Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287674166> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4287674166 abstract "For the time being, mobile devices employ implicit authentication mechanisms, namely, unlock patterns, PINs or biometric-based systems such as fingerprint or face recognition. While these systems are prone to well-known attacks, the introduction of an explicit and unobtrusive authentication layer can greatly enhance security. In this study, we focus on deep learning methods for explicit authentication based on motion sensor signals. In this scenario, attackers could craft adversarial examples with the aim of gaining unauthorized access and even restraining a legitimate user to access his mobile device. To our knowledge, this is the first study that aims at quantifying the impact of adversarial attacks on machine learning models used for user identification based on motion sensors. To accomplish our goal, we study multiple methods for generating adversarial examples. We propose three research questions regarding the impact and the universality of adversarial examples, conducting relevant experiments in order to answer our research questions. Our empirical results demonstrate that certain adversarial example generation methods are specific to the attacked classification model, while others tend to be generic. We thus conclude that deep neural networks trained for user identification tasks based on motion sensors are subject to a high percentage of misclassification when given adversarial input." @default.
- W4287674166 created "2022-07-25" @default.
- W4287674166 creator A5027253560 @default.
- W4287674166 creator A5081017623 @default.
- W4287674166 date "2020-09-02" @default.
- W4287674166 modified "2023-09-30" @default.
- W4287674166 title "Adversarial Attacks on Deep Learning Systems for User Identification based on Motion Sensors" @default.
- W4287674166 doi "https://doi.org/10.48550/arxiv.2009.01109" @default.
- W4287674166 hasPublicationYear "2020" @default.
- W4287674166 type Work @default.
- W4287674166 citedByCount "0" @default.
- W4287674166 crossrefType "posted-content" @default.
- W4287674166 hasAuthorship W4287674166A5027253560 @default.
- W4287674166 hasAuthorship W4287674166A5081017623 @default.
- W4287674166 hasBestOaLocation W42876741661 @default.
- W4287674166 hasConcept C104114177 @default.
- W4287674166 hasConcept C107457646 @default.
- W4287674166 hasConcept C108583219 @default.
- W4287674166 hasConcept C116834253 @default.
- W4287674166 hasConcept C119857082 @default.
- W4287674166 hasConcept C120665830 @default.
- W4287674166 hasConcept C121332964 @default.
- W4287674166 hasConcept C136764020 @default.
- W4287674166 hasConcept C148417208 @default.
- W4287674166 hasConcept C154945302 @default.
- W4287674166 hasConcept C184297639 @default.
- W4287674166 hasConcept C186967261 @default.
- W4287674166 hasConcept C192209626 @default.
- W4287674166 hasConcept C2778403875 @default.
- W4287674166 hasConcept C37736160 @default.
- W4287674166 hasConcept C38652104 @default.
- W4287674166 hasConcept C41008148 @default.
- W4287674166 hasConcept C59822182 @default.
- W4287674166 hasConcept C86803240 @default.
- W4287674166 hasConceptScore W4287674166C104114177 @default.
- W4287674166 hasConceptScore W4287674166C107457646 @default.
- W4287674166 hasConceptScore W4287674166C108583219 @default.
- W4287674166 hasConceptScore W4287674166C116834253 @default.
- W4287674166 hasConceptScore W4287674166C119857082 @default.
- W4287674166 hasConceptScore W4287674166C120665830 @default.
- W4287674166 hasConceptScore W4287674166C121332964 @default.
- W4287674166 hasConceptScore W4287674166C136764020 @default.
- W4287674166 hasConceptScore W4287674166C148417208 @default.
- W4287674166 hasConceptScore W4287674166C154945302 @default.
- W4287674166 hasConceptScore W4287674166C184297639 @default.
- W4287674166 hasConceptScore W4287674166C186967261 @default.
- W4287674166 hasConceptScore W4287674166C192209626 @default.
- W4287674166 hasConceptScore W4287674166C2778403875 @default.
- W4287674166 hasConceptScore W4287674166C37736160 @default.
- W4287674166 hasConceptScore W4287674166C38652104 @default.
- W4287674166 hasConceptScore W4287674166C41008148 @default.
- W4287674166 hasConceptScore W4287674166C59822182 @default.
- W4287674166 hasConceptScore W4287674166C86803240 @default.
- W4287674166 hasLocation W42876741661 @default.
- W4287674166 hasOpenAccess W4287674166 @default.
- W4287674166 hasPrimaryLocation W42876741661 @default.
- W4287674166 hasRelatedWork W10957646 @default.
- W4287674166 hasRelatedWork W11889400 @default.
- W4287674166 hasRelatedWork W13370957 @default.
- W4287674166 hasRelatedWork W14182254 @default.
- W4287674166 hasRelatedWork W2385227 @default.
- W4287674166 hasRelatedWork W6104661 @default.
- W4287674166 hasRelatedWork W8227983 @default.
- W4287674166 hasRelatedWork W9364628 @default.
- W4287674166 hasRelatedWork W9377856 @default.
- W4287674166 hasRelatedWork W9989431 @default.
- W4287674166 isParatext "false" @default.
- W4287674166 isRetracted "false" @default.
- W4287674166 workType "article" @default.