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