Social media data management and analysis reading list

(To Be Revised)

Basics

  • Eytan Bakshy, Jake M. Hofman, Winter A. Mason, Duncan J. Watts. Everyone’s an influencer: quantifying influence on twitter. WSDM 2011 (influence, model)
  • Haewoon Kwak, Changhyun Lee, Hosung Park, Sue B. Moon. What is Twitter, a social network or a news media? WWW 2010
  • Neil Savage. Twitter as medium and message. Commun. ACM 2011
  • Shaomei Wu, Jake M. Hofman, Winter A. Mason, Duncan J. Watts. Who says what to whom on twitter. WWW 2011
  • Fred Douglis. It’s All About the (Social) Network. IEEE Internet Computing 2010
  • Kevin Makice. Twitter API – Up and Running: Learn How to Build Twitter Applications. 2009
  • Bernardo A. Huberman, Daniel M. Romero, Fang Wu. Social networks that matter: Twitter under the microscope CoRR 2008

Data management (storage, indexing, query, retrieval, etc.)

  • Adam Silberstein, Jeff Terrace, Brian F. Cooper, Raghu Ramakrishnan. Feeding frenzy: selectively materializing users’ event feeds. SIGMOD Conference 2010 (materialized view, optimization)
  • Chun Chen, Feng Li, Beng Chin Ooi, Sai Wu: TI: an efficient indexing mechanism for real-time search on tweets. SIGMOD Conference 2011 (centralized, indexing)
  • Tianyin Xu, Yang Chen, Xiaoming Fu, Pan Hui. Twittering by cuckoo: decentralized and socio-aware online microblogging services. SIGCOMM 2010
  • Michael Mathioudakis, Nick Koudas. TwitterMonitor: trend detection over the twitter stream. SIGMOD Conference 2010
  • Miles Efron. Hashtag retrieval in a microblogging environment. SIGIR 2010
  • Jan Pöschko. Exploring Twitter Hashtags CoRR 2011
  • Josep M. Pujol, Vijay Erramilli, Georgos Siganos, Xiaoyuan Yang, Nikolaos Laoutaris, Parminder Chhabra, Pablo Rodriguez. The little engine(s) that could: scaling online social networks. SIGCOMM 2010
  • Yi Fang. Entity information management in complex networks. SIGIR 2010
  • Polychronis Ypodimatopoulos, Andrew Lippman. ‘Follow me’: a web-based, location-sharing architecture for large, indoor environments. WWW 2010
  • Johan Bollen, Alberto Pepe, Huina Mao. Modeling public mood and emotion: Twitter sentiment and socio-economic phenomena CoRR 2009
  • Jon Crowcroft. The internet of ideas. SIGCOMM 2009

