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- research-articleNovember 2024
Topic identification and evolution analysis of Chinese technological innovation literature research
IoTML '24: Proceedings of the 2024 4th International Conference on Internet of Things and Machine LearningPages 149–155https://doi.org/10.1145/3697467.3697626Objective: By analyzing the literature related to technological innovation, the main direction of Chinese technological innovation research is clarified, and the current research hot spots are grasped. Methods: With CNKI as the data source, technological ...
- research-articleDecember 2023
Collaboration of issuing agencies and topic evolution of health informatisation policies in China
Journal of Information Science (JIPP), Volume 49, Issue 6Pages 1692–1710https://doi.org/10.1177/01655515221074323Digital transformation in the Chinese healthcare industry has led national government agencies to issue a series of policies to guide the construction of health informatisation. However, little is known about the issuing agencies and the topics of health ...
- research-articleJanuary 2022
Thirty years of interactive learning environments: contributors, collaborations and research topics
International Journal of Mobile Learning and Organisation (IJMLO), Volume 16, Issue 4Pages 447–474https://doi.org/10.1504/ijmlo.2022.125965Interactive Learning Environments (ILE) is an important and active international journal in the research field of interactive learning environments since 1990. Focusing on the major contributors, scientific collaborations, research topics and topic ...
- research-articleJanuary 2022
Cross event detection and topic evolution analysis in cross events for man-made disasters in social media streams
International Journal of Computer Applications in Technology (IJCAT), Volume 68, Issue 2Pages 175–188https://doi.org/10.1504/ijcat.2022.123469Terrorist attacks, chemical attacks, rapes and other socially sensitive incidents are shared on social media to gain attention from the world. Microblogging sites like Twitter become flooded with these root events and their sub events as they evolve over ...
- research-articleJuly 2021
Recurrent Coupled Topic Modeling over Sequential Documents
ACM Transactions on Knowledge Discovery from Data (TKDD), Volume 16, Issue 1Article No.: 8, Pages 1–32https://doi.org/10.1145/3451530The abundant sequential documents such as online archival, social media, and news feeds are streamingly updated, where each chunk of documents is incorporated with smoothly evolving yet dependent topics. Such digital texts have attracted extensive ...
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- research-articleJune 2021
Visualising Scientific Topic Evolution
WWW '21: Companion Proceedings of the Web Conference 2021Pages 468–472https://doi.org/10.1145/3442442.3451371The automatic extraction of topics is a standard technique for summarizing text corpora from various domains (e.g., news articles, transport or logistic reports, scientific publications) that has several applications. Since, in many cases, topics are ...
- research-articleMay 2018
Enhancing situation awareness of public safety events by visualizing topic evolution using social media
dg.o '18: Proceedings of the 19th Annual International Conference on Digital Government Research: Governance in the Data AgeArticle No.: 7, Pages 1–10https://doi.org/10.1145/3209281.3209378Social media contributes to enhancing transparency and openness for the purpose of innovating public services and policy-making. In disaster management, social media data can be mined to discover public perceptions and concerns on large disaster events. ...
- research-articleJanuary 2018
A framework for semantic connection based topic evolution with DeepWalk
One of the prevalent studies on Topic Detection and Tracking (TDT) is topic evolution. With the emergence of Internet data, there is a clear need for intuitive and adaptive methods to analyze a series of evolutions. Most approaches completely depend on ...
- articleOctober 2017
Topic evolution based on the probabilistic topic model: a review
Frontiers of Computer Science: Selected Publications from Chinese Universities (FCS), Volume 11, Issue 5Pages 786–802https://doi.org/10.1007/s11704-016-5442-5Accurately representing the quantity and characteristics of users' interest in certain topics is an important problem facing topic evolution researchers, particularly as it applies to modern online environments. Search engines can provide information ...
- research-articleNovember 2015
Query-centric scientific topic evolution extraction
ASIST '15: Proceedings of the 78th ASIS&T Annual Meeting: Information Science with Impact: Research in and for the CommunityArticle No.: 127, Pages 1–4Researchers in academia and industry face a deluge of data in our digital world. In this paper, we investigate a novel problem, query-centric scientific topic evolution. Using heterogeneous graph mining techniques we construct a topic evolution tree (...
