Matches in SemOpenAlex for { <https://semopenalex.org/work/W2028406772> ?p ?o ?g. }
Showing items 1 to 60 of
60
with 100 items per page.
- W2028406772 abstract "As we published in the last few years, when the given input- output training vector pairs satisfy a PLI (positive-linear- independency) condition, the training and the application of a hard-limited neural network can be achieved non-iteratively with very short training time and very robust recognition when it is applied to recognize any untrained patterns. The key feature in this novel pattern recognition system is the use of slack constants in solving the connection matrix when the PLI condition is satisfied. Generally there are infinitely many ways of selecting the slack constants for meeting the training-recognition goal, but there is only one way to select them if an optimal robustness is sought in the recognition of the untrained patterns. This particular way of selecting the slack constants carries some special physical properties of the system -- the automatic feature extraction in the learning mode and the automatic feature competition in the recognition mode. Physical significance as well as mathematical analysis of these novel properties are to be explained in detail in this article. Real-time experiments are to be presented in an unedited movie. It is seen that in the system, the training of 4 hand-written characters is close to real time (less than 0.1 sec.) and the recognition of the untrained hand-written characters is greater than 90% accurate." @default.
- W2028406772 created "2016-06-24" @default.
- W2028406772 creator A5019143587 @default.
- W2028406772 date "1998-03-23" @default.
- W2028406772 modified "2023-09-23" @default.
- W2028406772 title "<title>Feature competition and feature extraction in a noniterative neural network pattern recognition scheme</title>" @default.
- W2028406772 cites W2161278885 @default.
- W2028406772 cites W3017143921 @default.
- W2028406772 doi "https://doi.org/10.1117/12.304758" @default.
- W2028406772 hasPublicationYear "1998" @default.
- W2028406772 type Work @default.
- W2028406772 sameAs 2028406772 @default.
- W2028406772 citedByCount "0" @default.
- W2028406772 crossrefType "proceedings-article" @default.
- W2028406772 hasAuthorship W2028406772A5019143587 @default.
- W2028406772 hasConcept C104317684 @default.
- W2028406772 hasConcept C138885662 @default.
- W2028406772 hasConcept C153180895 @default.
- W2028406772 hasConcept C154945302 @default.
- W2028406772 hasConcept C185592680 @default.
- W2028406772 hasConcept C2776401178 @default.
- W2028406772 hasConcept C28490314 @default.
- W2028406772 hasConcept C41008148 @default.
- W2028406772 hasConcept C41895202 @default.
- W2028406772 hasConcept C50644808 @default.
- W2028406772 hasConcept C52622490 @default.
- W2028406772 hasConcept C55493867 @default.
- W2028406772 hasConcept C63479239 @default.
- W2028406772 hasConcept C83665646 @default.
- W2028406772 hasConceptScore W2028406772C104317684 @default.
- W2028406772 hasConceptScore W2028406772C138885662 @default.
- W2028406772 hasConceptScore W2028406772C153180895 @default.
- W2028406772 hasConceptScore W2028406772C154945302 @default.
- W2028406772 hasConceptScore W2028406772C185592680 @default.
- W2028406772 hasConceptScore W2028406772C2776401178 @default.
- W2028406772 hasConceptScore W2028406772C28490314 @default.
- W2028406772 hasConceptScore W2028406772C41008148 @default.
- W2028406772 hasConceptScore W2028406772C41895202 @default.
- W2028406772 hasConceptScore W2028406772C50644808 @default.
- W2028406772 hasConceptScore W2028406772C52622490 @default.
- W2028406772 hasConceptScore W2028406772C55493867 @default.
- W2028406772 hasConceptScore W2028406772C63479239 @default.
- W2028406772 hasConceptScore W2028406772C83665646 @default.
- W2028406772 hasLocation W20284067721 @default.
- W2028406772 hasOpenAccess W2028406772 @default.
- W2028406772 hasPrimaryLocation W20284067721 @default.
- W2028406772 hasRelatedWork W1977222486 @default.
- W2028406772 hasRelatedWork W2016461833 @default.
- W2028406772 hasRelatedWork W2049538278 @default.
- W2028406772 hasRelatedWork W2146076056 @default.
- W2028406772 hasRelatedWork W2147802381 @default.
- W2028406772 hasRelatedWork W2365346975 @default.
- W2028406772 hasRelatedWork W2385132419 @default.
- W2028406772 hasRelatedWork W2546942002 @default.
- W2028406772 hasRelatedWork W2772780115 @default.
- W2028406772 hasRelatedWork W3197541072 @default.
- W2028406772 isParatext "false" @default.
- W2028406772 isRetracted "false" @default.
- W2028406772 magId "2028406772" @default.
- W2028406772 workType "article" @default.