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The large volume of publications in any research area can make it difficult for researchers to track their research areas' trends, challenges, and characteristics. Bibliometrics solves this problem by bringing statistical tools to help the…

Cryptography and Security · Computer Science 2022-09-28 Wesley dos Reis Bezerra , Cristiano Antônio de Souza , Carla Merkle Westphall , Carlos Becker Westphall

AI agents have seen widespread adoption in information retrieval for scientific research, giving rise to tools such as Deep Research. However, existing retrieval agents mainly rely on keyword- or embedding-based methods. While effective at…

Computational Engineering, Finance, and Science · Computer Science 2026-05-25 Chenyang Shao , Fengli Xu , Yong Li

Word embeddings have become essential components in various information retrieval and natural language processing tasks, such as ranking, document classification, and question answering. However, despite their widespread use, traditional…

Computation and Language · Computer Science 2025-07-01 Gabriel Iturra-Bocaz , Felipe Bravo-Marquez

A large amount of data is produced every second from modern information systems such as mobile devices, the world wide web, Internet of Things, social media, etc. Analysis and mining of this massive data requires a lot of advanced tools and…

Machine Learning · Computer Science 2020-01-13 Rising Odegua , Festus Ikpotokin

The current research conducts a comprehensive analysis of citation networks focusing on publications by authors affiliated with Egyptian institutions. Leveraging the Semantic Scholar platform and its API, a citation network and a…

Digital Libraries · Computer Science 2025-01-09 Mariam Ayman , Sohaila Kandil , Alaa Moheb , Ahmed Abdelkader , Mohanned Ahmed , Walid Gomaa

As the body of academic literature continues to grow, researchers face increasing difficulties in effectively searching for relevant resources. Existing databases and search engines often fall short of providing a comprehensive and…

Information Retrieval · Computer Science 2024-09-12 Linfeng Zhang , Changyue Hu , Zhiyu Quan

This first "Bibliometric-enhanced Information Retrieval" (BIR 2014) workshop aims to engage with the IR community about possible links to bibliometrics and scholarly communication. Bibliometric techniques are not yet widely used to enhance…

Information Retrieval · Computer Science 2014-04-29 Philipp Mayr , Philipp Schaer , Andrea Scharnhorst , Peter Mutschke

A bibliometric literature analysis was conducted to illuminate the evolving and rapidly expanding literature in the field of cryptoeconomics. This analysis presented the emerging field's intellectual, social, and conceptual structure. The…

Social and Information Networks · Computer Science 2024-10-07 Alican Alasik , Nihan Yildirim

Data exploration is an important step of every data science and machine learning project, including those involving textual data. We provide a novel language tool, in the form of a publicly available Python library for extracting patterns…

Computation and Language · Computer Science 2022-06-20 Piyawat Lertvittayakumjorn , Leshem Choshen , Eyal Shnarch , Francesca Toni

Assessing the impact of scholarly books is a difficult research evaluation problem. Library Catalog Analysis facilitates the quantitative study, at different levels, of the impact and diffusion of academic books based on data about their…

Digital Libraries · Computer Science 2020-11-26 Daniel Torres-Salinas , Wenceslao Arroyo-Machado , Mike Thelwall

Bibliometrics, whether used for research or research evaluation, relies on large multidisciplinary databases of research outputs and citation indices. The Web of Science (WoS) was the main supporting infrastructure of the field for more…

Digital Libraries · Computer Science 2025-08-27 Philippe Mongeon , Madelaine Hare , Poppy Riddle , Summer Wilson , Geoff Krause , Rebecca Marjoram , Rémi Toupin

Measures for research activity and impact have become an integral ingredient in the assessment of a wide range of entities (individual researchers, organizations, instruments, regions, disciplines). Traditional bibliometric indicators, like…

Digital Libraries · Computer Science 2020-04-22 Edwin A. Henneken , Michael J. Kurtz

Understanding the geographic reach and community structure of one's scholarly citations is increasingly valuable for career development, grant applications, and collaboration discovery -- yet accessible tools for answering these questions…

Machine Learning · Computer Science 2026-04-29 Chenxu Niu , Yiming Sun

Bibliometric measures, such as total citations and h-index, have become a cornerstone for evaluating academic performance; however, these traditional metrics, being non-weighted, inadequately capture the nuances of individual contributions.…

Digital Libraries · Computer Science 2025-09-08 Vishvesh Karthik , Indupalli Sishir Anand , Utkarsha Mahanta , Gaurav Sharma

In the era of big and ubiquitous data, professionals and students alike are finding themselves needing to perform a number of textual analysis tasks. Historically, the general lack of statistical expertise and programming skills has stopped…

Digital Libraries · Computer Science 2024-10-30 Faizhal Arif Santosa , Manika Lamba , Crissandra George , J. Stephen Downie

Bibliographic analysis considers author's research areas, the citation network and paper content among other things. In this paper, we combine these three in a topic model that produces a bibliographic model of authors, topics and documents…

Digital Libraries · Computer Science 2016-09-23 Kar Wai Lim , Wray Buntine

Bayesian Knowledge Tracing, a model used for cognitive mastery estimation, has been a hallmark of adaptive learning research and an integral component of deployed intelligent tutoring systems (ITS). In this paper, we provide a brief history…

Mathematical Software · Computer Science 2021-06-01 Anirudhan Badrinath , Frederic Wang , Zachary Pardos

Discovering authoritative links between publications and the datasets that they use can be a labor-intensive process. We introduce a natural language processing pipeline that retrieves and reviews publications for informal references to…

Digital Libraries · Computer Science 2023-05-03 Sara Lafia , Lizhou Fan , Libby Hemphill

HyperNetX (HNX) is an open source Python library for the analysis and visualization of complex network data modeled as hypergraphs. Initially released in 2019, HNX facilitates exploratory data analysis of complex networks using algebraic…

Mathematical Software · Computer Science 2023-10-19 Brenda Praggastis , Sinan Aksoy , Dustin Arendt , Mark Bonicillo , Cliff Joslyn , Emilie Purvine , Madelyn Shapiro , Ji Young Yun

The rapid acceleration of scientific publishing has created substantial challenges for researchers attempting to discover, contextualize, and interpret relevant literature. Traditional keyword-based search systems provide limited semantic…

Information Retrieval · Computer Science 2025-12-16 Sina Jani , Arman Heidari , Amirmohammad Anvari , Zahra Rahimi