Matches in SemOpenAlex for { <https://semopenalex.org/work/W4293496215> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4293496215 abstract "Abstract Some machine learning applications do not allow for data augmentation or are applied to modalities where the augmentation is difficult to define. Our study aimed to develop a new method in semi-supervised learning (SSL) applicable to various modalities of data (images, sound, text), especially when augmentation is hard or impossible to define, i.e., medical images. Assuming that all samples, labeled and unlabeled, come from the same data distribution, we can say that labeled and unlabeled data sets used in the semi-supervised learning tasks are similar. Based on this observation, the data embeddings created by the classifier should also be similar for both sets. In our method, finding these embeddings is achieved based on two models—classifier and an auxiliary discriminator model, inspired by the Generative Adversarial Network (GAN) learning process. The classifier is trained to build embeddings for labeled and unlabeled datasets to cheat discriminator, which recognizes whether the embedding comes from a labeled or unlabeled dataset. The method was named the DGSSC from Discriminator Guided Semi-Supervised Classifier. The experimental research aimed evaluation of the proposed method on the classification task in combination with the teacher-student approach and comparison with other SSL methods. In most experiments, training the networks with the DGSSC method improves accuracy with the teacher-student approach. It does not deteriorate the accuracy of any experiment." @default.
- W4293496215 created "2022-08-29" @default.
- W4293496215 creator A5036575786 @default.
- W4293496215 creator A5043612202 @default.
- W4293496215 date "2022-08-29" @default.
- W4293496215 modified "2023-09-30" @default.
- W4293496215 title "Semi-supervised classifier guided by discriminator" @default.
- W4293496215 cites W1479807131 @default.
- W4293496215 cites W2095195675 @default.
- W4293496215 cites W2129713597 @default.
- W4293496215 cites W2165698076 @default.
- W4293496215 cites W2339450381 @default.
- W4293496215 cites W2509712787 @default.
- W4293496215 cites W2529337537 @default.
- W4293496215 cites W2605488490 @default.
- W4293496215 cites W2905589284 @default.
- W4293496215 cites W2936963649 @default.
- W4293496215 cites W2966661 @default.
- W4293496215 cites W2970771703 @default.
- W4293496215 cites W2984353870 @default.
- W4293496215 cites W3010360545 @default.
- W4293496215 cites W3013520104 @default.
- W4293496215 cites W3035160371 @default.
- W4293496215 cites W3035542229 @default.
- W4293496215 cites W3103900065 @default.
- W4293496215 cites W3137609883 @default.
- W4293496215 cites W3180562345 @default.
- W4293496215 cites W3187026598 @default.
- W4293496215 cites W3203065943 @default.
- W4293496215 cites W3209458476 @default.
- W4293496215 doi "https://doi.org/10.1038/s41598-022-18947-6" @default.
- W4293496215 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36038620" @default.
- W4293496215 hasPublicationYear "2022" @default.
- W4293496215 type Work @default.
- W4293496215 citedByCount "0" @default.
- W4293496215 crossrefType "journal-article" @default.
- W4293496215 hasAuthorship W4293496215A5036575786 @default.
- W4293496215 hasAuthorship W4293496215A5043612202 @default.
- W4293496215 hasBestOaLocation W42934962151 @default.
- W4293496215 hasConcept C108583219 @default.
- W4293496215 hasConcept C119857082 @default.
- W4293496215 hasConcept C136389625 @default.
- W4293496215 hasConcept C144024400 @default.
- W4293496215 hasConcept C153180895 @default.
- W4293496215 hasConcept C154945302 @default.
- W4293496215 hasConcept C2776145971 @default.
- W4293496215 hasConcept C2779803651 @default.
- W4293496215 hasConcept C2779903281 @default.
- W4293496215 hasConcept C2988773926 @default.
- W4293496215 hasConcept C36289849 @default.
- W4293496215 hasConcept C39890363 @default.
- W4293496215 hasConcept C41008148 @default.
- W4293496215 hasConcept C41608201 @default.
- W4293496215 hasConcept C50644808 @default.
- W4293496215 hasConcept C51632099 @default.
- W4293496215 hasConcept C58973888 @default.
- W4293496215 hasConcept C76155785 @default.
- W4293496215 hasConcept C94915269 @default.
- W4293496215 hasConcept C95623464 @default.
- W4293496215 hasConceptScore W4293496215C108583219 @default.
- W4293496215 hasConceptScore W4293496215C119857082 @default.
- W4293496215 hasConceptScore W4293496215C136389625 @default.
- W4293496215 hasConceptScore W4293496215C144024400 @default.
- W4293496215 hasConceptScore W4293496215C153180895 @default.
- W4293496215 hasConceptScore W4293496215C154945302 @default.
- W4293496215 hasConceptScore W4293496215C2776145971 @default.
- W4293496215 hasConceptScore W4293496215C2779803651 @default.
- W4293496215 hasConceptScore W4293496215C2779903281 @default.
- W4293496215 hasConceptScore W4293496215C2988773926 @default.
- W4293496215 hasConceptScore W4293496215C36289849 @default.
- W4293496215 hasConceptScore W4293496215C39890363 @default.
- W4293496215 hasConceptScore W4293496215C41008148 @default.
- W4293496215 hasConceptScore W4293496215C41608201 @default.
- W4293496215 hasConceptScore W4293496215C50644808 @default.
- W4293496215 hasConceptScore W4293496215C51632099 @default.
- W4293496215 hasConceptScore W4293496215C58973888 @default.
- W4293496215 hasConceptScore W4293496215C76155785 @default.
- W4293496215 hasConceptScore W4293496215C94915269 @default.
- W4293496215 hasConceptScore W4293496215C95623464 @default.
- W4293496215 hasIssue "1" @default.
- W4293496215 hasLocation W42934962151 @default.
- W4293496215 hasLocation W42934962152 @default.
- W4293496215 hasLocation W42934962153 @default.
- W4293496215 hasLocation W42934962154 @default.
- W4293496215 hasOpenAccess W4293496215 @default.
- W4293496215 hasPrimaryLocation W42934962151 @default.
- W4293496215 hasRelatedWork W2151561819 @default.
- W4293496215 hasRelatedWork W2412510955 @default.
- W4293496215 hasRelatedWork W3119933956 @default.
- W4293496215 hasRelatedWork W3120994036 @default.
- W4293496215 hasRelatedWork W3175849793 @default.
- W4293496215 hasRelatedWork W3181161034 @default.
- W4293496215 hasRelatedWork W3204638265 @default.
- W4293496215 hasRelatedWork W4287394940 @default.
- W4293496215 hasRelatedWork W4293496215 @default.
- W4293496215 hasRelatedWork W4294974824 @default.
- W4293496215 hasVolume "12" @default.
- W4293496215 isParatext "false" @default.
- W4293496215 isRetracted "false" @default.
- W4293496215 workType "article" @default.