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Measuring the impact of scientific articles is important for evaluating the research output of individual scientists, academic institutions and journals. While citations are raw data for constructing impact measures, there exist biases and…

Machine Learning · Statistics 2019-04-24 Linda S. L. Tan , Aik Hui Chan , Tian Zheng

In this paper, we present a mathematical model to capture various factors which may influence the accuracy of a competitive group recommendation system. We apply this model to peer review systems, i.e., conference or research grants review,…

Information Retrieval · Computer Science 2012-04-13 Hong Xie , John C. S. Lui

Manually determining concepts present in a group of questions is a challenging and time-consuming process. However, the process is an essential step while modeling a virtual learning environment since a mapping between concepts and…

Machine Learning · Computer Science 2021-04-23 Laura O. Moraes , Carlos Eduardo Pedreira

Identification of important topics in a text can facilitate knowledge curation, discover thematic trends, and predict future directions. In this paper, we aim to quantitatively detect the most common research themes in the emerging…

Statistical Mechanics · Physics 2022-12-29 Mridhula Venkatanarayanan , Amit K Chakraborty , Sayantari Ghosh

Quantifying differences in terminologies from various academic domains has been a longstanding problem yet to be solved. We propose a computational approach for analyzing linguistic variation among scientific research fields by capturing…

Computation and Language · Computer Science 2018-12-05 Pei Zhou , Muhao Chen , Kai-Wei Chang , Carlo Zaniolo

Classifying researchers according to the quality of their published work rather than the quantity is a curtail issue. We attempt to introduce a new formula of the percentage range to be used for evaluating qualitatively the researchers'…

Digital Libraries · Computer Science 2013-05-28 Mahmoud Abdel-Aty

DBLP is the largest open-access repository of scientific articles on computer science and provides metadata associated with publications, authors, and venues. We retrieved more than 6 million publications from DBLP and extracted pertinent…

Digital Libraries · Computer Science 2024-02-09 Jan Philip Wahle , Terry Ruas , Saif M. Mohammad , Bela Gipp

The number of scientific publications continues to rise exponentially, especially in Computer Science (CS). However, current solutions to analyze those publications restrict access behind a paywall, offer no features for visual analysis,…

Digital Libraries · Computer Science 2022-12-02 Lennart Küll

What are the most popular research topics in Artificial Intelligence (AI)? We formulate the problem as extracting top-$k$ topics that can best represent a given area with the help of knowledge base. We theoretically prove that the problem…

Artificial Intelligence · Computer Science 2017-12-05 Fang Zhang , Xiaochen Wang , Jingfei Han , Jie Tang , Shiyin Wang , Marie-Francine Moens

A bibliometric methodology for scanning for emerging science and technology areas is described, where topics in the science, technology and innovation enterprise are discovered using Latent Dirichlet Allocation, their growth rates are…

Social and Information Networks · Computer Science 2022-03-01 Artjay Javier , Beth Masimore , John Chase , F. G. Serpa , John T. Rigsby , Avory Bryant , Jeffrey Solka , Ryan J. Zelnio

Citation counts remain the dominant metric for assessing research impact, yet they suffer from well-documented limitations: temporal lag, disciplinary bias, and Matthew effects. Here we propose LLM-Metrics, a research-impact assessment…

Artificial Intelligence · Computer Science 2026-05-22 Si Shen , Wenhua Zhao , Danhao Zhu

Author impact evaluation and prediction play a key role in determining rewards, funding, and promotion. In this paper, we first introduce the background of author impact evaluation and prediction. Then, we review recent developments of…

Digital Libraries · Computer Science 2020-08-12 Fuli Zhang , Xiaomei Bai , Ivan Lee

Globally, recommendation services have become important due to the fact that they support e-commerce applications and different research communities. Recommender systems have a large number of applications in many fields including economic,…

Information Retrieval · Computer Science 2020-09-01 Xiaomei Bai , Mengyang Wang , Ivan Lee , Zhuo Yang , Xiangjie Kong , Feng Xia

Researchers are often evaluated by citation-based metrics. Such metrics can inform hiring, promotion, and funding decisions. Concerns have been expressed that popular citation-based metrics incentivize researchers to maximize the production…

Digital Libraries · Computer Science 2021-05-19 Vladlen Koltun , David Hafner

The h index is a widely recognized metric for assessing the research impact of scholars, defined as the maximum value h such that the scholar has published h papers each cited at least h times. While it has proven useful measuring…

In this paper, we study the importance of context in predicting the citation worthiness of sentences in scholarly articles. We formulate this problem as a sequence labeling task solved using a hierarchical BiLSTM model. We contribute a new…

Computation and Language · Computer Science 2021-04-20 Rakesh Gosangi , Ravneet Arora , Mohsen Gheisarieha , Debanjan Mahata , Haimin Zhang

Journal Impact Factor is a popular metric for determining the quality of a journal in academia. The number of citations received by a journal is a crucial factor in determining the impact factor, which may be misused in multiple ways.…

Social and Information Networks · Computer Science 2020-06-30 Baani Leen Kaur Jolly , Lavina Jain , Debajyoti Bera , Tanmoy Chakraborty

We describe a strategy for identifying the universe of research publications relevant to the application and development of artificial intelligence. The approach leverages the arXiv corpus of scientific preprints, in which authors choose…

Digital Libraries · Computer Science 2020-05-29 James Dunham , Jennifer Melot , Dewey Murdick

Scientific article recommender systems are playing an increasingly important role for researchers in retrieving scientific articles of interest in the coming era of big scholarly data. Most existing studies have designed unified methods for…

Social and Information Networks · Computer Science 2020-08-12 Feng Xia , Haifeng Liu , Ivan Lee , Longbing Cao

Articles are cited for different purposes and differentiating between reasons when counting citations may therefore give finer-grained citation count information. Although identifying and aggregating the individual reasons for each citation…

Digital Libraries · Computer Science 2020-08-10 Mike Thelwall
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