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E-book
Author PAKDD (Conference) (24th : 2020 : Online)

Title Large-scale disk failure prediction : PAKDD 2020 Competition and Workshop, AI Ops 2020, February 7-May 15, 2020, Revised selected papers / Cheng He, Mengling Feng, Patrick P.C. Lee, Pinghui Wang, Shujie Han, Yi Liu (eds.)
Published Singapore : Springer, 2020

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Description 1 online resource
Series Communications in Computer and Information Science, 1865-0929 ; 1261
Communications in computer and information science ; 1261.
Contents An 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
Summary This 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
Notes Includes author index
"Due to the COVID-19 pandemic, the workshop was hosted online."
Subject Data mining -- Congresses
Computer networking & communications.
Algorithms & data structures.
Artificial intelligence.
Data mining.
Computers -- Networking -- General.
Computers -- Hardware -- General.
Computers -- Intelligence (AI) & Semantics.
Computers -- Database Management -- Data Mining.
Data mining
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author He, Cheng, editor
Feng, Mengling, editor
Lee, Patrick P. C., editor
Wang, Pinghui, editor
Han, Shujie, editor
Liu, Yi, editor
Alibaba AI Ops Competition on Large-Scale Disk Failure Prediction
ISBN 9789811577499
9811577498
Other Titles AI Ops 2020