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The Microsoft academic search dataset and KDD Cup 2013

Published: 11 August 2013 Publication History

Abstract

KDD Cup 2013 challenged participants to tackle the problem of author name ambiguity in a digital library of scientific publications. The competition consisted of two tracks, which were based on large-scale datasets from a snapshot of Microsoft Academic Search, taken in January 2013 and including 250K authors and 2.5M papers. Participants were asked to determine which papers in an author profile are truly written by a given author (track 1), as well as to identify duplicate author profiles (track 2). Track 1 and track 2 were launched respectively on April 18 and April 20, 2013, with a common final submission deadline on June 12, 2013. For track 1 a training dataset with correct labels was diclosed at the start of the competition. This track was the most popular one, attracting submissions of 561 different teams. Track 2, which was formulated as an unsupervised learning task, received submissions from 241 participants. This paper presents details about the problem definitions, the datasets, the evaluation metrics and the results.

Reference

[1]
P. R. Christopher D. Manning and H. Schütze. Introduction to Information Retrieval. Cambridge University Press, 2008.

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  • (2022)GCCAD: Graph Contrastive Learning for Anomaly DetectionIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2022.3200459(1-14)Online publication date: 2022
  • (2022)CONNA: Addressing Name Disambiguation on the FlyIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2020.302125634:7(3139-3152)Online publication date: 1-Jul-2022
  • (2020)A Comprehensive Exploration on Spider with Fuzzy Decision Text-to-SQL ModelIEEE Transactions on Industrial Informatics10.1109/TII.2019.295292916:4(2542-2550)Online publication date: Apr-2020
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cover image ACM Conferences
KDD Cup '13: Proceedings of the 2013 KDD Cup 2013 Workshop
August 2013
69 pages
ISBN:9781450324953
DOI:10.1145/2517288
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 11 August 2013

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Cited By

View all
  • (2022)GCCAD: Graph Contrastive Learning for Anomaly DetectionIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2022.3200459(1-14)Online publication date: 2022
  • (2022)CONNA: Addressing Name Disambiguation on the FlyIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2020.302125634:7(3139-3152)Online publication date: 1-Jul-2022
  • (2020)A Comprehensive Exploration on Spider with Fuzzy Decision Text-to-SQL ModelIEEE Transactions on Industrial Informatics10.1109/TII.2019.295292916:4(2542-2550)Online publication date: Apr-2020
  • (2019)Author matching across different academic databasesProceedings of the 18th Joint Conference on Digital Libraries10.1109/JCDL.2019.00046(279-282)Online publication date: 2-Jun-2019
  • (2018)An encoder-decoder framework translating natural language to database queriesProceedings of the 27th International Joint Conference on Artificial Intelligence10.5555/3304222.3304323(3977-3983)Online publication date: 13-Jul-2018
  • (2017)A local context-aware LDA model for topic modeling in a document networkJournal of the Association for Information Science and Technology10.1002/asi.2382268:6(1429-1448)Online publication date: 1-Jun-2017
  • (2017)Understanding and supporting anonymity policies in peer reviewJournal of the Association for Information Science and Technology10.1002/asi.2371168:4(957-971)Online publication date: 1-Apr-2017
  • (2016)Leveraging metadata to recommend keywords for academic papersJournal of the Association for Information Science and Technology10.1002/asi.2357167:12(3073-3091)Online publication date: 1-Dec-2016
  • (2015)Combination of feature engineering and ranking models for paper-author identification in KDD cup 2013The Journal of Machine Learning Research10.5555/2789272.291209416:1(2921-2947)Online publication date: 1-Jan-2015
  • (2015)Rule-Based Method for Entity ResolutionIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2014.232071327:1(250-263)Online publication date: 1-Jan-2015
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