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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Welke, Kai Kaiser, Peter Kozlov, Alexey Adermann, Nils Asfour, Tamim Lewis, Mike Steedman, Mark |
| Copyright Year | 2013 |
| Description | Author affiliation: Institute for Anthropomatics, Karlsruhe Institute of Technology, Adenauerring 2, 76131, Germany (Welke, Kai; Kaiser, Peter; Kozlov, Alexey; Adermann, Nils; Asfour, Tamim) || School of Informatics, University of Edinburgh, 10 Crichton Street, EH8 9AB, Scotland, United Kingdom (Lewis, Mike; Steedman, Mark) |
| Abstract | Providing autonomous humanoid robots with the abilities to react in an adaptive and intelligent manner involves low level control and sensing as well as high level reasoning. However, the integration of both levels still remains challenging due to the representational gap between the continuous state space on the sensorimotor level and the discrete symbolic entities used in high level reasoning. In this work, we approach the problem of learning a representation of the space which is applicable on both levels. This representation is grounded on the sensorimotor level by means of exploration and on the language level by making use of common sense knowledge. We demonstrate how spatial knowledge can be extracted from these two sources of experience. Combining the resulting knowledge in a systematic way yields a solution to the grounding problem which has the potential to substantially decrease the learning effort. |
| Starting Page | 484 |
| Ending Page | 491 |
| File Size | 1520862 |
| Page Count | 8 |
| File Format | |
| ISBN | 9781479926176 |
| ISSN | 21640572 |
| e-ISBN | 9781479926190 |
| DOI | 10.1109/HUMANOIDS.2013.7030018 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2013-10-15 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Dairy products Grounding Semantics Syntactics Robot sensing systems Planning |
| Content Type | Text |
| Resource Type | Article |
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