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Journal Article
Knowledge-Based Systems, ISSN 0950-7051, 09/2016, Volume 108, pp. 42 - 49
In this paper, we present the first deep learning approach to aspect extraction in opinion mining. Aspect extraction is a subtask of sentiment analysis that... 
Sentiment analysis | CNN | Opinion mining | Aspect extraction | RBM | DNN | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Mineral industry | Neural networks | Mining industry | Analysis
Journal Article
IEEE Intelligent Systems, ISSN 1541-1672, 03/2013, Volume 28, Issue 2, pp. 31 - 38
Journal Article
Neurocomputing, ISSN 0925-2312, 01/2016, Volume 174, pp. 50 - 59
A huge number of videos are posted every day on social media platforms such as Facebook and YouTube. This makes the Internet an unlimited source of... 
Big social data analysis | Opinion mining | Multimodal sentiment analysis | Multimodal fusion | Sentic computing | COMMON-SENSE | ELM | FRAMEWORK | EMOTION RECOGNITION | TRENDS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
Neurocomputing, ISSN 0925-2312, 10/2017, Volume 261, pp. 217 - 230
The advent of the Social Web has enabled anyone with an Internet connection to easily create and share their ideas, opinions and content with millions of other... 
Deep learning | Convolutional neural network | ELM | Classification | Emotion | SVM | Multimodal sentiment analysis | Sentiment | MKL | EXPRESSION RECOGNITION | SEQUENCES | FACIAL EXPRESSION | SPEECH | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | FEATURES | SPACE | EMOTION RECOGNITION | Computer science | Projectors | Neurosciences | Web sites | Neural networks
Journal Article
2018, Socio-Affective Computing, ISBN 3319950185, Volume 8, 223
This volume in the 'Socio-Affective Computing' series presents a set of novel approaches to analyze opinionated videos and to extract sentiments and emotions.... 
Computational intelligence | Neurosciences | Translation | Biomedicine | Multimedia Information Systems | Language Translation and Linguistics | Image Processing and Computer Vision
eBook
Knowledge-Based Systems, ISSN 0950-7051, 10/2014, Volume 69, Issue 1, pp. 45 - 63
The Web is evolving through an era where the opinions of users are getting increasingly important and valuable. The distillation of knowledge from the huge... 
Natural language processing | Opinion mining | Artificial intelligence | Linguistic rules | Sentic computing | APPROXIMATION | NETWORKS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Natural language (computers) | Computation | Texts | Polarity | Mathematical models | Knowledge base | Data mining | Marketing | Linguistics | Humanities and Social Sciences
Journal Article
IEEE Intelligent Systems, ISSN 1541-1672, 11/2018, Volume 33, Issue 6, pp. 17 - 25
We compile baselines, along with dataset split, for multimodal sentiment analysis. In this paper, we explore three different deep-learning-based architectures... 
Sentiment analysis | Visualization | Emotion recognition | Affective computing | Social networking (online) | Feature extraction | Intelligent systems | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Data mining | Artificial intelligence | Information architecture
Journal Article
IEEE Computational Intelligence Magazine, ISSN 1556-603X, 08/2018, Volume 13, Issue 3, pp. 55 - 75
Deep learning methods employ multiple processing layers to learn hierarchical representations of data, and have produced state-of-the-art results in many... 
Learning systems | Natural language processing | Computational modeling | Semantics | Machine learning | Context modeling | NEURAL-NETWORKS | MODELS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | PREDICTION
Journal Article
Journal Article
Knowledge-Based Systems, ISSN 0950-7051, 10/2014, Volume 69, Issue 1, pp. 108 - 123
Emotions play a key role in natural language understanding and sensemaking. Pure machine learning usually fails to recognize and interpret emotions in text... 
Sentiment analysis | Emotion recognition | Personality detection | Fuzzy clustering | Opinion mining | Sentic computing | SENTICNET | SIMILARITY | CONTEXT | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Language processing | Computational linguistics | Reasoning | Analysis | Natural language interfaces | Similarity | Semantics | Texts | Fuzzy | Data mining | Emotions | Recognition
Journal Article
IEEE Intelligent Systems, ISSN 1541-1672, 05/2018, Volume 33, Issue 3, pp. 77 - 85
Journal Article
2017
Emotions and sentiments play a crucial role in our everyday lives. They aid decision-making, learning, communication, and situation awareness in human-centric... 
Text processing (Computer science) | Machine learning | Sentiment Analysis | Computational intelligence
Dissertation
IEEE Intelligent Systems, ISSN 1541-1672, 05/2019, Volume 34, Issue 3, pp. 38 - 43
Sentiment classification and sarcasm detection are both important natural language processing tasks. Sentiment is always coupled with sarcasm where intensive... 
Affective computing | Sentiment analysis | Neural networks | Computer architecture | Classification | Feature extraction | Task analysis | Intelligent systems | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
Conference Proceedings - EMNLP 2015: Conference on Empirical Methods in Natural Language Processing, 2015, pp. 2539 - 2544
Conference Proceeding
Proceedings - IEEE International Conference on Data Mining, ICDM, ISSN 1550-4786, 01/2017, pp. 439 - 448
Conference Proceeding