Identifying Fake News on Social Networks Based on Natural Language Processing: Trends and Challenges
نویسندگان
چکیده
The epidemic spread of fake news is a side effect the expansion social networks to circulate news, in contrast traditional mass media such as newspapers, magazines, radio, and television. Human inefficiency distinguish between true false facts exposes threat logical truth, democracy, journalism, credibility government institutions. In this paper, we survey methods for preprocessing data natural language, vectorization, dimensionality reduction, machine learning, quality assessment information retrieval. We also contextualize identification discuss research initiatives opportunities.
منابع مشابه
Fake News in Social Networks
We model the spread of news as a social learning game on a network. Agents can either endorse or oppose a claim made in a piece of news, which itself may be either true or false. Agents base their decision on a private signal and their neighbors’ past actions. Given these inputs, agents follow strategies derived via multi-agent deep reinforcement learning and receive utility from acting in acco...
متن کاملDetection of Fake Accounts in Social Networks Based on One Class Classification
Detection of fake accounts on social networks is a challenging process. The previous methods in identification of fake accounts have not considered the strength of the users’ communications, hence reducing their efficiency. In this work, we are going to present a detection method based on the users’ similarities considering the network communications of the users. In the first step, similarity ...
متن کاملNew trends in natural language processing: statistical natural language processing.
The field of natural language processing (NLP) has seen a dramatic shift in both research direction and methodology in the past several years. In the past, most work in computational linguistics tended to focus on purely symbolic methods. Recently, more and more work is shifting toward hybrid methods that combine new empirical corpus-based methods, including the use of probabilistic and informa...
متن کاملClassification of Iranian Contemporary Architecture, Based on Trends and Challenges
The use of demands such as "Iranian-Islamic architecture" or "preservation of Iranian-Islamic identities" appeared in different dimensions and have gradually caused the shape of contemporary Iranian architecture. Many criticisms have been made from various perspectives on the architectural conditions, despite, all of them are worthy of attention, it seems that a required issue has been neglecte...
متن کاملthe comparative impact of prompts and recasts in processing instruction versus meaningful output-based instruction on efl learners’ writing accuracy
the purpose of the present study was to see which one of the two instruction-processing instruction (pi) and meaningful output based instruction (mobi) accompanied with prompt and recast- is more effective on efl learners’ writing accuracy. in order to homogenize the participants in term of language proficiency a preliminary english test (pet) was administrated between 74 intermediate students ...
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: Information
سال: 2021
ISSN: ['2078-2489']
DOI: https://doi.org/10.3390/info12010038