| 50890 |
Creator |
c9aa7f2e582d191ed728ad414c5ea711 |
| 50890 |
Creator |
21e3abf33e3daaa89c07ea7d5da24bb0 |
| 50890 |
Creator |
72695c730cacd1f727d9ea1eed1aa934 |
| 50890 |
Date |
2017 |
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Is Part Of |
repository |
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abstract |
Technologies such as algorithms, applications and formats usually originate in the
context of a specific research area and then spread to several other fields, sometimes
with transformative effects. However, this can be a slow and inefficient process,
since it not easy for researchers to be aware of all interesting approaches produced
by unfamiliar research communities. We address this issue by introducing the Technology-Topic
Framework, a novel approach which uses a semantically enhanced technology-topic model
and machine learning to forecast the propagation of technologies across research areas.
The aim is to foster the knowledge flow by suggesting to scholars technologies that
may become relevant to their research field. The system was evaluated on a manually
curated set of 1,118 technologies in Semantic Web and Artificial Intelligence and
the results of the evaluation confirmed the validity of our approach. |
| 50890 |
authorList |
authors |
| 50890 |
presentedAt |
ext-b0db5a568a1b5812fff082ecebc33204 |
| 50890 |
status |
peerReviewed |
| 50890 |
uri |
http://data.open.ac.uk/oro/document/633152 |
| 50890 |
uri |
http://data.open.ac.uk/oro/document/633162 |
| 50890 |
uri |
http://data.open.ac.uk/oro/document/633163 |
| 50890 |
uri |
http://data.open.ac.uk/oro/document/633164 |
| 50890 |
uri |
http://data.open.ac.uk/oro/document/633165 |
| 50890 |
uri |
http://data.open.ac.uk/oro/document/633166 |
| 50890 |
uri |
http://data.open.ac.uk/oro/document/659570 |
| 50890 |
type |
AcademicArticle |
| 50890 |
type |
Article |
| 50890 |
label |
Osborne, Francesco ; Mannocci, Andrea and Motta, Enrico (2017). Forecasting
Technology Migrations by means of the Technology-Topic Framework. In: International
Semantic Web Conference (ISWC) 2017, 21-25 Oct 2017, Vienna, Austria. |
| 50890 |
label |
Osborne, Francesco ; Mannocci, Andrea and Motta, Enrico (2017). Forecasting Technology
Migrations by means of the Technology-Topic Framework. In: International Semantic
Web Conference (ISWC) 2017, 21-25 Oct 2017, Vienna, Austria. |
| 50890 |
Title |
Forecasting Technology Migrations by means of the Technology-Topic Framework |
| 50890 |
in dataset |
oro |