R & D Cluster Quality Measures and Technology Maturity
نویسندگان
چکیده
"Innovation Indicators" strive to track the maturation of an emerging technology to help forecast its prospective development. One rich source of information is the changing content of discourse of R&D, as the technology progresses. We analyze the content of research paper abstracts obtained by searching large databases on a given topic. We then map the evolution of that topic's emphasis areas. The present research seeks to validate a process that creates factors (clusters) based on term usage in technical papers. Three composite quality measures -cohesion, entropy and F.measure -are \ computed. Using these measures, we create standard factor groupings that optimize th;·c8'mposite term sets and facilitate comparisons of the R&D emphasis areas (i.e., clusters) over time. The conceptual foundation for this approach lies in the presumption that domain knowledge expands and becomes more application specific in nature as a technology matures. We hypothesize implications for this knowledge expansion in terms of the three factor measures, then observe these empirically for the case of a particular technology -autonomous navigation. These metrics can provide indicators of technological maturation. Background: TECH OASIS and R&D Profiling Report Documentation Page Form Approved OMB No. 0704-0188 Public reporting burden for the collection of information is estimated to average 1 hour per response, including the time for reviewing instructions, searching existing data sources, gathering and maintaining the data needed, and completing and reviewing the collection of information. Send comments regarding this burden estimate or any other aspect of this collection of information, including suggestions for reducing this burden, to Washington Headquarters Services, Directorate for Information Operations and Reports, 1215 Jefferson Davis Highway, Suite 1204, Arlington VA 22202-4302. Respondents should be aware that notwithstanding any other provision of law, no person shall be subject to a penalty for failing to comply with a collection of information if it does not display a currently valid OMB control number. 1. REPORT DATE 20 AUG 2002 2. REPORT TYPE Journal Article 3. DATES COVERED 19-07-2002 to 19-08-2002 4. TITLE AND SUBTITLE R&D Cluster Quality Measures and Technology Maturity 5a. CONTRACT NUMBER
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تاریخ انتشار 2012