The "Academic Trace" of the Performance Matrix: A Mathematical Synthesis of the h-Index and the Integrated Impact Indicator (I3)
Fred Y. Ye, Loet Leydesdorff

TL;DR
This paper introduces the 'academic trace' measure derived from the performance matrix of the h-index, providing a unified indicator that combines publication and citation distributions to assess academic impact.
Contribution
It proposes a novel mathematical synthesis that integrates the h-index and I3 into a single, interpretable performance measure using a matrix-based approach.
Findings
The 'academic trace' effectively summarizes total academic achievements.
Application to journal sets, universities, and authors demonstrates its versatility.
The measure offers a meaningful interpretation of combined publication and citation data.
Abstract
The h-index provides us with nine natural classes which can be written as a matrix of three vectors. The three vectors are: X=(X1, X2, X3) indicate publication distribution in the h-core, the h-tail, and the uncited ones, respectively; Y=(Y1, Y2, Y3) denote the citation distribution of the h-core, the h-tail and the so-called "excess" citations (above the h-threshold), respectively; and Z=(Z1, Z2, Z3)= (Y1-X1, Y2-X2, Y3-X3). The matrix V=(X,Y,Z)T constructs a measure of academic performance, in which the nine numbers can all be provided with meanings in different dimensions. The "academic trace" tr(V) of this matrix follows naturally, and contributes a unique indicator for total academic achievements by summarizing and weighting the accumulation of publications and citations. This measure can also be used to combine the advantages of the h-index and the Integrated Impact Indicator (I3)…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
Topicsscientometrics and bibliometrics research · Intellectual Capital and Performance Analysis
