Editors: Pankaj Kumar Mishra, Satya Prakash Yadav

Series Title: Emerging Trends in Computation Intelligence and Disruptive Technologies

Demystifying Emerging Trends in Machine Learning (Volume 2)

eBook: US $89 Special Offer (PDF + Printed Copy): US $162
Printed Copy: US $117
Library License: US $356
ISBN: 978-981-5305-40-1 (Print)
ISBN: 978-981-5305-39-5 (Online)
Year of Publication: 2024
DOI: 10.2174/97898153053951250201

Introduction

Demystifying Emerging Trends in Machine Learning (Volume 2) offers a deep dive into emerging and trending topics in the field of machine learning (ML). This edited volume showcases several machine learning methods for a variety of tasks. A key focus of this volume is the application of text classification for cybersecurity, E-commerce, sentiment analysis, public health and web content analysis.

The 49 chapters highlight a wide variety of machine learning methods including SVNs, K-Means Clustering, CNNs, DCNNs, among others. Each chapter includes accessible information through summaries, discussions and reference lists. This comprehensive volume is essential for students, researchers, and professionals eager to understand the emerging trends reshaping machine learning today.

Readership

Scholars and professionals interested in machine learning trends and research.

Preface

- Pp. i
Pankaj Kumar Mishra, Satya Prakash Yadav
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List of Contributors

- Pp. ii-v (4)

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A Method Based on Machine Learning to Classify Text for the Field of Cybersecurity

- Pp. 1-12 (12)
Siddharth Sriram*

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A Practicable E-commerce-Based TextClassification System

- Pp. 13-22 (10)
Sidhant Das*

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AI Model for Text Classification Using FastText

- Pp. 23-32 (10)
Sorabh Sharma*

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An Algorithm for Textual Classification of News Utilizing Artificial Intelligence Technology

- Pp. 33-43 (11)
Rahul Mishra*

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Analysis of the Sentiment of Tweets Regarding COVID-19 Vaccines Using Natural Language Processing and Machine Learning Sectionification Algorithms

- Pp. 44-56 (13)
Sukhman Ghumman*

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Classification of Medical Text using ML and DL Techniques

- Pp. 57-68 (12)
Sulabh Mahajan*

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Evaluation of ML and Advanced Deep Learning Text Classification Systems

- Pp. 69-80 (12)
Tarun Kapoor*

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Machine Learning Method Employed for the Objective of Identifying Text on Tweet Dataset

- Pp. 81-91 (11)
Sakshi Pandey*

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Textual Classification Utilizing the Integration of Semantics and Statistical Methodology

- Pp. 92-102 (11)
Ayush Gandhi*

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The Use of Machine Learning Techniques to Classify Content on the Web

- Pp. 103-114 (12)
Dikshit Sharma*

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Lexical Methods for Identifying Emotions in Text Based on Machine Learning

- Pp. 115-126 (12)
Mridula Gupta*

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Identification of Websites Using an Efficient Method Employing Text Mining Methods

- Pp. 127-138 (12)
Madhur Taneja*

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Machine Learning-based High-Dimensional Text Document Classification and Clustering

- Pp. 139-149 (11)
Ansh Kataria*

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The Application of an N-Gram Machine Learning Method to the Text Classification of Healthcare Transcriptions

- Pp. 150-159 (10)
Pratibha Sharma*

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Method for Adaptive Combination of Multiple Features for Text Classification in Agriculture

- Pp. 160-170 (11)
Jaskirat Singh*

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Deep Learning-based Text-Retrieval System with Relevance Feedback

- Pp. 171-180 (10)
Simran Kalra*

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Domain Knowledge-based BERT Model with Deep Learning for Text Classification

- Pp. 181-189 (9)
Akhilesh Kalia*

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Applying Deep Learning to Classify Massive Amounts of Text Using Convolutional Neural Systems

- Pp. 190-201 (12)
Shubhansh Bansal*

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An Algorithm for Categorizing Opinions in Text from Various Social Media Platforms

- Pp. 202-212 (11)
Pavas Saini*

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Text Classification Method for Tracking Rare Events on Twitter

- Pp. 213-225 (13)
Prabhjot Kaur*

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Text Document Preprocessing and Classification Using SVM and Improved CNN

- Pp. 226-237 (12)
Jaspreet Sidhu*

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Identification of Text Emotions Through the Use of Convolutional Neural Network Models

