Journal ArticleDOI
Social media big data analytics: A survey
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TLDR
A discussion on the applications of social media big data analytics is provided by highlighting the state-of-the-art techniques, methods, and the quality attributes of various studies by comparing possible big data Analytics techniques and their quality attributes.About:
This article is published in Computers in Human Behavior.The article was published on 2019-12-01. It has received 238 citations till now. The article focuses on the topics: Big data & Social media.read more
Citations
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Artificial neural networks
TL;DR: Artificial neural networks (ANNs) constitute a class of flexible nonlinear models designed to mimic biological neural systems as mentioned in this paper, and they have been widely used in computer vision applications.
Proceedings ArticleDOI
BERTweet: A pre-trained language model for English Tweets
TL;DR: BERweet as discussed by the authors is the first large-scale pre-trained language model for English Tweets, having the same architecture as BERT-base and is trained using the RoBERTa pre-training procedure.
Journal ArticleDOI
Theory building with big data-driven research – Moving away from the “What” towards the “Why”
TL;DR: Insight is provided on the methodological adaptations required in “big data studies” to be converted into “IS research” and contribute to theory building in information systems.
Journal ArticleDOI
Market segmentation and travel choice prediction in Spa hotels through TripAdvisor’s online reviews
TL;DR: Findings confirm that the proposed hybrid machine learning methods can be implemented as an incremental recommendation agent for spa hotel/resort segmentation through effectively utilizing ‘big data’ procured from online social media contexts.
Journal ArticleDOI
Applications of big data in emerging management disciplines: A literature review using text mining
TL;DR: This study takes a systematic literature review approach to uncover the emerging management areas supported by big data in contemporary times using network analysis followed by natural language processing summarization techniques to find the emerging new management areas which are yet to get much attention.
References
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Journal ArticleDOI
A fast and elitist multiobjective genetic algorithm: NSGA-II
TL;DR: This paper suggests a non-dominated sorting-based MOEA, called NSGA-II (Non-dominated Sorting Genetic Algorithm II), which alleviates all of the above three difficulties, and modify the definition of dominance in order to solve constrained multi-objective problems efficiently.
Journal ArticleDOI
Social Network Sites: Definition, History, and Scholarship
danah boyd,Nicole B. Ellison +1 more
TL;DR: This publication contains reprint articles for which IEEE does not hold copyright and which are likely to be copyrighted.
Journal ArticleDOI
Users of the world, unite! The challenges and opportunities of Social Media
TL;DR: A classification of Social Media is provided which groups applications currently subsumed under the generalized term into more specific categories by characteristic: collaborative projects, blogs, content communities, social networking sites, virtual game worlds, and virtual social worlds.
Book
Foundations of Statistical Natural Language Processing
TL;DR: This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear and provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations.
Book
Opinion Mining and Sentiment Analysis
Bo Pang,Lillian Lee +1 more
TL;DR: This survey covers techniques and approaches that promise to directly enable opinion-oriented information-seeking systems and focuses on methods that seek to address the new challenges raised by sentiment-aware applications, as compared to those that are already present in more traditional fact-based analysis.