Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf
<p>In an attempt to create a more familiar brain-machine interaction for biometric authentication applications, we investigated the efficiency of using the users' personal hobbies, interests, and memory collections. This approach creates a unique and pleasant experience that can be later...
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2025
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| _version_ | 1852022162557239296 |
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| author | Cristina Andronache (20865683) |
| author2 | Dan Curǎvale (20865686) Irina E. Nicolae (20865689) Ana A. Neacşu (20865692) Georgian Nicolae (20865695) Mihai Ivanovici (20865698) |
| author2_role | author author author author author |
| author_facet | Cristina Andronache (20865683) Dan Curǎvale (20865686) Irina E. Nicolae (20865689) Ana A. Neacşu (20865692) Georgian Nicolae (20865695) Mihai Ivanovici (20865698) |
| author_role | author |
| dc.creator.none.fl_str_mv | Cristina Andronache (20865683) Dan Curǎvale (20865686) Irina E. Nicolae (20865689) Ana A. Neacşu (20865692) Georgian Nicolae (20865695) Mihai Ivanovici (20865698) |
| dc.date.none.fl_str_mv | 2025-03-12T07:50:33Z |
| dc.identifier.none.fl_str_mv | 10.3389/fnins.2025.1487175.s001 |
| dc.relation.none.fl_str_mv | https://figshare.com/articles/dataset/Data_Sheet_1_Tackling_the_possibility_of_extracting_a_brain_digital_fingerprint_based_on_personal_hobbies_predilection_pdf/28580804 |
| dc.rights.none.fl_str_mv | CC BY 4.0 info:eu-repo/semantics/openAccess |
| dc.subject.none.fl_str_mv | Neuroscience biometric authentication brain-computer interface (BCI) category classification electroencephalogram (EEG) emotion classification event related potentials (ERP) hobby dataset person identification |
| dc.title.none.fl_str_mv | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf |
| dc.type.none.fl_str_mv | Dataset info:eu-repo/semantics/publishedVersion dataset |
| description | <p>In an attempt to create a more familiar brain-machine interaction for biometric authentication applications, we investigated the efficiency of using the users' personal hobbies, interests, and memory collections. This approach creates a unique and pleasant experience that can be later utilized within an authentication protocol. This paper presents a new EEG dataset recorded while subjects watch images of popular hobbies, pictures with no point of interest and images with great personal significance. In addition, we propose several applications that can be tackled with our newly collected dataset. Namely, our study showcases 4 types of applications and we obtain state-of-the-art level results for all of them. The tackled tasks are: emotion classification, category classification, authorization process, and person identification. Our experiments show great potential for using EEG response to hobby visualization for people authentication. In our study, we show preliminary results for using predilection for personal hobbies, as measured by EEG, for identifying people. Also, we propose a novel authorization process paradigm using electroencephalograms. Code and dataset are available here.</p> |
| eu_rights_str_mv | openAccess |
| id | Manara_7bb9f7d155faca91aacaa31f5ffbbd57 |
| identifier_str_mv | 10.3389/fnins.2025.1487175.s001 |
| network_acronym_str | Manara |
| network_name_str | ManaraRepo |
| oai_identifier_str | oai:figshare.com:article/28580804 |
| publishDate | 2025 |
| repository.mail.fl_str_mv | |
| repository.name.fl_str_mv | |
| repository_id_str | |
| rights_invalid_str_mv | CC BY 4.0 |
| spelling | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdfCristina Andronache (20865683)Dan Curǎvale (20865686)Irina E. Nicolae (20865689)Ana A. Neacşu (20865692)Georgian Nicolae (20865695)Mihai Ivanovici (20865698)Neurosciencebiometric authenticationbrain-computer interface (BCI)category classificationelectroencephalogram (EEG)emotion classificationevent related potentials (ERP)hobby datasetperson identification<p>In an attempt to create a more familiar brain-machine interaction for biometric authentication applications, we investigated the efficiency of using the users' personal hobbies, interests, and memory collections. This approach creates a unique and pleasant experience that can be later utilized within an authentication protocol. This paper presents a new EEG dataset recorded while subjects watch images of popular hobbies, pictures with no point of interest and images with great personal significance. In addition, we propose several applications that can be tackled with our newly collected dataset. Namely, our study showcases 4 types of applications and we obtain state-of-the-art level results for all of them. The tackled tasks are: emotion classification, category classification, authorization process, and person identification. Our experiments show great potential for using EEG response to hobby visualization for people authentication. In our study, we show preliminary results for using predilection for personal hobbies, as measured by EEG, for identifying people. Also, we propose a novel authorization process paradigm using electroencephalograms. Code and dataset are available here.</p>2025-03-12T07:50:33ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.3389/fnins.2025.1487175.s001https://figshare.com/articles/dataset/Data_Sheet_1_Tackling_the_possibility_of_extracting_a_brain_digital_fingerprint_based_on_personal_hobbies_predilection_pdf/28580804CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/285808042025-03-12T07:50:33Z |
| spellingShingle | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf Cristina Andronache (20865683) Neuroscience biometric authentication brain-computer interface (BCI) category classification electroencephalogram (EEG) emotion classification event related potentials (ERP) hobby dataset person identification |
| status_str | publishedVersion |
| title | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf |
| title_full | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf |
| title_fullStr | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf |
| title_full_unstemmed | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf |
| title_short | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf |
| title_sort | Data Sheet 1_Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection.pdf |
| topic | Neuroscience biometric authentication brain-computer interface (BCI) category classification electroencephalogram (EEG) emotion classification event related potentials (ERP) hobby dataset person identification |