Scalable Topical Phrase Mining from Text Corpora

Summary: Introduces scalable topical phrase mining by combining a phrase-mining stage with a partition-based topic model. It outperforms unigram-only methods and costly n-gram models, delivering high-quality topical phrases with negligible cost across corpora. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11332
Venue: VLDB
Year: 2015
Pagerank: 5.093636e-05
Overall Rank: 12,152 | 16.63%
DOI: 10.14778/2735508.2735519

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Ahmed El-Kishky (University of Illinois Urbana-Champaign)
2. Yanglei Song (University of Illinois Urbana-Champaign)
3. Chi Wang (Microsoft)
4. Clare R. Voss (Army Research Laboratory)
5. Jiawei Han (University of Illinois Urbana-Champaign)

BibTeX Citation

@article{elkishky_vldb15,
        title = {{Scalable Topical Phrase Mining from Text Corpora}},
        author = {El-Kishky, Ahmed and Song, Yanglei and Wang, Chi and Voss, Clare R. and Han, Jiawei},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {8},
        number = {3},
        pages = {305},
        doi = {10.14778/2735508.2735519},
        url = {https://doi.org/10.14778/2735508.2735519},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
8,067	Mining Quality Phrases from Massive Text Corpora	2015	SIGMOD	5.4941436e-05
9,294	TextCube: Automated Construction and Multidimensional Exploration	2019	VLDB	5.2906228e-05
11,980	Building Structured Databases of Factual Knowledge from Massive Text Corpora	2017	SIGMOD	5.093636e-05
12,048	Automatic Entity Recognition and Typing in Massive Text Data	2016	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
27	Fast Algorithms for Mining Association Rules	1994	VLDB	0.00052255472
161	Mining Frequent Patterns without Candidate Generation	2000	SIGMOD	0.00027981772

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