- Pp. 238-248 (11)
Vaibhav Kaushik*

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Classification & Clustering of Text Based on Doc2Vec & K-means Clustering based Similarity Measurements

- Pp. 249-260 (12)
Prakriti Kapoor*

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Categorization of COVID-19 Twitter Data Based on an Aspect-Oriented Sentiment Analysis and Fuzzy Logic

- Pp. 261-271 (11)
Tarang Bhatnagar*

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Feature-Level Sentiment Analysis of Data Collected through Electronic Commerce

- Pp. 272-281 (10)
Preetjot Singh*

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Classification Algorithms for Evaluating Customer Opinions using AI

- Pp. 282-293 (12)
Saniya Khurana*

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Analysis of Sentiment Employing the Word2vec with CNN-LSTM Classification System

- Pp. 294-305 (12)
Rajat Saini*

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Hadoop-based Twitter Sentiment Analysis Using Deep Learning

- Pp. 306-315 (10)
Manpreet Singh*

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A Contrast Between Bert and Word2vec's Approaches to Text Sentiment Analysis

- Pp. 316-326 (11)
Manish Nagpal*

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Text Emotion Categorization Using a Convolutional Recurrent Neural Network Enhanced by an Attention Mechanism-based Skip Gram Method

- Pp. 327-338 (12)
Madhur Grover*

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Multimodal Sentiment Analysis in Text, Images, and GIFs Using Deep Learning

- Pp. 339-349 (11)
Deepak Minhas*

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Public Opinion Regarding COVID-19 Analyzed for Emotion Using Deep Learning Techniques

- Pp. 350-362 (13)
Abhinav Mishra*

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CNN-based Deep Learning Techniques for Movie Review Analysis of Sentiments

- Pp. 363-373 (11)
Prateek Garg*

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Machine Learning and Deep Learning Models for Sentiment Analysis of Product Reviews

- Pp. 374-385 (12)
Saket Mishra*

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Sentiment Analysis of Hotel Reviews Based on Deep Learning

- Pp. 386-397 (12)
Jagmeet Sohal*

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Utilizing Machine Learning for Natural Language Processing to Conduct Sentiment Analysis on Twitter Data in Multiple Languages

- Pp. 398-408 (11)
Rahul Mishra*

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The Use of Machine Learning to Analyze the Sentiment for Social Media Networks

- Pp. 409-419 (11)
Darleen Grover*

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Sentiment Classification of Textual Content using Hybrid DNN and SVM Models

- Pp. 420-432 (13)
Abhishek Singla*

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Big Data Analysis and Information Quality: Challenges, Solutions, and Open Problems

- Pp. 433-447 (15)
Sahil Suri*

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Using Deep Learning Techniques to Detect Traffic Information in Social Media Texts

- Pp. 448-459 (12)
Sourav Rampal*

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Deep Sentiment Classification in COVID-19 Using LSTM Recurrent Neural Network

- Pp. 460-468 (9)
Jatin Khurana*

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Machine Learning-Based Data Preprocessing as well as Visualization Techniques for Predicting Students' Tasks

- Pp. 469-482 (14)
Pratik Mahajan*

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The Prediction of Faults Using Large Amounts of Industrial Data

- Pp. 483-498 (16)
Jagtej Singh*

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Comparison Analysis of Logical Regression and Random Forest with Word Embedding Techniques for Twitter Sentiment Analysis

- Pp. 499-509 (11)
Dhiraj Singh*

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The Classification of News Articles Through the Use of Deep Learning and the Doc2Vec Modeling

- Pp. 510-522 (13)
Himanshu Makhija*

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Investigating the Utility of Data Mining for Automated Credit Scoring

- Pp. 523-540 (18)
Amarpal Yadav*

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Investigating the Use of Data Mining for Knowledge Discovery

- Pp. 541-553 (13)
Sover Singh Bisht*

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Exploring the Role of Big Data in Predictive Analytics

- Pp. 554-569 (16)
T. R. Mahesh*

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Implementing Automated Reasoning in Natural Language Processing

- Pp. 570-583 (14)
N. Sengottaiyan*, Rohaila Naaz

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Subject Index

- Pp. 584-589 (6)
Pankaj Kumar Mishra, Satya Prakash Yadav
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