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Scientific research funding is allocated largely through a system of soliciting and ranking competitive grant proposals. In these competitions, the proposals themselves are not the deliverables that the funder seeks, but instead are used by…

Physics and Society · Physics 2019-01-04 Kevin Gross , Carl T. Bergstrom

The selection process of proposals is a crucial component of scientific progress and innovations. Limited resources must be allocated in the most effective way to maximise advancements and the production of new knowledge, especially as it…

Physics and Society · Physics 2015-04-22 Antonio Navarra

Despite all its well-known flaws and calls for its dismissal, the notorious $h$-index is still used in many instances when awarding grants, or promoting and hiring scientists. To address this, I set out to devise a better index, with the…

Instrumentation and Methods for Astrophysics · Physics 2022-04-01 Henri M. J. Boffin

While ancient scientists often had patrons to fund their work, peer review of proposals for the allocation of resources is a foundation of modern science. A very common method is that proposals are evaluated by a small panel of experts (due…

Instrumentation and Methods for Astrophysics · Physics 2020-04-10 Wolfgang E. Kerzendorf , Ferdinando Patat , Dominic Bordelon , Glenn van de Ven , Tyler A. Pritchard

US funding agencies alone distribute a yearly total of roughly $65B dollars largely through the process of proposal peer review: scientists compete for project funding by submitting grant proposals which are evaluated by selected panels of…

Computers and Society · Computer Science 2019-04-18 Johan Bollen , Stephen Carpenter , Jane Lubchenco , Marten Scheffer

Dispersion is a fundamental concept in statistics, yet standard approaches - especially via stochastic orders - face limitations in the discrete setting. In particular, the classical dispersive order, well-established for continuous…

Methodology · Statistics 2025-11-11 Andreas Eberl , Bernhard Klar , Alfonso Suárez-Llorens

Public agencies like the U.S. National Science Foundation (NSF) and the National Institutes of Health (NIH) award tens of billions of dollars in annual science funding. How can this money be distributed as efficiently as possible to best…

Physics and Society · Physics 2013-04-04 Johan Bollen , David Crandall , Damion Junk , Ying Ding , Katy Boerner

The recommendation system of the competitive grants to university researchers by using the Grants-in-Aid for Scientific Research (KAKEN) keywords has been developed. The system can determine the recommendation order of researchers to each…

Information Retrieval · Computer Science 2018-07-12 Shin Kamada , Takumi Ichimura , Takanobu Watanabe

Recently, the abundance of digital data enabled the implementation of graph based ranking algorithms that provide system level analysis for ranking publications and authors. Here we take advantage of the entire Physical Review publication…

Physics and Society · Physics 2009-11-11 Filippo Radicchi , Santo Fortunato , Benjamin Markines , Alessandro Vespignani

How are the merits of innovative ideas communicated in science? Here we conduct semantic analyses of grant application success with a focus on scientific promotional language, which has been growing in frequency in many contexts and…

Digital Libraries · Computer Science 2024-07-15 Hao Peng , Huilian Sophie Qiu , Henrik Barslund Fosse , Brian Uzzi

We propose a criterion of equidistribution by the differentiability of certain arithmetic invariants. Combined with the slope method and the asymptotic measures, this criterion gives a new "conceptual" proof to equidistribution results…

Algebraic Geometry · Mathematics 2008-12-19 Huayi Chen

This paper overviews the economics of scientific grants, focusing on the interplay between the inherent uncertainty in research, researchers' incentives, and grant design. Grants differ from traditional market systems and other science and…

General Economics · Economics 2024-10-17 Christoph Carnehl , Marco Ottaviani , Justus Preusser

Competitive allocation of research funding is a major mechanism within the science system. It is fundamentally based on the idea of peer review. Peer review is central in project selection as peers are considered to be in a unique position…

Physics and Society · Physics 2009-11-17 Peter van den Besselaar , Loet Leydesdorff

Scientific evaluation is a determinant of how scientists, institutions and funders behave, and as such is a key element in the making of science. In this article, we propose an alternative to the current norm of evaluating research with…

Digital Libraries · Computer Science 2017-01-30 Michaël Bon , Michael Taylor , Gary S. McDowell

We introduce a new online approach for constructing proposal distributions in particle filters using a forward scheme. Our method progressively incorporates future observations to refine proposals. This is in contrast to backward-scheme…

Computation · Statistics 2026-01-23 Sylvain Procope-Mamert , Nicolas Chopin , Maud Delattre , Guillaume Kon Kam King

Information overload in the modern society calls for highly efficient recommendation algorithms. In this letter we present a novel diffusion based recommendation model, with users' ratings built into a transition matrix. To speed up…

Physics and Society · Physics 2007-11-15 Yi-Cheng Zhang , Matus Medo , Jie Ren , Tao Zhou , Tao Li , Fan Yang

In research policy, effective measures that lead to improvements in the generation of knowledge must be based on reliable methods of research assessment, but for many countries and institutions this is not the case. Publication and citation…

Digital Libraries · Computer Science 2018-07-20 Alonso Rodriguez-Navarro , Ricardo Brito

The evaluation of journals based on their influence is of interest for numerous reasons. Various methods of computing a score have been proposed for measuring the scientific influence of scholarly journals. Typically the computation of any…

Digital Libraries · Computer Science 2016-04-13 Snehanshu Saha , Neelam Jangid , Archana Mathur , Anand M N

Gradients have been exploited in proposal distributions to accelerate the convergence of Markov chain Monte Carlo algorithms on discrete distributions. However, these methods require a natural differentiable extension of the target discrete…

Machine Learning · Computer Science 2023-02-28 Yue Xiang , Dongyao Zhu , Bowen Lei , Dongkuan Xu , Ruqi Zhang

In this paper, we propose a new algorithm for exploratory projection pursuit. The basis of the algorithm is the insight that previous approaches used fairly narrow definitions of interestingness / non interestingness. We argue that allowing…

Methodology · Statistics 2011-12-20 Mohit Dayal
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