Coverart for item
The Resource 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.)

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.)

Label
Large-scale disk failure prediction : PAKDD 2020 Competition and Workshop, AI Ops 2020, February 7-May 15, 2020, Revised selected papers
Title
Large-scale disk failure prediction
Title remainder
PAKDD 2020 Competition and Workshop, AI Ops 2020, February 7-May 15, 2020, Revised selected papers
Statement of responsibility
Cheng He, Mengling Feng, Patrick P. C. Lee, Pinghui Wang, Shujie Han, Yi Liu (eds.)
Title variation
AI Ops 2020
Creator
Contributor
Editor
Subject
Genre
Language
eng
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
Member of
Cataloging source
YDX
Dewey number
006.3/12
Index
index present
LC call number
QA76.9.D343
Literary form
non fiction
http://bibfra.me/vocab/lite/meetingDate
2020
http://bibfra.me/vocab/lite/meetingName
Pacific-Asia Conference on Knowledge Discovery and Data Mining
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • He, Cheng
  • Feng, Mengling
  • Lee, Patrick P. C.
  • Wang, Pinghui
  • Han, Shujie
  • Liu, Yi
  • Alibaba AI Ops Competition on Large-Scale Disk Failure Prediction
Series statement
Communications in Computer and Information Science,
Series volume
1261
http://library.link/vocab/subjectName
Data mining
Label
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.)
Instantiates
Publication
Note
  • Includes author index
  • "Due to the COVID-19 pandemic, the workshop was hosted online."
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
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
Dimensions
unknown
Extent
1 online resource
Form of item
online
Isbn
9789811577499
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 10.1007/978-981-15-7749-9
  • 10.1007/978-981-15-7
Specific material designation
remote
System control number
  • on1183723718
  • (OCoLC)1183723718
Label
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.)
Publication
Note
  • Includes author index
  • "Due to the COVID-19 pandemic, the workshop was hosted online."
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
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
Dimensions
unknown
Extent
1 online resource
Form of item
online
Isbn
9789811577499
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 10.1007/978-981-15-7749-9
  • 10.1007/978-981-15-7
Specific material designation
remote
System control number
  • on1183723718
  • (OCoLC)1183723718

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