Mining and analysis

  • Changhyun Lee, Haewoon Kwak, Hosung Park, Sue B. Moon. Finding influentials based on the temporal order of information adoption in twitter. WWW 2010
  • Takeshi Sakaki, Makoto Okazaki, Yutaka Matsuo. Earthquake shakes Twitter users: real-time event detection by social sensors. WWW 2010
  • Bharath Sriram, Dave Fuhry, Engin Demir, Hakan Ferhatosmanoglu, Murat Demirbas. Short text classification in twitter to improve information filtering. SIGIR 2010
  • Owen Phelan, Kevin McCarthy, Barry Smyth. Using twitter to recommend real-time topical news. RecSys 2009
  • Anlei Dong, Ruiqiang Zhang, Pranam Kolari, Jing Bai, Fernando Diaz, Yi Chang, Zhaohui Zheng, Hongyuan Zha. Time is of the essence: improving recency ranking using Twitter data. WWW 2010
  • Anish Das Sarma, Atish Das Sarma, Sreenivas Gollapudi, Rina Panigrahy. Ranking mechanisms in twitter-like forums. WSDM 2010
  • Ravi Kumar, Mohammad Mahdian, Mary McGlohon. Dynamics of conversations. KDD 2010
  • Jianshu Weng, Ee-Peng Lim, Jing Jiang, Qi He. TwitterRank: finding topic-sensitive influential twitterers. WSDM 2010
  • Maxim N. Grinev, Maria P. Grineva, Alexander Boldakov, Leonid Novak, Andrey Syssoev, Dmitry Lizorkin. Sifting micro-blogging stream for events of user interest. SIGIR 2009
  • Sebastien Ardon, Amitabha Bagchi, Anirban Mahanti, Amit Ruhela, Aaditeshwar Seth, Rudra M. Tripathy, Sipat Triukose. Spatio-Temporal Analysis of Topic Popularity in Twitter CoRR 2011
  • Lars Kai Hansen, Adam Arvidsson, Finn Årup Nielsen, Elanor Colleoni, Michael Etter Good Friends, Bad News – Affect and Virality in Twitter CoRR 2011
  • Nigel Collier, Son Doan. Syndromic classification of Twitter messages CoRR 2011
  • Roberto Gonzalez, Rubén Cuevas Rumín, Ángel Cuevas, Carmen Guerrero Where are my followers? Understanding the Locality Effect in Twitter CoRR 2011
  • Wayne Xin Zhao, Jing Jiang, Jing He, Yang Song, Palakorn Achananuparp, Ee-Peng Lim, Xiaoming Li. Topical Keyphrase Extraction from Twitter. ACL 2011
  • Bo Han, Timothy Baldwin. Lexical Normalisation of Short Text Messages: Makn Sens a #twitter. ACL 2011
  • Long Jiang, Mo Yu, Ming Zhou, Xiaohua Liu, Tiejun Zhao. Target-dependent Twitter Sentiment Classification. ACL 2011
  • Saptarshi Ghosh, Gautam Korlam, Niloy Ganguly. Spammers’ networks within online social networks: a case-study on Twitter. WWW (Companion Volume) 2011
  • Liangjie Hong, Ovidiu Dan, Brian D. Davison. Predicting popular messages in Twitter. WWW (Companion Volume) 2011
  • Brendan Meeder, Brian Karrer, Amin Sayedi, R. Ravi, Christian Borgs, Jennifer T. Chayes. We know who you followed last summer: inferring social link creation times in twitter. WWW 2011
  • Ana-Maria Popescu, Marco Pennacchiotti, Deepa Paranjpe. Extracting events and event descriptions from Twitter. WWW (Companion Volume) 2011
  • Carlos Castillo, Marcelo Mendoza, Barbara Poblete. Information credibility on twitter. WWW 2011
  • Daniel M. Romero, Brendan Meeder, Jon M. Kleinberg. Differences in the mechanics of information diffusion across topics: idioms, political hashtags, and complex contagion on twitter. WWW 2011
  • Michael J. Welch, Uri Schonfeld, Dan He, Junghoo Cho. Topical semantics of twitter links. WSDM 2011
  • Baichuan Li, Xiance Si, Michael R. Lyu, Irwin King, Edward Y. Chang Question identification on twitter. CIKM 2011
  • Barbara Poblete, Ruth Garcia, Marcelo Mendoza, Alejandro Jaimes. Do all birds tweet the same?: characterizing twitter around the world. CIKM 2011
  • Xiaolong Wang, Furu Wei, Xiaohua Liu, Ming Zhou, Ming Zhang. Topic sentiment analysis in twitter: a graph-based hashtag sentiment classification approach. CIKM 2011
  • Arkaitz Zubiaga, Damiano Spina, Víctor Fresno, Raquel Martínez. Classifying trending topics: a typology of conversation triggers on Twitter. CIKM 2011
  • Marco Pennacchiotti, Ana-Maria Popescu. Democrats, republicans and starbucks afficionados: user classification in twitter. KDD 2011
  • Aron Culotta. Detecting influenza outbreaks by analyzing Twitter messages CoRR 2010
  • Jianshu Weng, Ee-Peng Lim, Qi He, Cane Wing-ki Leung. What Do People Want in Microblogs? Measuring Interestingness of Hashtags in Twitter. ICDM 2010
  • John Hannon, Mike Bennett, Barry Smyth. Recommending twitter users to follow using content and collaborative filtering approaches. RecSys 2010
  • Cindy Xide Lin, Bo Zhao, Qiaozhu Mei, Jiawei Han. PET: a statistical model for popular events tracking in social communities. KDD 2010
  • Tianyi Wang, Yang Chen, Zengbin Zhang, Peng Sun, Beixing Deng, Xing Li. Unbiased sampling in directed social graph. SIGCOMM 2010
  • Kyumin Lee, James Caverlee, Steve Webb. Uncovering social spammers: social honeypots + machine learning. SIGIR 2010
  • Kyumin Lee, James Caverlee, Steve Webb. The social honeypot project: protecting online communities from spammers. WWW 2010
  • Vivek K. Singh, Ramesh Jain. Structural analysis of the emerging event-web. WWW 2010
  • Zhijun Yin, Manish Gupta, Tim Weninger, Jiawei Han. LINKREC: a unified framework for link recommendation with user attributes and graph structure. WWW 2010
  • Nilanjan Banerjee, Dipanjan Chakraborty, Koustuv Dasgupta, Sumit Mittal, Anupam Joshi, Seema Nagar, Angshu Rai, Sameer Madan. User interests in social media sites: an exploration with micro-blogs. CIKM 2009
  • Lei Tang, Huan Liu Scalable learning of collective behavior based on sparse social dimensions. CIKM 2009

