00a36977e03825817b12b214da237e47 electronics_a2020v9p97.pdf 1813ab37e22f7fe0a3a8ffe93b463970698d255d electronics_a2020v9p97.pdf 4f8ecf553b222de4556c8b8ac4a2720c0b604f6a3014ad3c678fb635eb6e46a7 electronics_a2020v9p97.pdf Title: Applications in Security and Evasions in Machine Learning: A Survey Subject: In recent years, machine learning (ML) has become an important part to yield security and privacy in various applications. ML is used to address serious issues such as real-time attack detection, data leakage vulnerability assessments and many more. ML extensively supports the demanding requirements of the current scenario of security and privacy across a range of areas such as real-time decision-making, big data processing, reduced cycle time for learning, cost-efficiency and error-free processing. Therefore, in this paper, we review the state of the art approaches where ML is applicable more effectively to fulfill current real-world requirements in security. We examine different security applications’ perspectives where ML models play an essential role and compare, with different possible dimensions, their accuracy results. By analyzing ML algorithms in security application it provides a blueprint for an interdisciplinary research area. Even with the use of current sophisticated technology and tools, attackers can evade the ML models by committing adversarial attacks. Therefore, requirements rise to assess the vulnerability in the ML models to cope up with the adversarial attacks at the time of development. Accordingly, as a supplement to this point, we also analyze the different types of adversarial attacks on the ML models. To give proper visualization of security properties, we have represented the threat model and defense strategies against adversarial attack methods. Moreover, we illustrate the adversarial attacks based on the attackers’ knowledge about the model and addressed the point of the model at which possible attacks may be committed. Finally, we also investigate different types of properties of the adversarial attacks. Keywords: security; privacy; adversarial attack; machine learning; attackers’ knowledge Author: Ramani Sagar, Rutvij Jhaveri and Carlos Borrego Creator: LaTeX with hyperref package Producer: pdfTeX-1.40.18 CreationDate: Fri Jan 3 10:51:29 2020 CET ModDate: Fri Jan 3 10:51:29 2020 CET Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 42 Encrypted: no Page size: 595.276 x 841.89 pts (A4) Page rot: 0 File size: 2242478 bytes Optimized: no PDF version: 1.5 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- VCSMZE+URWPalladioL-Ital Type 1 Custom yes yes no 126 0 ZRUGJJ+URWPalladioL-Bold Type 1 Custom yes yes no 127 0 YJXNCO+URWPalladioL-Roma Type 1 Custom yes yes no 128 0 VTONWS+Rpxr Type 1 Builtin yes yes no 129 0 GKSXYT+TimesNewRomanPS-BoldItalicMT Type 1C WinAnsi yes yes no 134 0 MCBCCI+SourceSansRoman-Regular Type 1C Custom yes yes no 151 0 MCBCCM+SourceSansRoman.613wght Type 1C 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HideToolbar: false HideMenubar: false HideWindowUI: false FitWindow: true CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseNone Outlines: Item: Title: ぉのぴひはつふっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸲ Item: Title: こふひぶづべぜ〴ぜ〰きづぴとはつはぬはでべぜ〴ぜ〰てはひぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぁばばぬどっちぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮ㄩ‾㸊⡜㌷㙜㌷㝜〰こぴふつべぜ〴ぜ〰こづぬづっぴどはのびぜ〴ぜ〰ちのつぜ〴ぜ〰こづちひっとぜ〴ぜ〰きづぴとはつびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㈩‾㸊⡜㌷㙜㌷㝜〰ざちひどちぢぬづぜ〴ぜ〰いづてどのどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㌩‾㸊⡜㌷㙜㌷㝜〰ごどねづぜ〴ぜ〰ぐづひどはつぜ〴ぜ〰ぃはのびどつづひづつぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㐩‾㸊⡜㌷㙜㌷㝜〰こぴふつどづびぜ〴ぜ〰ぃとちひちっぴづひどぺちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Children: Item: Title: こぴふつべぜ〴ぜ〰こづぬづっぴどはのびぜ〴ぜ〰ちのつぜ〴ぜ〰こづちひっとぜ〴ぜ〰きづぴとはつびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㈩‾㸊⡜㌷㙜㌷㝜〰ざちひどちぢぬづぜ〴ぜ〰いづてどのどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㌩‾㸊⡜㌷㙜㌷㝜〰ごどねづぜ〴ぜ〰ぐづひどはつぜ〴ぜ〰ぃはのびどつづひづつぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㐩‾㸊⡜㌷㙜㌷㝜〰こぴふつどづびぜ〴ぜ〰ぃとちひちっぴづひどぺちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Item: