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BJUT at TREC 2015 Microblog Track: Real-Time Filtering Using Non-negative Matrix Factorization

Chaoyang Li, Zhen Yang, Kefeng Fan
2015 Text Retrieval Conference  
To build this framework, we firstly considered the Real-Time Filtering Task as a short text retrieval problem, and proposed a non-negative matrix factorization based Microblog retrieval model (N-MF Framework  ...  Then after a review of the potential influencing factors in Microblog retrieval, the main influencing factor, i.e., short query expansion, was modeled as the additional regularized constraint items in  ...  to translate the recommendation problem into the Microblog retrieval problem, and the users' interest is considered as the query terms, the retrieval results are considered as the recommended content.  ... 
dblp:conf/trec/LiYF15 fatcat:2yj6bwd7rzhdjo6prhnru2tnla

HLJIT at TREC 2017 Real-Time Summarization

Zhongyuan Han, Song Li, Leilei Kong, Liuyang Tian, Haoliang Qi
2017 Text Retrieval Conference  
For the scenario of push notifications, three filtering models, which are based on the hyperlink-extended retrieval model, the Learning to Rank and the hybrid filtering model, are proposed to filter the  ...  For the scenario of email digest, three ranking models, the hyperlink-extended retrieval model, the retrieval model based on learning to rank, and the personal retrieval model, are presented to rank the  ...  In microblog retrieval, the content linked by the URLs provided more important information for a microblog.  ... 
dblp:conf/trec/HanLKTQ17 fatcat:ny4enaaxp5embnqc7npjm24ojq

Information Retrieval from Microblogs During Disasters: In the Light of IRMiDis Task

Moumita Basu, Kripabandhu Ghosh, Saptarshi Ghosh
2020 SN Computer Science  
To this end, we organized the 'Information Retrieval from Microblogs during Disasters (IRMiDis)' shared task with the FIRE conference for consecutive 3 years (2016, 2017 and 2018).  ...  However, messages posted on microblogging sites often contain non-actionable information such as sympathy and prayer for victims. Moreover, messages sometimes contain rumors and overstated facts.  ...  topic, (2) microblogs were retrieved and ranked with respect to the initial query (3) query expansion, and subsequent retrieval and ranking with respect to the expanded query.  ... 
doi:10.1007/s42979-020-0065-1 fatcat:jb7yvg2tgrhu7iyyuhbohvwsbi

Wikimantic: Toward effective disambiguation and expansion of queries

Christopher Boston, Hui Fang, Sandra Carberry, Hao Wu, Xitong Liu
2014 Data & Knowledge Engineering  
This paper presents an implemented and evaluated methodology for disambiguating terms in search queries and for augmenting queries with expansion terms.  ...  This work is part of a larger project to retrieve information graphics in response to user queries.  ...  We would like to thank the three reviewers for their comments and suggestions which have substantially improved the paper.  ... 
doi:10.1016/j.datak.2013.07.004 fatcat:pznsaqzv45corbrzp4nc67qmzi

Online Social Networks Event Detection: A Survey [chapter]

Mário Cordeiro, João Gama
2016 Lecture Notes in Computer Science  
The continuous interactions between online social network participants generate streams of unbounded text content and evolutionary network structures within the social streams that make classical text  ...  of nodes and edges.  ...  Acknowledgements This work was supported by national funds, through the Portuguese funding agency, Fundação para a Ciência e a Tecnologia (FCT), and by European Commission through the project MAESTRA (  ... 
doi:10.1007/978-3-319-41706-6_1 fatcat:zdoso55jzjbypkye7w3uozcjce

Online Topic Modeling for Real-Time Twitter Search

Christan Earl Grant, Clint P. George, Chris Jenneisch, Joseph N. Wilson
2011 Text Retrieval Conference  
This paper discusses the work done by a team at the University of Florida for the TREC 2011 Microblog Track. To build a real-time microblog search engine we rely on topic modeling for our search.  ...  We perform online inference and offline inference depending on the time frame of the topical query.  ...  In addition, we can use the document posteriors for information retrieval and classification.  ... 
dblp:conf/trec/GrantGJW11 fatcat:6h3ceatanre4haejf7gxosb35q

A Survey of Techniques for Event Detection in Twitter

Farzindar Atefeh, Wael Khreich
2013 Computational intelligence  
In addition, traditional text mining techniques are not suitable, because of the short length of tweets, the large number of spelling and grammatical errors, and the frequent use of informal and mixed  ...  Twitter is among the fastest-growing microblogging and online social networking services.  ...  Massoudi et al. (2011) employed a generative language modeling approach based on query expansion and microblog "quality indicators" to retrieve individual microblog messages.  ... 
doi:10.1111/coin.12017 fatcat:wr3wcvxmavbarityeu2szfcuw4

Back to our roots for retrieving very short passages

Nada Naji, Jacques Savoy
2013 Proceedings of the American Society for Information Science and Technology  
The problem on hand may relate to the retrieval of tweets, image and table captions, short text messages (SMS) and sponsored retrieval among others.  ...  In such cases, document and/or query expansion using thesauri and other external resources (e.g., Wikipedia) usually available on the World Wide Web (WWW) are proven to be effective approaches.  ...  Anton Näf and Mrs. Eva Wiedenkeller (University of Neuchatel, Switzerland) for their valuable support.  ... 
doi:10.1002/meet.14505001035 fatcat:cwtrwmwffnhsldppd23lhjhjom

