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The aim of this paper is to review the features, benefits and limitations of the new scientific evaluation products derived from Google Scholar; Google Scholar Metrics and Google Scholar Citations, as well as the h-index which is the…

Digital Libraries · Computer Science 2013-04-09 Alvaro Cabezas-Clavijo , Emilio Delgado Lopez-Cozar

This paper discusses a new family of bounds for use in similarity search, related to those used in metric indexing, but based on Ptolemy's inequality, rather than the metric axioms. Ptolemy's inequality holds for the well-known Euclidean…

Data Structures and Algorithms · Computer Science 2015-07-08 Magnus Lie Hetland

The arbitrariness of the h-index becomes evident, when one requires q*h instead of h citations as the threshold for the definition of the index, thus changing the size of the core of the most influential publications of a dataset. I analyze…

Physics and Society · Physics 2013-02-28 Michael Schreiber

A recent result on size functions is extended to higher homology modules: the persistent homology based on a multidimensional measuring function is reduced to a 1-dimensional one. This leads to a stable distance for multidimensional…

Algebraic Topology · Mathematics 2008-07-28 F. Cagliari , B. Di Fabio , M. Ferri

Citation distributions are lognormal. We use 30 lognormally distributed synthetic series of numbers that simulate real series of citations to investigate the consistency of the h index. Using the lognormal cumulative distribution function,…

Digital Libraries · Computer Science 2021-01-11 Ricardo Brito , Alonso Rodríguez Navarro

The scientific community increasingly relies on open data sharing, yet existing metrics inadequately capture the true impact of datasets as research outputs. Traditional measures, such as the h-index, focus on publications and citations but…

Computers and Society · Computer Science 2025-12-09 Smitha Muthya Sudheendra , Zhongxing Zhang , Wenwen Cao , Jisu Huh , Jaideep Srivastava

Similarity search is an important problem in information retrieval. This similarity is based on a distance. Symbolic representation of time series has attracted many researchers recently, since it reduces the dimensionality of these high…

Information Retrieval · Computer Science 2010-06-18 Muhammad Marwan Muhammad Fuad , Pierre-François Marteau

In order to take multiple co-authorship appropriately into account, a straightforward modification of the Hirsch index was recently proposed. Fractionalised counting of the papers yields an appropriate measure which is called the hm-index.…

Physics and Society · Physics 2013-01-31 Michael Schreiber

The use of quantitative indicators of scientific productivity seems now quite widespread for assessing researchers and research institutions. There is a general perception, however, that these indicators are not necessarily representative…

Physics and Society · Physics 2018-02-28 Roberto Onofrio

Starting with the work of Preiss on the geometry of measures, the classification of uniform measures in $\mathbb R^d$ has remained open, except for $d=1$ and for compactly supported measures in $d=2$, and for codimension $1$. In this paper…

Differential Geometry · Mathematics 2019-05-24 Paul Laurain , Mircea Petrache

This paper is devoted to the study the $m$-point homogeneity property and the point homogeneity degree for finite metric spaces. Since the vertex sets of regular polytopes, as well as of some their generalizations, are homogeneous, we pay…

Metric Geometry · Mathematics 2024-06-13 Valerii N. Berestovskii , Yurii G. Nikonorov

The failure of the Euclidean norm to reliably distinguish between nearby and distant points in high dimensional space is well-known. This phenomenon of distance concentration manifests in a variety of data distributions, with iid or…

Machine Learning · Computer Science 2022-01-17 Brian A. Powell

For the 100 largest European universities we studied the statistical properties of bibliometric indicators related to research performance, field citation density and journal impact. We find a size-dependent cumulative advantage for the…

Data Analysis, Statistics and Probability · Physics 2007-05-23 Anthony F. J. van Raan

A researcher collaborating with many groups will normally have more papers (and thus higher citations and $h$-index) than a researcher spending all his/her time working alone or in a small group. While analyzing an author's research merit,…

Digital Libraries · Computer Science 2016-07-08 Shaon Sahoo

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

We present a general Bayesian method for quantifying the statistical reliability of one-dimensional measures of scientific quality based on citation data. Two quality measures used in practice -- ``papers per year'' and ``Hirsch's $h$'' --…

Physics and Society · Physics 2007-05-23 Sune Lehmann , Andrew D. Jackson , Benny E. Lautrup

The overarching aim of this work is to provide a detailed description of the free version of Dimensions (new bibliographic database produced by Digital Science and launched in January 2018). To do this, the work is divided into two…

Digital Libraries · Computer Science 2018-04-17 Enrique Orduna-Malea , Emilio Delgado Lopez-Cozar

One often distinguishes between a line and a plane by saying that the former is one-dimensional while the latter is two. But, what does it mean for an object to have $d-$dimensions? Can we define a consistent notion of dimension rigorously…

Metric Geometry · Mathematics 2020-12-22 Satvik Singh

An increasing demand for bibliometric assessment of individuals has led to a growth of new bibliometric indicators as well as new variants or combinations of established ones. The aim of this review is to contribute with objective facts…

Digital Libraries · Computer Science 2014-08-26 Lorna Wildgaard , Jesper W. Schneider , Birger Larsen

The standard definition of the dimension of a vector space or rank of a module states that dimension or rank is equal to the cardinality of any basis, which requires an understanding of the concepts of basis, generating set, and linear…

Rings and Algebras · Mathematics 2023-07-18 Julia Maddox
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