Applications

  • Eysenbach G. Can Tweets Predict Citations? Metrics of Social Impact Based on Twitter and Correlation with Traditional Metrics of Scientific Impact. J Med Internet Res 2011;13(4):e123
  • Vasileios Kandylas, Ali Dasdan. The utility of tweeted URLs for web search. WWW 2010
  • Tom Rowlands, David Hawking, Ramesh Sankaranarayana. New-web search with microblog annotations. WWW 2010
  • Vivek K. Singh, Mingyan Gao, Ramesh Jain Situation detection and control using spatio-temporal analysis of microblogs. WWW 2010
  • Onook Oh, Manish Agrawal, H. Raghav Rao. Information control and terrorism: Tracking the Mumbai terrorist attack through twitter. Information Systems Frontiers 2011
  • Marc Cheong, Vincent C. S. Lee. A microblogging-based approach to terrorism informatics: Exploration and chronicling civilian sentiment and response to terrorism events via Twitter. Information Systems Frontiers 2011
  • Johan Bollen, Huina Mao, Xiao-Jun Zeng. Twitter mood predicts the stock market. J. Comput. Science 2011
  • Huina Mao, Scott Counts, Johan Bollen Predicting Financial Markets: Comparing Survey,News, Twitter and Search Engine Data CoRR 2011
  • Kristen Lovejoy, Richard Waters, Gregory D. Saxton Engaging Stakeholders through Twitter: How Nonprofit Organizations are Getting More Out of 140 Characters or Less CoRR 2011
  • Son Doan, Bao-Khanh Ho Vo, Nigel Collier An analysis of Twitter messages in the 2011 Tohoku Earthquake CoRR 2011
  • Clodoveu Augusto Davis Jr., Gisele Lobo Pappa, Diogo Rennó Rocha de Oliveira, Filipe de Lima Arcanjo. Inferring the Location of Twitter Messages Based on User Relationships. T. GIS 2011
  • Ana-Maria Popescu, Alpa Jain. Understanding the functions of business accounts on Twitter. WWW (Companion Volume) 2011
  • Jessica Elan Chung, Eni Mustafaraj. Can Collective Sentiment Expressed on Twitter Predict Political Elections? AAAI 2011
  • Kristina Lerman, Rumi Ghosh. Information Contagion: an Empirical Study of the Spread of News on Digg and Twitter Social Networks CoRR 2010
  • Ed H. Chi. Augmented social cognition: using social web technology to enhance the ability of groups to remember, think, and reason. SIGMOD Conference 2009
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About Weining Qian

Professor at Institute of Massive Computing, Software Engineering Institute, East China Normal University.
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