Exploring Pattern Mining Algorithms for Hashtag Retrieval Problem

Asma Belhadi, Youcef Djenouri, Jerry Chun-Wei Lin, Chongsheng Zhang, Alberto Cano
2020 IEEE Access  
This paper incorporates the pattern mining approaches to improve the accuracy of retrieving the relevant information and speeding up the search performance.  ...  After that, the set of the relevant patterns is discovered, and then used as a knowledge-based system for finding the relevant tweets based on users' queries under the similarity search process.  ...  [36] proposed HQE (Hybrid Query Expansion) approach that combined external hashtags resources and association-rule mining for retrieving the most relevant texts from microblogs.  ... 
doi:10.1109/access.2020.2964682 fatcat:sjbuywegtjhijmpemm53xr6e2q

Multi-Perspective Relevance Matching with Hierarchical ConvNets for Social Media Search [article]

Jinfeng Rao, Wei Yang, Yuhao Zhang, Ferhan Ture, Jimmy Lin
2019 arXiv   pre-print
Despite substantial interest in applications of neural networks to information retrieval, neural ranking models have only been applied to standard ad hoc retrieval tasks over web pages and newswire documents  ...  Extensive experiments using Twitter data from the TREC Microblog Tracks 2011--2014 show that our model significantly outperforms prior feature-based as well and existing neural ranking models.  ...  However, RM3 requires an extra round of retrieval to select terms for query expansion, which is substantially slower.  ... 
arXiv:1805.08159v2 fatcat:dtvkp7pvxvbxzgczjyqzz7wc4m

A time-aware query-focused summarization on evolving microblog stream via sentence extraction

Fei Geng, Qilie Liu, Ping Zhang
2020 Digital Communications and Networks  
The high momentum and large volumes of short texts bring redundancies and noises, in which the users and analysts often find it problematic to elicit useful information they are interested in.  ...  Then we develop a ranking method to extract the most representative sentences relative to the query from the MCVs, and generate a query-focused summary of arbitrary time durations.  ...  Therefore, how to summarize microblogs and help users digest the mass data has become a major issue in information retrieve and computational linguistics.  ... 
doi:10.1016/j.dcan.2020.04.014 fatcat:aa6tycyibze4tma42cg7xcn724

Supporting Efficient Social Media Search in Cyber-Physical Web

Lidan Shou, Sai Wu
2013 IEEE Data Engineering Bulletin  
We report our studies on these problems and present our solutions to four different categories of searches/recommendations in CPSS, namely the model-based search, the non-model-based search, the real-time  ...  In this paper, we propose a general framework for supporting social media search in the cyber-physical Web, or CPSS.  ...  In S4, we provide the real-time search and summarization modules for tweets (short texts in microblogs).  ... 
dblp:journals/debu/ShouW13 fatcat:qu5ml7qtrffx3n4fu3pbypfkfe

Fast NLP-based Pattern Matching in Real Time Tweet Recommendation

Zheng Gao, John Wolohan
2017 Text Retrieval Conference  
Everyday people receive news notifications from mobile devices and figure out information which are new and interesting to them.  ...  patterns best suitable for users.  ...  a positive result for tweet recommendation. [3] also uses Google Search Engine retrieved pages as an external resource for query expansion.  ... 
dblp:conf/trec/GaoW17 fatcat:ixs7ixyehjel3h7klkxwz44qji

Exploiting Temporal Information in Documents and Query to Improve the Information Retrieval Process: Application to Medical Articles

Jihen MAJDOUBI, Ahlam Nabli
2017 International Journal of Advanced Computer Science and Applications  
In this paper, we propose a novel method for semantic indexing of medical articles by using the semantic resource MeSH (Medical Subject Headings) and the temporal information provided in the documents.  ...  In the medical field, scientific articles represent a very important source of knowledge for researchers of this domain.  ...  In [12] , the authors proposed a query expansion model for microblogs, which selects terms temporally closer to the query submission time.  ... 
doi:10.14569/ijacsa.2017.080856 fatcat:ltqcmiypybaynbbvk22xmt4i4a

Using latent topics to enhance search and recommendation in Enterprise Social Software

Konstantinos Christidis, Gregoris Mentzas, Dimitris Apostolou
2012 Expert systems with applications  
We employ Latent Dirichlet Allocation in order to elicit hidden topics and use the latter to assess similarities in resource and tag recommendation as well as for the expansion of query results.  ...  Knowledge structures, ranging in formality from ontologies to folksonomies, support user activity by enabling users to categorize and retrieve information resources.  ...  Acknowledgement Acknowledgments Research reported in this paper has been partially financed by the European Commission in the OrganiK project (FP7: Research for the Benefit of SMEs, 222225).  ... 
doi:10.1016/j.eswa.2012.02.073 fatcat:iojnwwniczgsdduxrylhfnibrm
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