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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…

社会与信息网络 · 计算机科学 2020-08-12 Feng Xia , Haifeng Liu , Ivan Lee , Longbing Cao

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.…

数字图书馆 · 计算机科学 2016-05-02 Lovro Šubelj , Nees Jan van Eck , Ludo Waltman

We describe a technique for attributing parts of a written text to a set of unknown authors. Nothing is assumed to be known a priori about the writing styles of potential authors. We use multiple independent clusterings of an input text to…

计算与语言 · 计算机科学 2015-03-27 David Fifield , Torbjørn Follan , Emil Lunde

The disambiguation of author names is an important and challenging task in bibliometrics. We propose an approach that relies on an external source of information for selecting and validating clusters of publications identified through an…

数字图书馆 · 计算机科学 2021-03-29 Ciriaco Andrea D'Angelo , Nees Jan van Eck

Concepts and methods of complex networks have been employed to uncover patterns in a myriad of complex systems. Unfortunately, the relevance and significance of these patterns strongly depends on the reliability of the data sets. In the…

社会与信息网络 · 计算机科学 2015-02-05 Diego R. Amancio , Osvaldo N. Oliveira , Luciano da F. Costa

A recurrent neural network that has been trained to separately model the language of several documents by unknown authors is used to measure similarity between the documents. It is able to find clues of common authorship even when the…

计算与语言 · 计算机科学 2016-08-17 Douglas Bagnall

Collaboration among researchers is an essential component of the modern scientific enterprise, playing a particularly important role in multidisciplinary research. However, we continue to wrestle with allocating credit to the coauthors of…

物理与社会 · 物理学 2014-08-18 Hua-Wei Shen , Albert-László Barabási

With the increasing availability of online scholarly databases, publication records can be easily extracted and analysed. Researchers can promptly keep abreast of others' scientific production and, in principle, can select new collaborators…

社会与信息网络 · 计算机科学 2020-09-30 Xiancheng Li , Luca Verginer , Massimo Riccaboni , Pietro Panzarasa

There are many scenarios where we may want to find pairs of textually similar documents in a large corpus (e.g. a researcher doing literature review, or an R&D project manager analyzing project proposals). To programmatically discover those…

计算与语言 · 计算机科学 2020-12-16 Carlos Badenes-Olmedo , Jose-Luis Redondo García , Oscar Corcho

Understanding the nature and organization of scientific communities is of broad interest. The `Invisible College' is a historical metaphor for one such type of community and the search for such `colleges' can be framed as the detection and…

数字图书馆 · 计算机科学 2022-02-28 Shreya Chandrasekharan , Mariam Zaka , Stephen Gallo , Tandy Warnow , George Chacko

This work addresses the problem of author name homonymy in the Web of Science. Aiming for an efficient, simple and straightforward solution, we introduce a novel probabilistic similarity measure for author name disambiguation based on…

信息检索 · 计算机科学 2018-08-14 Tobias Backes

In Japanese scientific news articles, although the research results are described clearly, the article's sources tend to be uncited. This makes it difficult for readers to know the details of the research. In this paper, we address the task…

计算与语言 · 计算机科学 2019-06-12 Masato Kikuchi , Mitsuo Yoshida , Kyoji Umemura

Identifying literary, scientific, and technical works of enduring interest is challenging. Few are able to name significant works across more than a handful of domains or languages. This paper introduces an automatic method for identifying…

数字图书馆 · 计算机科学 2015-06-12 Allen B. Riddell

Name ambiguity is common in academic digital libraries, such as multiple authors having the same name. This creates challenges for academic data management and analysis, thus name disambiguation becomes necessary. The procedure of name…

机器学习 · 计算机科学 2024-04-02 Wenjin Xie , Siyuan Liu , Xiaomeng Wang , Tao Jia

Automatic classification of scientific articles based on common characteristics is an interesting problem with many applications in digital library and information retrieval systems. Properly organized articles can be useful for automatic…

信息检索 · 计算机科学 2015-05-04 Shameem A Puthiya Parambath

Recently we discovered (cond-mat/0212043) that the majority of scientific citations are copied from the lists of references used in other papers. Here we show that a model, in which a scientist picks three random papers, cites them,and also…

无序系统与神经网络 · 物理学 2007-05-23 M. V. Simkin , V. P. Roychowdhury

We present a novel algorithm and validation method for disambiguating author names in very large bibliographic data sets and apply it to the full Web of Science (WoS) citation index. Our algorithm relies only upon the author and citation…

数字图书馆 · 计算机科学 2014-12-11 Christian Schulz , Amin Mazloumian , Alexander M Petersen , Orion Penner , Dirk Helbing

An author name disambiguation (AND) algorithm identifies a unique author entity record from all similar or same publication records in scholarly or similar databases. Typically, a clustering method is used that requires calculation of…

信息检索 · 计算机科学 2017-09-28 Kunho Kim , Athar Sefid , C. Lee Giles

To train algorithms for supervised author name disambiguation, many studies have relied on hand-labeled truth data that are very laborious to generate. This paper shows that labeled training data can be automatically generated using…

数字图书馆 · 计算机科学 2021-02-08 Jinseok Kim , Jinmo Kim , Jason Owen-Smith

Classifying journals or publications into research areas is an essential element of many bibliometric analyses. Classification usually takes place at the level of journals, where the Web of Science subject categories are the most popular…

数字图书馆 · 计算机科学 2012-03-05 Ludo Waltman , Nees Jan van Eck
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