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- Damianou, Andreas (author)
A Top-Down Approach for a Synthetic Autobiographical Memory System
- Article/chapterEnglish2015
Publisher, publication year, extent ...
- 2015-07-24
- Cham :Springer,2015
- printrdacarrier
Numbers
- LIBRIS-ID:oai:DiVA.org:kth-177974
- https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-177974URI
- https://doi.org/10.1007/978-3-319-22979-9_28DOI
Supplementary language notes
- Language:English
- Summary in:English
Part of subdatabase
- SwePubSwePub
Classification
Notes
- QC 20151202
- Autobiographical memory (AM) refers to the organisation of one's experience into a coherent narrative. The exact neural mechanisms responsible for the manifestation of AM in humans are unknown. On the other hand, the field of psychology has provided us with useful understanding about the functionality of a bio-inspired synthetic AM (SAM) system, in a higher level of description. This paper is concerned with a top-down approach to SAM, where known components and organisation guide the architecture but the unknown details of each module are abstracted. By using Bayesian latent variable models we obtain a transparent SAM system with which we can interact in a structured way. This allows us to reveal the properties of specific sub-modules and map them to functionality observed in biological systems. The top-down approach can cope well with the high performance requirements of a bio-inspired cognitive system. This is demonstrated in experiments using faces data.
Subject headings and genre
- NATURVETENSKAP Data- och informationsvetenskap Datavetenskap hsv//swe
- NATURAL SCIENCES Computer and Information Sciences Computer Sciences hsv//eng
- Synthetic autobiographical memory
- Hippocampus
- Robotics
- Deep Gaussian process
- MRD
Added entries (persons, corporate bodies, meetings, titles ...)
- Ek, Carl HenrikKTH,Datorseende och robotik, CVAP(Swepub:kth)u19gujz0 (author)
- Boorman, Luke (author)
- Lawrence, Neil D. (author)
- Prescott, Tony J. (author)
- KTHDatorseende och robotik, CVAP (creator_code:org_t)
Related titles
- In:BIOMIMETIC AND BIOHYBRID SYSTEMS, LIVING MACHINES 2015Cham : Springer, s. 280-29297833192297999783319229782
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