000 | 04551nam a22006135i 4500 | ||
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001 | 978-3-319-76717-8 | ||
003 | DE-He213 | ||
005 | 20210201191511.0 | ||
007 | cr nn 008mamaa | ||
008 | 180324s2018 gw | s |||| 0|eng d | ||
020 |
_a9783319767178 _9978-3-319-76717-8 |
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050 | 4 | _aQ342 | |
072 | 7 |
_aUYQ _2bicssc |
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072 | 7 |
_aTEC009000 _2bisacsh |
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072 | 7 |
_aUYQ _2thema |
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082 | 0 | 4 |
_a006.3 _223 |
100 | 1 |
_aGanji, Fatemeh. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
245 | 1 | 0 |
_aOn the Learnability of Physically Unclonable Functions _h[electronic resource] / _cby Fatemeh Ganji. |
250 | _a1st ed. 2018. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2018. |
|
300 |
_aXXIV, 86 p. 21 illus., 4 illus. in color. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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338 |
_aonline resource _bcr _2rdacarrier |
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347 |
_atext file _bPDF _2rda |
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490 | 1 |
_aT-Labs Series in Telecommunication Services, _x2192-2810 |
|
500 | _aAcceso multiusuario | ||
505 | 0 | _aIntroduction -- Definitions and Preliminaries -- PAC Learning of Arbiter PUFs -- PAC Learning of XOR Arbiter PUFs -- PAC Learning of Ring Oscillator PUFs -- PAC Learning of Bistable Ring PUFs -- Follow-up -- Conclusion. | |
520 | _aThis book addresses the issue of Machine Learning (ML) attacks on Integrated Circuits through Physical Unclonable Functions (PUFs). It provides the mathematical proofs of the vulnerability of various PUF families, including Arbiter, XOR Arbiter, ring-oscillator, and bistable ring PUFs, to ML attacks. To achieve this goal, it develops a generic framework for the assessment of these PUFs based on two main approaches. First, with regard to the inherent physical characteristics, it establishes fit-for-purpose mathematical representations of the PUFs mentioned above, which adequately reflect the physical behavior of these primitives. To this end, notions and formalizations that are already familiar to the ML theory world are reintroduced in order to give a better understanding of why, how, and to what extent ML attacks against PUFs can be feasible in practice. Second, the book explores polynomial time ML algorithms, which can learn the PUFs under the appropriate representation. More importantly, in contrast to previous ML approaches, the framework presented here ensures not only the accuracy of the model mimicking the behavior of the PUF, but also the delivery of such a model. Besides off-the-shelf ML algorithms, the book applies a set of algorithms hailing from the field of property testing, which can help to evaluate the security of PUFs. They serve as a "toolbox", from which PUF designers and manufacturers can choose the indicators most relevant for their requirements. Last but not least, on the basis of learning theory concepts, the book explicitly states that the PUF families cannot be considered as an ultimate solution to the problem of insecure ICs. As such, it provides essential insights into both academic research on and the design and manufacturing of PUFs. | ||
541 |
_fUABC ; _cTemporal ; _d01/01/2021-12/31/2023. |
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650 | 0 | _aComputational intelligence. | |
650 | 0 | _aCoding theory. | |
650 | 0 | _aInformation theory. | |
650 | 0 | _aComputer science-Mathematics. | |
650 | 0 | _aComputer mathematics. | |
650 | 0 | _aElectronic circuits. | |
650 | 1 | 4 |
_aComputational Intelligence. _0https://scigraph.springernature.com/ontologies/product-market-codes/T11014 |
650 | 2 | 4 |
_aCoding and Information Theory. _0https://scigraph.springernature.com/ontologies/product-market-codes/I15041 |
650 | 2 | 4 |
_aMathematical Applications in Computer Science. _0https://scigraph.springernature.com/ontologies/product-market-codes/M13110 |
650 | 2 | 4 |
_aCircuits and Systems. _0https://scigraph.springernature.com/ontologies/product-market-codes/T24068 |
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783319767161 |
776 | 0 | 8 |
_iPrinted edition: _z9783319767185 |
776 | 0 | 8 |
_iPrinted edition: _z9783030095635 |
830 | 0 |
_aT-Labs Series in Telecommunication Services, _x2192-2810 |
|
856 | 4 | 0 |
_zLibro electrónico _uhttp://148.231.10.114:2048/login?url=https://doi.org/10.1007/978-3-319-76717-8 |
912 | _aZDB-2-ENG | ||
912 | _aZDB-2-SXE | ||
942 | _cLIBRO_ELEC | ||
999 |
_c244185 _d244184 |