LEADER 04656nam 22006735 450 001 996465470003316 005 20200805145757.0 010 $a981-15-7749-8 024 7 $a10.1007/978-981-15-7749-9 035 $a(CKB)4100000011372980 035 $a(DE-He213)978-981-15-7749-9 035 $a(MiAaPQ)EBC6281980 035 $a(PPN)250215217 035 $a(EXLCZ)994100000011372980 100 $a20200805d2020 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aLarge-Scale Disk Failure Prediction$b[electronic resource] $ePAKDD 2020 Competition and Workshop, AI Ops 2020, February 7 ? May 15, 2020, Revised Selected Papers /$fedited by Cheng He, Mengling Feng, Patrick P. C. Lee, Pinghui Wang, Shujie Han, Yi Liu 205 $a1st ed. 2020. 210 1$aSingapore :$cSpringer Singapore :$cImprint: Springer,$d2020. 215 $a1 online resource (X, 143 p. 96 illus., 40 illus. in color.) 225 1 $aCommunications in Computer and Information Science,$x1865-0929 ;$v1261 311 $a981-15-7748-X 327 $aAn Introduction to PAKDD CUP 2020 Dataset -- PAKDD 2020 Alibaba AIOps Competition-Large-scale Disk Failure Prediction: Third Place Team -- A Voting-based Robust Model for Disk Failure Prediction -- First place solution of PAKDD Cup 2020 -- Anomaly Detection of Hard Disk Drives based on Multi-scale Feature -- Disk Failure Prediction: an in-depth comparison between deep neural networks and tree-based models -- PAKDD2020 Alibaba AI Ops Competition: Large-Scale Disk Failure Prediction -- SHARP: SMART HDD Anomaly Risk Prediction -- Tree-based model with advanced data preprocessing for large scale hard disk failure prediction -- PAKDD2020 Alibaba AI Ops Competition: An SPE-LightGBM Approach -- Noise Feature Selection Method in PAKDD 2020 Alibaba AI Ops Competition: Large-Scale Disk Failure Prediction -- Characterizing and Modeling for Proactive Disk Failure Prediction to Improve Reliability of Data Centers -- Summary of PAKDD CUP 2020: From Organizers? Perspective. 330 $aThis book constitutes the thoroughly refereed post-competition proceedings of the AI Ops Competition on Large-Scale Disk Failure Prediction, conducted between February 7th and May 15, 2020 on the Alibaba Cloud Tianchi Platform. A dedicated workshop, featuring the best performing teams of the competition, was held at the 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2020, in Singapore, in April 2019. Due to the COVID-19 pandemic, the workshop was hosted online. This book includes 13 selected contributions: an introduction to dataset, selected approaches of the competing teams and the competition summary, describing the competition task, practical challenges, evaluation metrics, etc. 410 0$aCommunications in Computer and Information Science,$x1865-0929 ;$v1261 606 $aData mining 606 $aComputer organization 606 $aMicroprogramming  606 $aArtificial intelligence 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 606 $aComputer Systems Organization and Communication Networks$3https://scigraph.springernature.com/ontologies/product-market-codes/I13006 606 $aControl Structures and Microprogramming$3https://scigraph.springernature.com/ontologies/product-market-codes/I12018 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 615 0$aData mining. 615 0$aComputer organization. 615 0$aMicroprogramming . 615 0$aArtificial intelligence. 615 14$aData Mining and Knowledge Discovery. 615 24$aComputer Systems Organization and Communication Networks. 615 24$aControl Structures and Microprogramming. 615 24$aArtificial Intelligence. 676 $a006.3 702 $aHe$b Cheng$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aFeng$b Mengling$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aLee$b Patrick P. C$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aWang$b Pinghui$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aHan$b Shujie$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aLiu$b Yi$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996465470003316 996 $aLarge-Scale Disk Failure Prediction$91914822 997 $aUNISA