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The world's collective knowledge is evolving through research and new scientific discoveries. It is becoming increasingly difficult to objectively rank the impact research institutes have on global advancements. However, since the funding,…

Machine Learning · Computer Science 2020-12-25 Vlad Sandulescu , Mihai Chiru

The detection of influential nodes in a social network is an active research area with many valuable applications including marketing and advertisement. As a new application in academia, KDD Cup 2016 shed light on the lack of an existing…

Social and Information Networks · Computer Science 2016-11-29 Yasin Orouskhani , Leili Tavabi

Measuring research impact and ranking academic achievement are important and challenging problems. Having an objective picture of research institution is particularly valuable for students, parents and funding agencies, and also attracts…

Artificial Intelligence · Computer Science 2016-11-16 Yujie Qian , Yinpeng Dong , Ye Ma , Hailong Jin , Juanzi Li

Ranking in bibliographic information networks is a widely studied problem due to its many applications such as advertisement industry, funding, search engines, etc. Most of the existing works on ranking in bibliographic information network…

Social and Information Networks · Computer Science 2016-12-28 Anubhav Gupta , M. Narasimha Murty

With the growing amount of published research, automatic evaluation of scholarly publications is becoming an important task. In this paper we address this problem and present a simple and transparent approach for evaluating the importance…

Information Retrieval · Computer Science 2016-11-17 Drahomira Herrmannova , Petr Knoth

The web application presented in this paper allows for an analysis to reveal centres of excellence in different fields worldwide using publication and citation data. Only specific aspects of institutional performance are taken into account…

Digital Libraries · Computer Science 2013-07-25 Lutz Bornmann , Moritz Stefaner , Felix de Moya Anegon , Ruediger Mutz

Entity rankings (e.g., institutions, journals) are a core component of academia and related industries. Existing approaches to institutional rankings have relied on a variety of data sources, and approaches to computing outcomes, but remain…

Digital Libraries · Computer Science 2025-04-08 Sean C. Rife , Joshua M. Nicholson , Beatriz Bosques , Domenic Rosati , Ashish Uppala , Igor A. Osipov

The constantly increasing rate at which scientific papers are published makes it difficult for researchers to identify papers that currently impact the research field of their interest. Hence, approaches to effectively identify papers of…

Digital Libraries · Computer Science 2021-04-21 Ilias Kanellos , Thanasis Vergoulis , Dimitris Sacharidis , Theodore Dalamagas , Yannis Vassiliou

In this work we describe our submission to the product ranking task of the Amazon KDD Cup 2022. We rely on a receipt that showed to be effective in previous competitions: we focus our efforts towards efficiently training and deploying large…

Information Retrieval · Computer Science 2022-08-15 Vitor Jeronymo , Guilherme Rosa , Surya Kallumadi , Roberto Lotufo , Rodrigo Nogueira

Citation metrics are the best tools for research assessments. However, current metrics may be misleading in research systems that pursue simultaneously different goals, such as the advance of science and incremental innovations, because…

Digital Libraries · Computer Science 2023-09-27 Alonso Rodriguez-Navarro , Ricardo Brito

Scholarly article impact reflects the significance of academic output recognised by academic peers, and it often plays a crucial role in assessing the scientific achievements of researchers, teams, institutions and countries. It is also…

Digital Libraries · Computer Science 2020-08-11 Xiaomei Bai , Hui Liu , Fuli Zhang , Zhaolong Ning , Xiangjie Kong , Ivan Lee , Feng Xia

World University rankings have become well-established tools that students, university managers and policy makers read and use. Each ranking claims to have a unique methodology capable of measuring the 'quality' of universities. The purpose…

Digital Libraries · Computer Science 2019-06-11 Nicolas Robinson-Garcia , Daniel Torres-Salinas , Enrique Herrera-Viedma , Domingo Docampo

Peer review in academic research aims not only to ensure factual correctness but also to identify work of high scientific potential that can shape future research directions. This task is especially critical in fast-moving fields such as…

Applications · Statistics 2025-11-26 Buxin Su , Natalie Collina , Garrett Wen , Didong Li , Kyunghyun Cho , Jianqing Fan , Bingxin Zhao , Weijie Su

The objective assessment of the prestige of an academic institution is a difficult and hotly debated task. In the last few years, different types of University Rankings have been proposed to quantify the excellence of different research…

Digital Libraries · Computer Science 2019-01-07 Francesco Alessandro Massucci , Domingo Docampo

Although many methods have been designed for ranking universities, there is no suitable system that focuses on the ranking of countries based on the performance of their universities. The overall ranking of the universities in a region can…

Digital Libraries · Computer Science 2020-04-22 Bahram Kalhor , Farzaneh Mehrparvar

Rankings are central to decision-making in fields ranging from education to online platforms, yet classical deterministic methods such as the Borda count method or Copeland-type pairwise methods ignore uncertainty due to sampling noise or…

Methodology · Statistics 2026-05-20 Shunpu Zhang

This paper describes our solution for WSDM Cup 2016. Ranking the query independent importance of scholarly articles is a critical and challenging task, due to the heterogeneity and dynamism of entities involved. Our approach is called…

Information Retrieval · Computer Science 2016-04-20 Dongsheng Luo , Chen Gong , Renjun Hu , Liang Duan , Shuai Ma

Over the past decades, researchers had put lots of effort investigating ranking techniques used to rank query results retrieved during information retrieval, or to rank the recommended products in recommender systems. In this project, we…

Information Retrieval · Computer Science 2022-08-23 Jiashu Wu

In recent years, many studies have been focusing on predicting the scientific impact of research papers. Most of these predictions are based on citations count or rely on features obtainable only from already published papers. In this…

Information Retrieval · Computer Science 2024-06-19 Riccardo Vella , Andrea Vitaletti , Fabrizio Silvestri

The demand for global university league tables has been high over the past two decades. However, significant criticism of their methodologies is accumulating without being addressed. I revisit global university league tables by normalizing…

Physics and Society · Physics 2023-08-22 Saulo Mendes
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