Preprint Article Version 2 Preserved in Portico This version is not peer-reviewed

A 2-Level Memory Architecture for Brain Modelling

Version 1 : Received: 5 September 2023 / Approved: 6 September 2023 / Online: 6 September 2023 (04:13:53 CEST)
Version 2 : Received: 9 January 2024 / Approved: 10 January 2024 / Online: 10 January 2024 (04:25:56 CET)

How to cite: Greer, K. A 2-Level Memory Architecture for Brain Modelling. Preprints 2023, 2023090370. https://doi.org/10.20944/preprints202309.0370.v2 Greer, K. A 2-Level Memory Architecture for Brain Modelling. Preprints 2023, 2023090370. https://doi.org/10.20944/preprints202309.0370.v2

Abstract

This paper describes a memory model with 2 levels of information. The lower-level stores source data, is Markov-like and unweighted. Then an upper-level ontology is created from a further 3 phases of aggregating source information, by transposing from an ensemble to a hierarchy at each level. The ontology is useful for search processes and the aggregating process transposes the information from horizontal set-based sequences to more vertical typed-based clusters. The base memory is essentially neutral, where any weighted constraints or preferences should be sent by the calling module. This therefore allows different weight sets to be imposed on the same linking structure. The success of the ontology typing is open to interpretation, but the author would suggest that when clustering text, the result was types based more on use and context, for example, 'linking' with 'structure' or 'provide' with 'web,' for a document describing distributed service-based networks. This allows the system to economise over symbol use, where links to related symbols will be clustered together. The author then conjectures that a third level would be more neural in nature and would include functions or operations to be performed on the data, along with related memory information.

Keywords

memory model; brain model; ontology; statistical clustering

Subject

Computer Science and Mathematics, Artificial Intelligence and Machine Learning

Comments (1)

Comment 1
Received: 10 January 2024
Commenter: Kieran Greer
Commenter's Conflict of Interests: Author
Comment: Change in the title and overall concept to a 2-level memory structure not 3. But essentially still the same paper, with some text updates.
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