I need well researched Literature review with methodologies and their implementation of the following1.Fake news detection using any method (3 different literature review)2. Fake news detection based...

ANALYZING LITERATURE REVIEWS
Table of Contents
Introduction    3
Overview    3
Research Methodology    3
Research Philosophy    3
Research Approach    4
Research Design    4
Findings    4
Multi Perspective Speaker Profiles    4
Locating the Data    5
Operational Aspect Explored    6
Usage of Datasets    6
Hate speech using deep learning    7
Knowledge Based Approach    7
Data Based on KBA    7
Pattern-driven Approach    8
Summary    8
References    9
Introduction
The consequence pertaining to fake news can result out of something that is annoying just to influence and thereby mislead the societal constructs or even the nations. There can be numerous approaches relating to the identification of the fake news. These are formulated in order to persuade the viewers to acknowledge and believe the fake news and belief concerning them. It is usually mandate by the propagandists for influencing or conveying political message. These can spread extensively and thereby lead to a negative impact on the society as well as individuals. Since these are capable of breaking the authenticity pertaining to balance concerning the ecosystem of news. This literature review will delve extensively into finding out the methods for detecting the circulation of the fake news by comparing and contrasting the articles.
Overview
Over the years the fake news has originated out to exist as nothing more than nuisance. It changes the way of how people conceive and thereby respond to the real and authentic news. The sole conception of authenticity gets disrupted in lieu of the characteristic facets that encapsulates the real news with lies and misleading facts. It is solely done as the motive for enhancing the marketing strategy. Controversy relating to popular celebrities or places or any political affairs gets circulated with the blink of an eye. This propaganda is surely done with a motive to gain footage that increases the fan base of the circulator of fake news.
Research Methodology
Research methodology is an important part that is effective in enabling the matters pertaining to the research. This is undertaken with the inclusion of several primary and secondary sources which will be assessed by the usage of appropriate tools in collecting the proper data. The proper factual matters will thereby provide a foundational framework for factual accuracy.
Research Philosophy
Positivism has been selected for undertaking this study that involves structural attributes relating to this literature review. Since there appears to exist innumerable data in determining the fake news and its attributes. Therefore, this philosophy will pave the way for accurately carrying out the findings which are inherently factual. Consequently, the accuracy of it will be effective and will therefore be quantifiable. This will be depended upon the empiricist view that will shed light into the mattes comprising of the shared experience as well as the knowledge of the humans.
Research Approach
The Research Approach that has been selected for this literature review is inductive approach. Since it aims to target this study at a macroeconomic scale. It is based upon gathering the experiences by observing the facets pertaining to the fake news. This is not a hypothetical situation but in fact a general understanding of the situational attributes.
Research Design
Explorative Design has been selected for Research Design which shows the matters that are essential in identifying the problems of the research. This provides the insights that shows the problems. Therefore, it is effective for investigating the matters at a very early stage.
Findings
Fake news detection based on linguistic features (3 different reviews)
The language is believed to be a key variable for devising an effective fake news and circulating it. Usage of opinionated and inflammatory languages have increased over the years pertaining to the circulation of the business. Viewers have started believing such mis informations as facts and getting deluded by them, and acting accordingly.
The articles that have been taken into consideration is known as Media-Rich Fake News Detection: A Survey. It talks about the importance of the Ngrams as an important variable in the linguistic aspects. As opined by Parikh, and Atrey (2018) the biagrams as well as Unigrams are effectively extracted from whatever tends to be the collection pertaining to the words present in the story. This is known as Term Frequency Inverse Document Frequency or in its abbreviated form is known as TFIDF. Over the years, it has shown that this tool has been effective in the extraction of the data. Innumerably one word which is used all over...