Title: ざちひどちぢぬづぜ〴ぜ〰いづてどのどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㌩‾㸊⡜㌷㙜㌷㝜〰ごどねづぜ〴ぜ〰ぐづひどはつぜ〴ぜ〰ぃはのびどつづひづつぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㐩‾㸊⡜㌷㙜㌷㝜〰こぴふつどづびぜ〴ぜ〰ぃとちひちっぴづひどぺちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Item: Title: ごどねづぜ〴ぜ〰ぐづひどはつぜ〴ぜ〰ぃはのびどつづひづつぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㈮㐩‾㸊⡜㌷㙜㌷㝜〰こぴふつどづびぜ〴ぜ〰ぃとちひちっぴづひどぺちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Item: Title: こぴふつどづびぜ〴ぜ〰ぃとちひちっぴづひどぺちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Item: Title: きちっとどのづぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰ぁばばぬどっちぴどはのびぜ〴ぜ〰どのぜ〴ぜ〰こづっふひどぴべぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮ㄩ‾㸊⡜㌷㙜㌷㝜〰ぉのぴひふびどはのぜ〴ぜ〰いづぴづっぴどはのぜ〴ぜ〰ちのつぜ〴ぜ〰ぐひづぶづのぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獵扳散瑩潮⸳⸱⸱ Children: Item: Title: ぉのぴひふびどはのぜ〴ぜ〰いづぴづっぴどはのぜ〴ぜ〰ちのつぜ〴ぜ〰ぐひづぶづのぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獵扳散瑩潮⸳⸱⸱ Children: Item: Title: ぉのぴひふびどはのぜ〴ぜ〰いづぴづっぴどはのぜ〴ぜ〰こべびぴづねぜ〴ぜ〰ぁばばひはちっとづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獵扳散瑩潮⸳⸱⸲ Item: Title: ぉのぴひふびどはのぜ〴ぜ〰ぐひづぶづのぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㈩‾㸊⡜㌷㙜㌷㝜〰ぐとどびとどのでぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㌩‾㸊⡜㌷㙜㌷㝜〰ぐひどぶちっべぜ〴ぜ〰ぐひづびづひぶちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㐩‾㸊⡜㌷㙜㌷㝜〰こばちねぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㔩‾㸊⡜㌷㙜㌷㝜〰げどびにぜ〴ぜ〰ぁびびづびびねづのぴぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㘩‾㸊⡜㌷㙜㌷㝜〰きちぬぷちひづぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㜩‾㸊⡜㌷㙜㌷㝜〰ごづびぴどのでぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: ぐとどびとどのでぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㌩‾㸊⡜㌷㙜㌷㝜〰ぐひどぶちっべぜ〴ぜ〰ぐひづびづひぶちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㐩‾㸊⡜㌷㙜㌷㝜〰こばちねぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㔩‾㸊⡜㌷㙜㌷㝜〰げどびにぜ〴ぜ〰ぁびびづびびねづのぴぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㘩‾㸊⡜㌷㙜㌷㝜〰きちぬぷちひづぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㜩‾㸊⡜㌷㙜㌷㝜〰ごづびぴどのでぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: ぐひどぶちっべぜ〴ぜ〰ぐひづびづひぶちぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㐩‾㸊⡜㌷㙜㌷㝜〰こばちねぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㔩‾㸊⡜㌷㙜㌷㝜〰げどびにぜ〴ぜ〰ぁびびづびびねづのぴぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㘩‾㸊⡜㌷㙜㌷㝜〰きちぬぷちひづぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㜩‾㸊⡜㌷㙜㌷㝜〰ごづびぴどのでぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: こばちねぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㔩‾㸊⡜㌷㙜㌷㝜〰げどびにぜ〴ぜ〰ぁびびづびびねづのぴぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㘩‾㸊⡜㌷㙜㌷㝜〰きちぬぷちひづぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㜩‾㸊⡜㌷㙜㌷㝜〰ごづびぴどのでぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: げどびにぜ〴ぜ〰ぁびびづびびねづのぴぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㘩‾㸊⡜㌷㙜㌷㝜〰きちぬぷちひづぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㜩‾㸊⡜㌷㙜㌷㝜〰ごづびぴどのでぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: きちぬぷちひづぜ〴ぜ〰いづぴづっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㌮㜩‾㸊⡜㌷㙜㌷㝜〰ごづびぴどのでぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: ごづびぴどのでぜ〴ぜ〰こづっふひどぴべぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: げづぶどづぷぜ〴ぜ〰はてぜ〴ぜ〰ぁつぶづひびちひどちぬぜ〴ぜ〰ぁぴぴちっにびぜ〴ぜ〰はのぜ〴ぜ〰きちっとどのづぜ〴ぜ〰がづちひのどのでぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮ㄩ‾㸊⡜㌷㙜㌷㝜〰きちっとどのづぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰ざふぬのづひちぢどぬどぴべぜ〴ぜ〰ぁのちぬべびどびぜ〴ぜ〰ちのつぜ〴ぜ〰ごとひづちぴぜ〴ぜ〰きはつづぬぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獵扳散瑩潮⸴⸱⸱ Children: Item: Title: きちっとどのづぜ〴ぜ〰がづちひのどのでぜ〴ぜ〰ざふぬのづひちぢどぬどぴべぜ〴ぜ〰ぁのちぬべびどびぜ〴ぜ〰ちのつぜ〴ぜ〰ごとひづちぴぜ〴ぜ〰きはつづぬぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獵扳散瑩潮⸴⸱⸱ Children: Item: Title: ぃちぴづではひどぺどのでぜ〴ぜ〰はてぜ〴ぜ〰ぁぴぴちっにぜ〴ぜ〰ぐひはばづひぴどづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獵扳散瑩潮⸴⸱⸲ Item: Title: ぁぴぴちっにづひびぜ〳ㅜ〰ぜ〴ぜ〰ぃちぴづではひべぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獵扳散瑩潮⸴⸱⸳ Item: Title: 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Annotations: Annotation: Subtype: Link Rect: 76, 634, 166, 666 Annotation: Subtype: Link Rect: 234, 629, 407, 640 Checksum: c4c7a8cb Type: CRC32 Checksum: 00a36977e03825817b12b214da237e47 Type: MD5 Checksum: 1813ab37e22f7fe0a3a8ffe93b463970698d255d Type: SHA-1