- research-articleNovember 2015
How should we read and analyze bug reports: an interactive visualization using extractive summaries and topic evolution
CASCON '15: Proceedings of the 25th Annual International Conference on Computer Science and Software EngineeringPages 171–180Software projects evolve over time as bugs are addressed and new functionalities are added. Managing bugs can be a significant challenge for a project manager especially when the number of reported bugs is large, and the manager needs to consult with ...
- research-articleOctober 2014
Topic evolution based on LDA and HMM and its application in stem cell research
Journal of Information Science (JIPP), Volume 40, Issue 5Pages 611–620https://doi.org/10.1177/0165551514540565This paper analyses topic segmentation based on the LDA (Latent Dirichlet Allocation) model, and performs the topic segmentation and topic evolution of stem cell research literatures in PubMed from 2001 to 2012 by combining the HMM (Hidden Markov Model) ...
- posterAugust 2013
Mining evolutionary multi-branch trees from text streams
KDD '13: Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data miningPages 722–730https://doi.org/10.1145/2487575.2487603Understanding topic hierarchies in text streams and their evolution patterns over time is very important in many applications. In this paper, we propose an evolutionary multi-branch tree clustering method for streaming text data. We build evolutionary ...
- research-articleAugust 2012
Topic evolution prediction of user generated contents considering enterprise generated contents
HotSocial '12: Proceedings of the First ACM International Workshop on Hot Topics on Interdisciplinary Social Networks ResearchPages 73–76https://doi.org/10.1145/2392622.2392635A large number of people use social media to generate content in a vast network of friends or strangers, and often with an unspecified number of users generating long lasting topic information which affects the normal operation of enterprises. The ...
- ArticleDecember 2011
How Does Research Evolve? Pattern Mining for Research Meme Cycles
ICDM '11: Proceedings of the 2011 IEEE 11th International Conference on Data MiningPages 1068–1073https://doi.org/10.1109/ICDM.2011.76Recent years have witnessed a great deal of attention in tracking news memes over the web, modeling shifts in the ebb and flow of their popularity. One of the most important features of news memes is that they seldom occur repeatedly, instead, they tend ...
- research-articleSeptember 2011
Location-based topic evolution
MLBS '11: Proceedings of the 1st international workshop on Mobile location-based servicePages 89–98https://doi.org/10.1145/2025876.2025894As the advance of mobile technologies, geographical records can be easily embedded in the data to form the location-associated documents. For example, in Twitter, the location of tweets can be identified by the GPS locations or IP addresses from smart ...
- research-articleMarch 2011
The web of topics: discovering the topology of topic evolution in a corpus
WWW '11: Proceedings of the 20th international conference on World wide webPages 257–266https://doi.org/10.1145/1963405.1963444In this paper we study how to discover the evolution of topics over time in a time-stamped document collection. Our approach is uniquely designed to capture the rich topology of topic evolution inherent in the corpus. Instead of characterizing the ...
- articleDecember 2010
Profiling 40 Years of Research in Simulation & Gaming
Simulation and Gaming (SIMG), Volume 41, Issue 6Pages 869–897https://doi.org/10.1177/1046878110387539The authors apply the research profiling method to review all the research that has been published in Simulation & Gaming since the journalâ s inauguration in 1970. The data include 2,096 articles, of which 1,046 are research articles. The authors ...
- posterApril 2010
A practical system for harvesting and monitoring hot topics on the web
WWW '10: Proceedings of the 19th international conference on World wide webPages 1197–1198https://doi.org/10.1145/1772690.1772872This poster briefly describes a practical system named FounderWISE for harvesting and monitoring hot topics on the Web. FounderWISE consists of five components: Web crawler, text classifier, topic detector, topic summarizer and topic analyzer. In this ...
- ArticleNovember 2009
Subtopic Based Topic Evolution Analysis
WISM '09: Proceedings of the 2009 International Conference on Web Information Systems and MiningPages 168–172https://doi.org/10.1109/WISM.2009.42Traditional topic tracking approaches can obtain the relevant stories. However, the relationship between stories occurred during the topic developing process can not be exhibited clearly. By analyzing the evolution of the topic, the concept subtopic is ...