demonstrate the credibility, impact, and connection of a paper with the academic community. Self-citations support research continuity but, if excessive, may inflate metrics and raise bias concerns. The aim of the study is to…

Digital Libraries · Computer Science 2025-03-19 Kiran Sharma , Parul Khurana

Link prediction methods are frequently applied in recommender systems, e.g., to suggest citations for academic papers or friends in social networks. However, exposure bias can arise when users are systematically underexposed to certain…

Machine Learning · Computer Science 2021-06-15 Shantanu Gupta , Hao Wang , Zachary C. Lipton , Yuyang Wang

Automated scholarly paper review (ASPR) has entered the coexistence phase with traditional peer review, where artificial intelligence (AI) systems are increasingly incorporated into real-world manuscript evaluation. In parallel, research on…

Digital Libraries · Computer Science 2026-02-17 Zhenzhen Zhuang , Yuqing Fu , Jing Zhu , Zhangping Zhou , Jialiang Lin

The ability to predict the long-term impact of a scientific article soon after its publication is of great value towards accurate assessment of research performance. In this work we test the hypothesis that good predictions of long-term…

Digital Libraries · Computer Science 2019-09-20 Giovanni Abramo , Ciriaco Andrea D'Angelo , Giovanni Felici

Citation information in scholarly data is an important source of insight into the reception of publications and the scholarly discourse. Outcomes of citation analyses and the applicability of citation based machine learning approaches…

Digital Libraries · Computer Science 2022-01-12 Tarek Saier , Michael Färber , Tornike Tsereteli

The literature search has always been an important part of an academic research. It greatly helps to improve the quality of the research process and output, and increase the efficiency of the researchers in terms of their novel contribution…

Information Retrieval · Computer Science 2012-05-08 Onur Küçüktunç , Erik Saule , Kamer Kaya , Ümit V. Çatalyürek

The author-affiliation links are the essential elements used for multiple purposes, such as the disambiguation of authors, the attribution of credits of a publication and fractional counting, the analysis of scientific networks, etc. In…

Digital Libraries · Computer Science 2022-09-29 Abdelghani Maddi , Lesya Baudoin

A large number of published studies have examined the properties of either networks of citation among scientific papers or networks of coauthorship among scientists. Here, using an extensive data set covering more than a century of physics…

Digital Libraries · Computer Science 2013-08-09 Travis Martin , Brian Ball , Brian Karrer , M. E. J. Newman

We introduce and analyse a simple probabilistic model of article production and citation behavior that explicitly assumes that there is no decline in citability of a given article over time. It makes predictions about the number and age of…

Digital Libraries · Computer Science 2023-05-02 Fatemeh Ghaffari , Mark C. Wilson

As the number of people who use scientific literature databases grows, the demand for literature retrieval services has been steadily increased. One of the most popular retrieval services is to find a set of papers similar to the paper…

Digital Libraries · Computer Science 2011-09-07 Seok-Ho Yoon , Sang-Wook Kim , Sunju Park

The distribution of the number of academic publications as a function of citation count for a given year is remarkably similar from year to year. We measure this similarity as a width of the distribution and find it to be approximately…

Physics and Society · Physics 2015-11-20 S. R. Goldberg , H. Anthony , T. S. Evans

Properties of a percentile-based rating scale needed in bibliometrics are formulated. Based on these properties, P100 was recently introduced as a new citation-rank approach (Bornmann, Leydesdorff, & Wang, in press). In this paper, we…

Digital Libraries · Computer Science 2013-10-11 Lutz Bornmann , Ruediger Mutz

Amidst the ever-expanding realm of scientific production and the proliferation of predatory journals, the focus on peer review remains paramount for scientometricians and sociologists of science. Despite this attention, there is a notable…

Digital Libraries · Computer Science 2024-03-29 Abdelghani Maddi , Luis Miotti
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