کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
523966 868535 2014 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Forecasting research trends using population dynamics model with Burgers’ type interaction
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزارهای علوم کامپیوتر
پیش نمایش صفحه اول مقاله
Forecasting research trends using population dynamics model with Burgers’ type interaction
چکیده انگلیسی


• We model and simulate research trends in scientific publishing.
• The analysis is done on data drawn from the ISI Web of Science.
• The model is able to statistically significantly reproduce trends in research activity in the fields of Filtration and Rectification.
• The model can support R&D departments in future project and research fund allocation.

The increasing costs of research and the decreasing lifetime of products and processes make the decisions on allocation of R&D funds strategically important. Therefore, ability to predict research trends is crucial in minimizing risks of R&D expenditure planning. The purpose of this paper is to propose a model for efficient prediction of research trends in a chosen branch of science. The approach is based on population dynamics with Burgers’ type global interaction and selective neighborhood. The model is estimated based on a training set. Then, an out-of-sample forecast is performed. The research trends of filtration and rectification processes were analyzed in this paper. The simulation results show that the model is able to predict the trends with a considerable accuracy and should, therefore, be tested on a wider range of research fields.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Informetrics - Volume 8, Issue 1, January 2014, Pages 111–122
نویسندگان
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