Inferring Political Preferences from Twitter
نویسندگان
چکیده
Sentiment analysis is the task of automatic opinions and emotions users towards an entity or some aspect that entity. Political Analysis social media helps political strategists to scrutinize performance a party candidate improvise their weaknesses far before actual elections. During time elections, networks get flooded with blogs, chats, debates discussions about prospects parties politicians. The amount data generated much large study, analyze draw inferences using latest techniques. Twitter one most popular platforms enables us perform domain-specific preparation. In this work, we chose identify inclination present in Tweets by modelling it as text classification problem classical machine learning. tweets related Delhi Elections 2020 are extracted employed for task. Among several algorithms, observe Support Vector Machines portrays best performance.
منابع مشابه
Inferring User Political Preferences from Streaming Communications
Existing models for social media personal analytics assume access to thousands of messages per user, even though most users author content only sporadically over time. Given this sparsity, we: (i) leverage content from the local neighborhood of a user; (ii) evaluate batch models as a function of size and the amount of messages in various types of neighborhoods; and (iii) estimate the amount of ...
متن کاملQuantifying Political Legitimacy from Twitter
We present a method to quantify the political legitimacy of a populace using public Twitter data. First, we represent the notion of legitimacy with respect to k-dimensional probabilistic topics, automatically culled from the politically oriented corpus. The short tweets are then converted to a feature vector in k-dimensional topic space. Leveraging sentiment analysis, we also consider the polar...
متن کاملReview of Inferring Latent Attributes from Twitter
This paper reviews literature from 2011 to 2013 on how Latent attributes like gender, political leaning etc. can be inferred from a person's twitter and neighborhood data. Prediction of demographic data can bring value to businesses, can prove instrumental in legal investigation. Moreover, political leanings and ethnicity can be inferred from the wide variety of user data available on-line. The...
متن کاملInferring preferences from choices under uncertainty
If a decision maker, in a world of uncertainty a la Anscombe and Aumann (1963), can choose acts according to some objective probability distribution (by throwing dice for instance) from any given set of acts, then there is no set of acts that allows an experimenter to test more than the Axiom of EUOL (that the DM evaluates objective lotteries with an expected utility function). In fact there is...
متن کاملpossibility or impossibility of inferring political precepts from the quran
contemplation in devine books to obtain earthly rules and regulations has given rise to contradictory controversies. in islam there is a disagreement between the traditionists and the rationalists. the traditionists claim that the quran is addressed only to the prophet and the imams, who are innocent. therefore, common people do not have the ability to infer precepts from the quran, being liabl...
متن کاملذخیره 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: Lecture notes in networks and systems
سال: 2021
ISSN: ['2367-3370', '2367-3389']
DOI: https://doi.org/10.1007/978-981-15-9774-9_54