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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 29 / No.1: The Twenty-Ninth Conference on Artificial Intelligence

An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building

March 8, 2023

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Authors

Miaolong Yuan

Institute for Infocomm Research


Bo Tian

Institute for Infocomm Research


Vui Ann Shim

Institute for Infocomm Research


Huajin Tang

Institute for Infocomm Research


Haizhou Li

Institute for Infocomm Research


DOI:

10.1609/aaai.v29i1.9221


Abstract:

Hippocampal place cells and entorhinal grid cells have been hypothesized to be able to form map-like spatial representation of the environment, namely cognitive map. In most prior approaches, either neural network methods or only hippocampal models are used for building cognitive maps, lacking biological fidelity to the entorhinal-hippocampal system. This paper presents a novel computational model to build cognitive maps of real environments using both place cells and grid cells. The proposed model includes two major components: (1) A competitive Hebbian learning algorithm is used to select velocity-coupled grid cell population activities, which path-integrate self-motion signals to determine computation of place cell population activities; (2) Visual cues of environments are used to correct the accumulative errors intrinsically associated with the path integration process. Experiments performed on a mobile robot show that cognitive maps of the real environment can be efficiently built. The proposed model would provide an alternative neuro-inspired approach for robotic mapping, navigation and localization.

Topics: AAAI

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HOW TO CITE:

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building Proceedings of the AAAI Conference on Artificial Intelligence, 29 (2015) .

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building AAAI 2015, .

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li (2015). An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building. Proceedings of the AAAI Conference on Artificial Intelligence, 29, .

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li. An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building. Proceedings of the AAAI Conference on Artificial Intelligence, 29 2015 p..

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li. 2015. An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building. "Proceedings of the AAAI Conference on Artificial Intelligence, 29". .

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li. (2015) "An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building", Proceedings of the AAAI Conference on Artificial Intelligence, 29, p.

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li, "An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building", AAAI, p., 2015.

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li. "An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building". Proceedings of the AAAI Conference on Artificial Intelligence, 29, 2015, p..

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li. "An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building". Proceedings of the AAAI Conference on Artificial Intelligence, 29, (2015): .

Miaolong Yuan|| Bo Tian|| Vui Ann Shim|| Huajin Tang|| Haizhou Li. An Entorhinal-Hippocampal Model for Simultaneous Cognitive Map Building. AAAI[Internet]. 2015[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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