Name
Abstract | ||
|---|---|---|
As project development gets more intensive, there are increasing needs of development support by reusing shared knowledge objects, such as technical know–how and project achievements, which grow along with developers’ activities through multiple support systems. However, there is a large gap of knowledge in providing such development support, because of developers’ divergent background knowledge, as well as distinct personal preferences in using different support systems. To bridge the knowledge gap, the major challenge is to improve the information coverage in correlating the knowledge from different support systems. This challenge derives two issues: one is the development data analytics to have a deep insight to the correlations among the knowledge objects that are developing and growing; and the other is the development system integration to utilize knowledge objects that are stored in different support systems. For development data analytics, we propose the development activity awareness using the terms-frequency and chained links-ratio (TFCLR) to measure the integrated contextual and relational correlation among knowledge objects. For development system integration, we implement the seamless repository as an integrated development environment. We experiment with the activity awareness for development support on the ICT field with English conducted as medium of development. The seamless repository integrates multiple support systems to cover more knowledge objects. And in comparison with other mentioned knowledge correlation measures, the one using TFCLR covers the most detailed information in knowledge objects. The quantified and visualized knowledge correlation produced by this study is a useful tool to bridge the knowledge gap in development. |
Year | DOI | Venue |
|---|---|---|
2019 | 10.1007/s13042-017-0700-x | Int. J. Machine Learning & Cybernetics |
Keywords | Field | DocType |
Activity awareness, Development support, Seamless repository, Terms-frequency and chained links-ratio, Contextual and relational correlation | Data science,Knowledge integration,Domain knowledge,Personal knowledge management,Computer science,Knowledge management,Knowledge value chain,Knowledge engineering,Knowledge extraction,System integration,Project management | Journal |
Volume | Issue | ISSN |
10 | 1 | 1868-808X |
Citations | PageRank | References |
0 | 0.34 | 7 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Yilang Wu | 1 | 17 | 5.16 |
| Junbo Wang | 2 | 35 | 3.07 |
| Zixue Cheng | 3 | 411 | 52.10 |