Data · dataset · 2024
Dataset and Code for the Article: Predictive Uncertainty in State-Estimation Drives Active Sensing
Listed in Aperta Turkey Open Archive
Animals use active sensing movements to shape the spatiotemporal characteristics of sensory signals to better perceive their environment under varying conditions.
Description
However, the underlying mechanisms governing the generation of active sensing movements are not known. To address this, we investigated the role of active sensing movements in the refuge tracking behavior of Eigenmannia virescens , a species of weakly electric fish.
These fish track the longitudinal movements of a refuge in which they hide by swimming back and forth in a single linear dimension. During refuge tracking, Eigenmannia exhibits stereotyped whole-body oscillations when the quality of the sensory signals degrades. We developed a closed-loop feedback control model to examine the role of these ancillary movements on the task performance.
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Our modeling suggests that fish may use active sensing to minimize predictive uncertainty in state estimation during refuge tracking. The proposed model generates simulated fish trajectories that are statistically indistinguishable from that of the actual fish, unlike the open-loop noise generator and stochastic resonance generator models in the literature. These findings reveal the significance of closed-loop control in active sensing behavior, offering new insights into the underlying mechanisms of dynamic sensory modulation.
Links
Where it is published
- Aperta Turkey Open Archive record aperta.ulakbim.gov.tr/records/274062 ↗
landing page · from aperta ulakbim gov tr
Catalogue records · 1
- InvenioRDM API aperta.ulakbim.gov.tr/api/records/274062 ↗
metadata API · from aperta ulakbim gov tr
Topics
- Inferred from text
- Computer vision and multimedia computation 72% · Longitudinal study 65%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Aperta Turkey Open Archive | 274062 | 13 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · aperta ulakbim gov tr | connector:aperta_ulakbim_gov_tr@1.0.0 | |
| concepts[field].anzsrc:group:4603 | enrichment · aperta ulakbim gov tr | taxonomy-embedding@1.1.0 | title+keywords+description (72%) |
| concepts[method].local:method:longitudinal-study | enrichment · aperta ulakbim gov tr | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · aperta ulakbim gov tr | connector:aperta_ulakbim_gov_tr@1.0.0 | /metadata/description |
| publication_date | source · aperta ulakbim gov tr | connector:aperta_ulakbim_gov_tr@1.0.0 | |
| title | source · aperta ulakbim gov tr | connector:aperta_ulakbim_gov_tr@1.0.0 | /metadata/title |
| updated_date | source · aperta ulakbim gov tr | connector:aperta_ulakbim_gov_tr@1.0.0 |