Full metadata record
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.advisor | 최지웅 | - |
| dc.contributor.author | Sion Kim | - |
| dc.date.accessioned | 2024-02-29T21:02:15Z | - |
| dc.date.available | 2024-02-29T21:02:15Z | - |
| dc.date.issued | 2024 | - |
| dc.identifier.uri | http://hdl.handle.net/20.500.11750/48099 | - |
| dc.identifier.uri | http://dgist.dcollection.net/common/orgView/200000725263 | - |
| dc.description | Self-supervised learning;Contrastive learning;Local field potentials;Hierarchical Contrasting | - |
| dc.description.tableofcontents | I. Introduction 1 II. Background 5 2.1 Local Field Potentials (LFP) 5 2.2 Self-Supervised Learning 6 2.2.1 Self-Supervised Contrastive Learning 7 2.3 Hierarchical Contrasting 8 III. Research Methods 9 3.1 Problem Definition 9 3.2 Framework Overview 9 3.3 Wavelet Transform 9 3.4 Feature Extraction Encoder 11 3.4.1 Linear Projection Layer 11 3.4.2 Augmentation 12 3.4.3 Stacked Convolutional Blocks 14 3.5 Temporal-Spectral Hierarchical Contrasting 14 IV. Result Analysis 18 4.1 Simulation Datasets 18 4.2 Experimental Concept 18 4.3 Evaluation Metric 19 4.4 Baselines for Comparison 20 4.5 Evaluation Summary 21 4.6 Ablation Study 23 V. Conclusion 25 References 26 |
- |
| dc.format.extent | 28 | - |
| dc.language | eng | - |
| dc.publisher | DGIST | - |
| dc.title | Self-Supervised Contrastive Learning Using Temporal-Spectral Hierarchical Loss for Local Field Potentials | - |
| dc.type | Thesis | - |
| dc.identifier.doi | 10.22677/THESIS.200000725263 | - |
| dc.description.degree | Master | - |
| dc.contributor.department | Department of Electrical Engineering and Computer Science | - |
| dc.contributor.coadvisor | Jae Youn Hwang | - |
| dc.date.awarded | 2024-02-01 | - |
| dc.publisher.location | Daegu | - |
| dc.description.database | dCollection | - |
| dc.citation | XT.IM김58 202402 | - |
| dc.date.accepted | 2024-01-30 | - |
| dc.contributor.alternativeDepartment | 전기전자컴퓨터공학과 | - |
| dc.subject.keyword | Self-supervised learning | - |
| dc.subject.keyword | Contrastive learning | - |
| dc.subject.keyword | Local field potentials | - |
| dc.subject.keyword | Hierarchical Contrasting | - |
| dc.contributor.affiliatedAuthor | Sion Kim | - |
| dc.contributor.affiliatedAuthor | Ji-Woong Choi | - |
| dc.contributor.affiliatedAuthor | Jae Youn Hwang | - |
| dc.contributor.alternativeName | 김시온 | - |
| dc.contributor.alternativeName | Ji-Woong Choi | - |
| dc.contributor.alternativeName | 황재윤 | - |
| dc.rights.embargoReleaseDate | 2027-02-28 | - |
- Files in This Item:
-
There are no files associated with this item.
- Appears in Collections:
- Department of Electrical Engineering and Computer Science Theses Master
Items in Repository are protected by copyright, with all rights reserved, unless otherwise indicated.