Categorizing h-index variants

Utilizing the Hirsch index h and some of its variants for an exploratory factor analysis we discuss whether one of the most important Hirsch-type indices, namely the g-index, comprises information about not only the size of the productive core but also the impact of the papers in the core. We also study the effect of logarithmic and square-root transformation of the data utilized in the factor analysis. To demonstrate our approach we use a real data example analysing the citation records of 26 physicists compiled from the Web of Science. Copyright , Beech Tree Publishing.

[1]  Masamori Ihara,et al.  Experimental comparison of least-squares and maximum likelihood methods in factor analysis , 1985 .

[2]  Dean Hendrix,et al.  An analysis of bibliometric indicators, National Institutes of Health funding, and faculty size at Association of American Medical Colleges medical schools, 1997-2007. , 2008, Journal of the Medical Library Association : JMLA.

[3]  Peter Vinkler,et al.  Eminence of scientists in the light of the h-index and other scientometric indicators , 2007, J. Inf. Sci..

[4]  Michael Schreiber A case study of the modified Hirsch index h m accounting for multiple coauthors , 2009 .

[5]  Lutz Bornmann,et al.  Do we need the h index and its variants in addition to standard bibliometric measuresq , 2009 .

[6]  Rodrigo Costas,et al.  The h-index: Advantages, limitations and its relation with other bibliometric indicators at the micro level , 2007, J. Informetrics.

[7]  Kristopher J Preacher,et al.  Sample Size in Factor Analysis: The Role of Model Error , 2001, Multivariate behavioral research.

[8]  Karl G. Jöreskog,et al.  Lisrel 8: User's Reference Guide , 1997 .

[9]  Yannis Manolopoulos,et al.  Generalized Hirsch h-index for disclosing latent facts in citation networks , 2007, Scientometrics.

[10]  R. Rousseau,et al.  The R- and AR-indices: Complementing the h-index , 2007 .

[11]  Rodrigo Costas,et al.  Is g-index better than h-index? An exploratory study at the individual level , 2008, Scientometrics.

[12]  Michael Schreiber,et al.  Twenty Hirsch index variants and other indicators giving more or less preference to highly cited papers , 2010, ArXiv.

[13]  Kristopher J Preacher,et al.  Exploratory Factor Analysis in Behavior Genetics Research: Factor Recovery with Small Sample Sizes , 2002, Behavior genetics.

[14]  L. Bornmann,et al.  The state of h index research , 2009, EMBO reports.

[15]  B. Muthén,et al.  A comparison of some methodologies for the factor analysis of non‐normal Likert variables , 1985 .

[16]  Lokman I. Meho The Rise and Rise of Citation Analysis , 2006, ArXiv.

[17]  Roger J Pennell,et al.  The influence of communality andN on the sampling distributions of factor loadings , 1968 .

[18]  Michael Schreiber Revisiting the g-index: The average number of citations in the g-core , 2010 .

[19]  Lutz Bornmann,et al.  Are there better indices for evaluation purposes than the h index? A comparison of nine different variants of the h index using data from biomedicine , 2008, J. Assoc. Inf. Sci. Technol..

[20]  Lutz Bornmann,et al.  Are there really two types of h index variants? A validation study by using molecular life sciences data , 2009 .

[21]  W. Velicer,et al.  Affects of variable and subject sampling on factor pattern recovery. , 1998 .

[22]  J. E. Hirsch,et al.  An index to quantify an individual's scientific research output , 2005, Proc. Natl. Acad. Sci. USA.

[23]  Marek Kosmulski,et al.  MAXPROD - A New Index for assessment of the scientific output of an individual, and a comparison with the h-index , 2007 .

[24]  Ludo Waltman,et al.  A Taxonomy of Bibliometric Performance Indicators Based on the Property of Consistency , 2009 .

[25]  R. MacCallum,et al.  Sample size in factor analysis. , 1999 .

[26]  Tom Cox,et al.  Exploratory Factor Analysis: A Users’Guide , 1993 .

[27]  Thed N. van Leeuwen,et al.  The Holy Grail of science policy: Exploring and combining bibliometric tools in search of scientific excellence , 2003, Scientometrics.

[28]  L. Egghe An improvement of the h-index: the g-index , 2006 .

[29]  Michael Schreiber,et al.  A case study of the Hirsch index for 26 non‐prominent physicists , 2007, 0708.0120.

[30]  Leo Egghe,et al.  An h-index weighted by citation impact , 2008, Inf. Process. Manag..

[31]  H. Kaiser An index of factorial simplicity , 1974 .

[32]  Stephen J. Bensman,et al.  Classification and powerlaws: The logarithmic transformation , 2006, J. Assoc. Inf. Sci. Technol..

[33]  K. Jöreskog A general approach to confirmatory maximum likelihood factor analysis , 1969 .

[34]  Francisco Herrera,et al.  h-Index: A review focused in its variants, computation and standardization for different scientific fields , 2009, J. Informetrics.

[35]  D. Jackson,et al.  A Comparison Of Component And Factor Patterns: A Monte Carlo Approach. , 1982, Multivariate behavioral research.

[36]  T. V. Leeuwen Testing the validity of the Hirsch-index for research assessment purposes , 2008 .

[37]  R. Gorsuch,et al.  Setting the Value of K in Promax: A Monte Carlo Study , 1999 .

[38]  J. Mccroskey,et al.  THE USE AND ABUSE OF FACTOR ANALYSIS IN COMMUNICATION RESEARCH , 1979 .

[39]  Michael Schreiber An empirical investigation of the g-index for 26 physicists in comparison with the h-index, the A-index, and the R-index , 2008 .

[40]  Michael Schreiber,et al.  The influence of self‐citation corrections and the fractionalised counting of multi‐authored manuscripts on the Hirsch index , 2009 .

[41]  John Panaretos,et al.  Assessing scientific research performance and impact with single indices , 2008, Scientometrics.

[42]  B. Efron Bootstrap Methods: Another Look at the Jackknife , 1979 .

[43]  Jean-François Molinari,et al.  A new methodology for ranking scientific institutions , 2008, Scientometrics.

[44]  Richard S. J. Tol,et al.  The h-index and its alternatives: An application to the 100 most prolific economists , 2009, Scientometrics.