Automatic Keyword Extraction on Twitter

被引：0

作者：

Marujo, Luis ^{[1
,2
,3
]}

Ling, Wang ^{[1
,2
,3
]}

Trancoso, Isabel ^{[2
,3
]}

Dyer, Chris ^{[1
]}

Black, Alan W. ^{[1
]}

Gershman, Anatole ^{[1
]}

de Matos, David Martins ^{[2
,3
]}

Neto, Joao P. ^{[2
,3
]}

Carbonell, Jaime ^{[1
]}

机构：

[1] Carnegie Mellon Univ, Language Technol Inst, Pittsburgh, PA 15213 USA

[2] Univ Lisbon, Inst Super Tecn, Lisbon, Portugal

[3] INESC ID, Lisbon, Portugal

来源：

PROCEEDINGS OF THE 53RD ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL) AND THE 7TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING (IJCNLP), VOL 2 | 2015年

基金：

美国安德鲁·梅隆基金会;

关键词：

SEARCH;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper, we build a corpus of tweets from Twitter annotated with keywords using crowdsourcing methods. We identify key differences between this domain and the work performed on other domains, such as news, which makes existing approaches for automatic keyword extraction not generalize well on Twitter datasets. These datasets include the small amount of content in each tweet, the frequent usage of lexical variants and the high variance of the cardinality of keywords present in each tweet. We propose methods for addressing these issues, which leads to solid improvements on this dataset for this task.

引用

页码：637 / 643

页数：7

共 50 条

[1] Automatic keyword extraction for news finder
Martínez-Fernández, JL
García-Serrano, A
Martínez, P
Villena, J
[J]. ADAPTIVE MULTIMEDIA RETRIEVAL, 2004, 3094 : 99 - 119
[2] Automatic Keyword Extraction Using TextRank
Wongchaisuwat, Papis
[J]. 2019 IEEE 6TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND APPLICATIONS (ICIEA), 2019, : 377 - 381
[3] Automatic Keyword Extraction: An Ensemble Method
Pay, Tayfun
Lucci, Stephen
[J]. 2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2017, : 4816 - 4818
[4] Automatic Keyword Extraction Algorithm and Implementation
Zhao, Hong
Bai, Chensheng
Zhu, Song
[J]. FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE, PTS 1-4, 2011, 44-47 : 4041 - +
[5] An Evolutionary Approach to Automatic Keyword Selection for Twitter Data Analysis
Edo-Osagie, Oduwa
De la Iglesia, Beatriz
Lake, Lain
Edeghere, Obaghe
[J]. HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, HAIS 2020, 2020, 12344 : 160 - 171
[6] A keyword extraction method from twitter messages represented as graphs
Abilhoa, Willyan D.
de Castro, Leandro N.
[J]. APPLIED MATHEMATICS AND COMPUTATION, 2014, 240 : 308 - 325
[7] Automatic keyword extraction using domain knowledge
Hulth, A
Karlgren, J
Jonsson, A
Boström, H
Asker, L
[J]. COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, 2001, 2004 : 472 - 482
[8] Automatic keyword extraction by server log analysis
Ding, C
Zhou, J
Chi, CH
[J]. WEB INFORMATION SYSTEMS ENGINEERING - WISE 2005, 2005, 3806 : 605 - 606
[9] Automatic keyword extraction using linguistic features
Hu, Xinghua
Wu, Bin
[J]. ICDM 2006: SIXTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, WORKSHOPS, 2006, : 19 - +
[10] Automatic Audio Feature Extraction for Keyword Spotting
Vitolo, Paola
Liguori, Rosalba
Benedetto, Luigi Di
Rubino, Alfredo
Licciardo, Gian Domenico
[J]. IEEE SIGNAL PROCESSING LETTERS, 2024, 31 : 161 - 165

← 1 2 3 4 5 →