An analysis of network structure and post content for blog post recommendation

Wan-Shiou Yang, Yi Rong Lin

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

The acceleration of Weblogs has increased the perceived information overload for bloggers attempting to find interested or relevant information. Helping bloggers to efficiently locate relevant and high-quality information is imperative. In this research, we therefore propose four approaches that exploit the post citation network, blog-based social network, and post content to facilitate the automatic construction of an authoritative blog post recommender system. The proposed approaches were tested with blog data collected from Baidu Space, and the experimental results revealed that the proposed approaches outperform the content-only approach and the explicit citation approach.

Original languageEnglish
Title of host publicationDatabase Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops
Subtitle of host publicationGDB, SIM3, FlashDB, SNSMW, DaMEN, DQIS, Proceedings
EditorsJianliang Xu, Shuigeng Zhou, Rainer Unland, Ge Yu
PublisherSpringer Verlag
Pages276-286
Number of pages11
ISBN (Print)9783642202438
Publication statusPublished - 2011 Jan 1
Event16th International Conference on Database Systems for Advanced Applications, DASFAA 2011 - Hong Kong, China
Duration: 2011 Apr 222011 Apr 25

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume6637 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Other

Other16th International Conference on Database Systems for Advanced Applications, DASFAA 2011
CountryChina
CityHong Kong
Period11-04-2211-04-25

Fingerprint

Blogs
Network Structure
Recommendations
Citations
Information Quality
Recommender Systems
Recommender systems
Overload
Social Networks
Experimental Results

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • Computer Science(all)

Cite this

Yang, W-S., & Lin, Y. R. (2011). An analysis of network structure and post content for blog post recommendation. In J. Xu, S. Zhou, R. Unland, & G. Yu (Eds.), Database Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops: GDB, SIM3, FlashDB, SNSMW, DaMEN, DQIS, Proceedings (pp. 276-286). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6637 LNCS). Springer Verlag.
Yang, Wan-Shiou ; Lin, Yi Rong. / An analysis of network structure and post content for blog post recommendation. Database Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops: GDB, SIM3, FlashDB, SNSMW, DaMEN, DQIS, Proceedings. editor / Jianliang Xu ; Shuigeng Zhou ; Rainer Unland ; Ge Yu. Springer Verlag, 2011. pp. 276-286 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).
@inproceedings{7f30426a9c8d433389778942657649e0,
title = "An analysis of network structure and post content for blog post recommendation",
abstract = "The acceleration of Weblogs has increased the perceived information overload for bloggers attempting to find interested or relevant information. Helping bloggers to efficiently locate relevant and high-quality information is imperative. In this research, we therefore propose four approaches that exploit the post citation network, blog-based social network, and post content to facilitate the automatic construction of an authoritative blog post recommender system. The proposed approaches were tested with blog data collected from Baidu Space, and the experimental results revealed that the proposed approaches outperform the content-only approach and the explicit citation approach.",
author = "Wan-Shiou Yang and Lin, {Yi Rong}",
year = "2011",
month = "1",
day = "1",
language = "English",
isbn = "9783642202438",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Verlag",
pages = "276--286",
editor = "Jianliang Xu and Shuigeng Zhou and Rainer Unland and Ge Yu",
booktitle = "Database Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops",
address = "Germany",

}

Yang, W-S & Lin, YR 2011, An analysis of network structure and post content for blog post recommendation. in J Xu, S Zhou, R Unland & G Yu (eds), Database Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops: GDB, SIM3, FlashDB, SNSMW, DaMEN, DQIS, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 6637 LNCS, Springer Verlag, pp. 276-286, 16th International Conference on Database Systems for Advanced Applications, DASFAA 2011, Hong Kong, China, 11-04-22.

An analysis of network structure and post content for blog post recommendation. / Yang, Wan-Shiou; Lin, Yi Rong.

Database Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops: GDB, SIM3, FlashDB, SNSMW, DaMEN, DQIS, Proceedings. ed. / Jianliang Xu; Shuigeng Zhou; Rainer Unland; Ge Yu. Springer Verlag, 2011. p. 276-286 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 6637 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

TY - GEN

T1 - An analysis of network structure and post content for blog post recommendation

AU - Yang, Wan-Shiou

AU - Lin, Yi Rong

PY - 2011/1/1

Y1 - 2011/1/1

N2 - The acceleration of Weblogs has increased the perceived information overload for bloggers attempting to find interested or relevant information. Helping bloggers to efficiently locate relevant and high-quality information is imperative. In this research, we therefore propose four approaches that exploit the post citation network, blog-based social network, and post content to facilitate the automatic construction of an authoritative blog post recommender system. The proposed approaches were tested with blog data collected from Baidu Space, and the experimental results revealed that the proposed approaches outperform the content-only approach and the explicit citation approach.

AB - The acceleration of Weblogs has increased the perceived information overload for bloggers attempting to find interested or relevant information. Helping bloggers to efficiently locate relevant and high-quality information is imperative. In this research, we therefore propose four approaches that exploit the post citation network, blog-based social network, and post content to facilitate the automatic construction of an authoritative blog post recommender system. The proposed approaches were tested with blog data collected from Baidu Space, and the experimental results revealed that the proposed approaches outperform the content-only approach and the explicit citation approach.

UR - http://www.scopus.com/inward/record.url?scp=85025140909&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85025140909&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:85025140909

SN - 9783642202438

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 276

EP - 286

BT - Database Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops

A2 - Xu, Jianliang

A2 - Zhou, Shuigeng

A2 - Unland, Rainer

A2 - Yu, Ge

PB - Springer Verlag

ER -

Yang W-S, Lin YR. An analysis of network structure and post content for blog post recommendation. In Xu J, Zhou S, Unland R, Yu G, editors, Database Systems for Adanced Applications - 16th International Conference, DASFAA 2011, International Workshops: GDB, SIM3, FlashDB, SNSMW, DaMEN, DQIS, Proceedings. Springer Verlag. 2011. p. 276-286. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).