Weak universality in sensory tradeoffs
For many organisms, the number of sensory neurons is largely determined during development, before strong environmental cues are present. This is despite the fact that environments can fluctuate drastically both from generation to generation and within an organism's lifetime. How can organisms...
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Format: | Article |
Language: | English |
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American Physical Society
2017
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Online Access: | http://hdl.handle.net/1721.1/109918 |
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author | DeDeo, Simon Marzen, Sarah E. |
author2 | Massachusetts Institute of Technology. Department of Physics |
author_facet | Massachusetts Institute of Technology. Department of Physics DeDeo, Simon Marzen, Sarah E. |
author_sort | DeDeo, Simon |
collection | MIT |
description | For many organisms, the number of sensory neurons is largely determined during development, before strong environmental cues are present. This is despite the fact that environments can fluctuate drastically both from generation to generation and within an organism's lifetime. How can organisms get by by hard coding the number of sensory neurons? We approach this question using rate-distortion theory. A combination of simulation and theory suggests that when environments are large, the rate-distortion function—a proxy for material costs, timing delays, and energy requirements—depends only on coarse-grained environmental statistics that are expected to change on evolutionary, rather than ontogenetic, time scales. |
first_indexed | 2024-09-23T10:11:01Z |
format | Article |
id | mit-1721.1/109918 |
institution | Massachusetts Institute of Technology |
language | English |
last_indexed | 2024-09-23T10:11:01Z |
publishDate | 2017 |
publisher | American Physical Society |
record_format | dspace |
spelling | mit-1721.1/1099182022-09-30T19:27:02Z Weak universality in sensory tradeoffs DeDeo, Simon Marzen, Sarah E. Massachusetts Institute of Technology. Department of Physics Marzen, Sarah E. For many organisms, the number of sensory neurons is largely determined during development, before strong environmental cues are present. This is despite the fact that environments can fluctuate drastically both from generation to generation and within an organism's lifetime. How can organisms get by by hard coding the number of sensory neurons? We approach this question using rate-distortion theory. A combination of simulation and theory suggests that when environments are large, the rate-distortion function—a proxy for material costs, timing delays, and energy requirements—depends only on coarse-grained environmental statistics that are expected to change on evolutionary, rather than ontogenetic, time scales. National Science Foundation (U.S.). Graduate Research Fellowship Program University of California, Berkeley (Chancellor’s Fellowship) 2017-06-15T19:58:01Z 2017-06-15T19:58:01Z 2016-12 2016-06 2016-12-07T23:00:04Z Article http://purl.org/eprint/type/JournalArticle 2470-0045 2470-0053 http://hdl.handle.net/1721.1/109918 Marzen, Sarah, and Simon DeDeo. “Weak Universality in Sensory Tradeoffs.” Physical Review E 94.6 (2016): n. pag. © 2016 American Physical Society en http://dx.doi.org/10.1103/PhysRevE.94.060101 Physical Review E Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use. American Physical Society application/pdf American Physical Society American Physical Society |
spellingShingle | DeDeo, Simon Marzen, Sarah E. Weak universality in sensory tradeoffs |
title | Weak universality in sensory tradeoffs |
title_full | Weak universality in sensory tradeoffs |
title_fullStr | Weak universality in sensory tradeoffs |
title_full_unstemmed | Weak universality in sensory tradeoffs |
title_short | Weak universality in sensory tradeoffs |
title_sort | weak universality in sensory tradeoffs |
url | http://hdl.handle.net/1721.1/109918 |
work_keys_str_mv | AT dedeosimon weakuniversalityinsensorytradeoffs AT marzensarahe weakuniversalityinsensorytradeoffs |