A Survey of Quantum-Cognitively Inspired Sentiment Analysis Models

نویسندگان

چکیده

Quantum theory, originally proposed as a physical theory to describe the motions of microscopic particles, has been applied various non-physics domains involving human cognition and decision-making that are inherently uncertain exhibit certain non-classical, quantum-like characteristics. Sentiment analysis is typical example such domains. In last few years, by leveraging modeling power quantum probability (a non-classical stemming from mechanics methodology) deep neural networks, range novel quantum-cognitively inspired models for sentiment have emerged performed well. This survey presents timely overview latest developments in this fascinating cross-disciplinary area. We first provide background at theoretical level, analyzing their advantages over classical theories cognitive aspects analysis. Then, recent introduced discussed detail, focusing on how they approach key challenges task. Finally, we discuss limitations current research highlight future directions.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Sentiment analysis methods in Sentiment analysis methods in Persian text: A survey

With the explosive growth of social media such as Twitter, reviews on e-commerce website, and comments on news websites, individuals and organizations are increasingly using opinions in these media for their decision making. Sentiment analysis is one of the techniques used to analyze userschr('39') opinions in recent years. Persian language has specific features and thereby requires unique meth...

متن کامل

Sentiment Analysis: A Survey

Sentiment analysis (also known as opinion mining) refers to the use of natural language processing, text analysis and computational linguistics to identify and extract subjective information in source materials. Mining opinions expressed in the user generated content is a challenging yet practically very useful problem. This survey would cover various approaches and methodology used in Sentimen...

متن کامل

Topic models for Sentiment analysis: A Literature Survey

Bayesian networks are a formal graphical language to express the joint distribution of a system or phenomenon in terms of random variables and their conditional dependencies in a directed graph [Heinrich, 2005]. A generative model is a bayesian network which provides an intuitive description of an observed phenomenon which states how observations could have been generated by realizations of ran...

متن کامل

a structural survey of the polish posters

تصویرسازی قابلیتهای فراوانی را دارا است

15 صفحه اول

A Cognitively Inspired POMDP Planning Technique

A planning technique for probabilistic domains is presented, inspired by cognitive perceptual processes. The plan evolves as a by-product of situation understanding using spreading activation for cooperative support-building, and an annealing process to kill off weak results. We have implemented the technique and compared its results with one of the top planning techniques for this type of prob...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: ACM Computing Surveys

سال: 2023

ISSN: ['0360-0300', '1557-7341']

DOI: https://doi.org/10.1145/3604550