LEADER 02982oam 2200541 450 001 996465463303316 005 20210419230732.0 010 $a3-030-62144-8 024 7 $a10.1007/978-3-030-62144-5 035 $a(CKB)4100000011569039 035 $a(DE-He213)978-3-030-62144-5 035 $a(MiAaPQ)EBC6387581 035 $a(PPN)252504119 035 $a(EXLCZ)994100000011569039 100 $a20210419d2020 uy 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 00$aEngineering dependable and secure machine learning systems $ethird international workshop, EDSMLS 2020, New York City, NY, USA, February 7, 2020, revised selected papers /$fOnn Shehory, Eitan Farchi, Guy Barash, (editors) 205 $a1st ed. 2020. 210 1$aCham, Switzerland :$cSpringer,$d[2020] 210 4$d©2020 215 $a1 online resource (IX, 141 p. 44 illus., 34 illus. in color.) 225 1 $aCommunications in computer and information science ;$v1272 311 $a3-030-62143-X 320 $aIncludes bibliographical references and index. 327 $aQuality Management of Deep Learning Systems -- Can Attention Masks Improve Adversarial Robustness? -- Learner-Independent Data Omission Attacks -- Extraction of Complex DNN Models: Real Threat or Boogeyman? -- Principal Component Properties of Adversarial Samples -- FreaAI: Automated extraction of data slices to test machine learning models -- Density estimation in representation space to predict model uncertainty -- Automated detection of drift in deep learning based classifiers using network embedding -- Quality of syntactic implication of RL-based sentence summarization -- Dependable Neural Networks for Safety Critical Tasks. 330 $aThis book constitutes the revised selected papers of the Third International Workshop on Engineering Dependable and Secure Machine Learning Systems, EDSMLS 2020, held in New York City, NY, USA, in February 2020. The 7 full papers and 3 short papers were thoroughly reviewed and selected from 16 submissions. The volume presents original research on dependability and quality assurance of ML software systems, adversarial attacks on ML software systems, adversarial ML and software engineering, etc. . 410 0$aCommunications in computer and information science ;$v1272. 606 $aMachine learning$vCongresses 606 $aArtificial intelligence$vCongresses 606 $aComputer security$vCongresses 615 0$aMachine learning 615 0$aArtificial intelligence 615 0$aComputer security 676 $a006.31 702 $aBarash$b Guy 702 $aShehory$b Onn M.$f1963- 702 $aFarchi$b Eitan 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bUtOrBLW 906 $aBOOK 912 $a996465463303316 996 $aEngineering dependable and secure machine learning systems$92283000 997 $aUNISA