Improving algorithm search using the algorithm co-citation network

Suppawong Tuarob; Prasenjit Mitra; C. Lee Giles

doi:10.1145/2232817.2232869

Improving algorithm search using the algorithm co-citation network

Suppawong Tuarob
, Prasenjit Mitra
, C. Lee Giles

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

18 Scopus citations

Abstract

Algorithms are an essential part of computational science. An algorithm search engine, which extracts pseudo-codes and their metadata from documents, and makes it searchable, has recently been developed as part of the CiteseerX suite. However, this algorithm search engine only retrieves and ranks relevant algorithms solely on textual similarity. Here, we propose a method for using the algorithm co-citation network to infer the similarity between algorithms. We apply a graph clustering algorithm on the network for algorithm recommendation and make suggestions on how to improve the current CiteseerX algorithm search engine.

Original language	English (US)
Title of host publication	JCDL 2012 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	277-280
Number of pages	4
ISBN (Print)	9781450311540
DOIs	https://doi.org/10.1145/2232817.2232869
State	Published - 2012
Event	12th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL 2012 - Washington, DC, United States Duration: Jun 10 2012 → Jun 14 2012

Publication series

Name	Proceedings of the ACM/IEEE Joint Conference on Digital Libraries
ISSN (Print)	1552-5996

Conference

Conference	12th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL 2012
Country/Territory	United States
City	Washington, DC
Period	6/10/12 → 6/14/12

All Science Journal Classification (ASJC) codes

General Engineering

Access to Document

10.1145/2232817.2232869

Cite this

Tuarob, S., Mitra, P., & Giles, C. L. (2012). Improving algorithm search using the algorithm co-citation network. In JCDL 2012 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries (pp. 277-280). (Proceedings of the ACM/IEEE Joint Conference on Digital Libraries). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1145/2232817.2232869

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title = "Improving algorithm search using the algorithm co-citation network",

abstract = "Algorithms are an essential part of computational science. An algorithm search engine, which extracts pseudo-codes and their metadata from documents, and makes it searchable, has recently been developed as part of the CiteseerX suite. However, this algorithm search engine only retrieves and ranks relevant algorithms solely on textual similarity. Here, we propose a method for using the algorithm co-citation network to infer the similarity between algorithms. We apply a graph clustering algorithm on the network for algorithm recommendation and make suggestions on how to improve the current CiteseerX algorithm search engine.",

author = "Suppawong Tuarob and Prasenjit Mitra and Giles, \{C. Lee\}",

year = "2012",

doi = "10.1145/2232817.2232869",

language = "English (US)",

isbn = "9781450311540",

series = "Proceedings of the ACM/IEEE Joint Conference on Digital Libraries",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "277--280",

booktitle = "JCDL 2012 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries",

address = "United States",

}

Tuarob, S, Mitra, P & Giles, CL 2012, Improving algorithm search using the algorithm co-citation network. in JCDL 2012 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries. Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, Institute of Electrical and Electronics Engineers Inc., pp. 277-280, 12th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL 2012, Washington, DC, United States, 6/10/12. https://doi.org/10.1145/2232817.2232869

Improving algorithm search using the algorithm co-citation network. / Tuarob, Suppawong; Mitra, Prasenjit; Giles, C. Lee.
JCDL 2012 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries. Institute of Electrical and Electronics Engineers Inc., 2012. p. 277-280 (Proceedings of the ACM/IEEE Joint Conference on Digital Libraries).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Improving algorithm search using the algorithm co-citation network

AU - Tuarob, Suppawong

AU - Mitra, Prasenjit

AU - Giles, C. Lee

PY - 2012

Y1 - 2012

N2 - Algorithms are an essential part of computational science. An algorithm search engine, which extracts pseudo-codes and their metadata from documents, and makes it searchable, has recently been developed as part of the CiteseerX suite. However, this algorithm search engine only retrieves and ranks relevant algorithms solely on textual similarity. Here, we propose a method for using the algorithm co-citation network to infer the similarity between algorithms. We apply a graph clustering algorithm on the network for algorithm recommendation and make suggestions on how to improve the current CiteseerX algorithm search engine.

AB - Algorithms are an essential part of computational science. An algorithm search engine, which extracts pseudo-codes and their metadata from documents, and makes it searchable, has recently been developed as part of the CiteseerX suite. However, this algorithm search engine only retrieves and ranks relevant algorithms solely on textual similarity. Here, we propose a method for using the algorithm co-citation network to infer the similarity between algorithms. We apply a graph clustering algorithm on the network for algorithm recommendation and make suggestions on how to improve the current CiteseerX algorithm search engine.

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DO - 10.1145/2232817.2232869

M3 - Conference contribution

AN - SCOPUS:84863539696

SN - 9781450311540

T3 - Proceedings of the ACM/IEEE Joint Conference on Digital Libraries

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BT - JCDL 2012 - Proceedings of the 12th ACM/IEEE-CS Joint Conference on Digital Libraries

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 12th ACM/IEEE-CS Joint Conference on Digital Libraries, JCDL 2012

Y2 - 10 June 2012 through 14 June 2012

ER -

Improving algorithm search using the algorithm co-citation network

Abstract

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All Science Journal Classification (ASJC) codes

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