Matches in SemOpenAlex for { <https://semopenalex.org/work/W2318201794> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W2318201794 abstract "Hierarchical temporal memory (HTM) is an emerging machine learning algorithm, with the potential to provide a means to perform predictions on spatiotemporal data. The algorithm, inspired by the neocortex, currently does not have a comprehensive mathematical framework. This work brings together all aspects of the spatial pooler (SP), a critical learning component in HTM, under a single unifying framework. The primary learning mechanism is explored, where a maximum likelihood estimator for determining the degree of permanence update is proposed. The boosting mechanisms are studied and found to be only relevant during the initial few iterations of the network. Observations are made relating HTM to well-known algorithms such as competitive learning and attribute bagging. Methods are provided for using the SP for classification as well as dimensionality reduction. Empirical evidence verifies that given the proper parameterizations, the SP may be used for feature learning." @default.
- W2318201794 created "2016-06-24" @default.
- W2318201794 creator A5066894705 @default.
- W2318201794 creator A5067236813 @default.
- W2318201794 creator A5070827124 @default.
- W2318201794 date "2016-01-22" @default.
- W2318201794 modified "2023-09-27" @default.
- W2318201794 title "A Mathematical Formalization of Hierarchical Temporal Memory's Spatial Pooler" @default.
- W2318201794 cites W1574944015 @default.
- W2318201794 cites W2045908891 @default.
- W2318201794 cites W2109094355 @default.
- W2318201794 cites W2112796928 @default.
- W2318201794 cites W2168487341 @default.
- W2318201794 cites W2189469222 @default.
- W2318201794 cites W2262511290 @default.
- W2318201794 cites W3120740533 @default.
- W2318201794 hasPublicationYear "2016" @default.
- W2318201794 type Work @default.
- W2318201794 sameAs 2318201794 @default.
- W2318201794 citedByCount "1" @default.
- W2318201794 countsByYear W23182017942015 @default.
- W2318201794 crossrefType "posted-content" @default.
- W2318201794 hasAuthorship W2318201794A5066894705 @default.
- W2318201794 hasAuthorship W2318201794A5067236813 @default.
- W2318201794 hasAuthorship W2318201794A5070827124 @default.
- W2318201794 hasConcept C105795698 @default.
- W2318201794 hasConcept C111030470 @default.
- W2318201794 hasConcept C119857082 @default.
- W2318201794 hasConcept C138885662 @default.
- W2318201794 hasConcept C154945302 @default.
- W2318201794 hasConcept C185429906 @default.
- W2318201794 hasConcept C2776401178 @default.
- W2318201794 hasConcept C33923547 @default.
- W2318201794 hasConcept C41008148 @default.
- W2318201794 hasConcept C41895202 @default.
- W2318201794 hasConcept C46686674 @default.
- W2318201794 hasConcept C70518039 @default.
- W2318201794 hasConceptScore W2318201794C105795698 @default.
- W2318201794 hasConceptScore W2318201794C111030470 @default.
- W2318201794 hasConceptScore W2318201794C119857082 @default.
- W2318201794 hasConceptScore W2318201794C138885662 @default.
- W2318201794 hasConceptScore W2318201794C154945302 @default.
- W2318201794 hasConceptScore W2318201794C185429906 @default.
- W2318201794 hasConceptScore W2318201794C2776401178 @default.
- W2318201794 hasConceptScore W2318201794C33923547 @default.
- W2318201794 hasConceptScore W2318201794C41008148 @default.
- W2318201794 hasConceptScore W2318201794C41895202 @default.
- W2318201794 hasConceptScore W2318201794C46686674 @default.
- W2318201794 hasConceptScore W2318201794C70518039 @default.
- W2318201794 hasLocation W23182017941 @default.
- W2318201794 hasOpenAccess W2318201794 @default.
- W2318201794 hasPrimaryLocation W23182017941 @default.
- W2318201794 hasRelatedWork W117742025 @default.
- W2318201794 hasRelatedWork W1989946722 @default.
- W2318201794 hasRelatedWork W2137481367 @default.
- W2318201794 hasRelatedWork W2262866646 @default.
- W2318201794 hasRelatedWork W2285149252 @default.
- W2318201794 hasRelatedWork W2481392060 @default.
- W2318201794 hasRelatedWork W2540678546 @default.
- W2318201794 hasRelatedWork W2736091926 @default.
- W2318201794 hasRelatedWork W2740777550 @default.
- W2318201794 hasRelatedWork W2768783441 @default.
- W2318201794 hasRelatedWork W2790359648 @default.
- W2318201794 hasRelatedWork W2906007967 @default.
- W2318201794 hasRelatedWork W2921837734 @default.
- W2318201794 hasRelatedWork W2980960055 @default.
- W2318201794 hasRelatedWork W3043669249 @default.
- W2318201794 hasRelatedWork W3109829149 @default.
- W2318201794 hasRelatedWork W3127888919 @default.
- W2318201794 hasRelatedWork W3173461089 @default.
- W2318201794 hasRelatedWork W3185597696 @default.
- W2318201794 hasRelatedWork W329930775 @default.
- W2318201794 isParatext "false" @default.
- W2318201794 isRetracted "false" @default.
- W2318201794 magId "2318201794" @default.
- W2318201794 workType "article" @default.