Skip to Content
How Machine Learning is Innovating Today's World
book

How Machine Learning is Innovating Today's World

by Arindam Dey, Sukanta Nayak, Ranjan Kumar, Sachi Nandan Mohanty
July 2024
Intermediate to advanced
480 pages
14h 28m
English
Wiley-Scrivener
Content preview from How Machine Learning is Innovating Today's World

4Book Genre Prediction Using NLP: A Review

Kuldeep Vayadande1*, Preeti Bailke1, Ashutosh M. Kulkarni1, R. Kumar2 and Ajit B. Patil3

1Vishwakarma Institute of Technology, Pune, Maharashtra, India

2VIT-AP University, Inavolu, Beside AP Secretariat, Amaravati AP, India

3KIT's College of Engineering, Kolhapur, Maharashtra, India

Abstract

Book genre prediction is a crucial task in the field of literature, and the use of NLP techniques has significantly improved the accuracy of genre prediction systems. This survey paper provides an overview of recent research on book genre prediction using NLP techniques such as lexical analysis and neural networks. The paper discusses various approaches, datasets, and evaluation metrics used in the literature and presents a comparative analysis of the different techniques based on their effectiveness in genre prediction. The survey highlights the potential impact of NLP techniques on the field of literature, emphasizing the importance of accurate genre prediction for various applications such as recommendation systems and book marketing. However, there are still challenges to be addressed, such as the lack of standard evaluation metrics and the need to better understanding the relationship between language features and genre classification. The survey concludes with a discussion on the future research directions in this field, such as the use of deep learning techniques and the development of more diverse and representative datasets.

Keywords ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Relational Power Is the New Currency of Hybrid Work

Relational Power Is the New Currency of Hybrid Work

Lebene Soga, Yemisi Bolade-Ogunfodun, Nazrul Islam, Joseph Amankwah-Amoah
What Successful Project Managers Do

What Successful Project Managers Do

W. Scott Cameron, Jeffrey S. Russell, Edward J. Hoffman, Alexander Laufer
How to Overcome a Power Deficit

How to Overcome a Power Deficit

Cyril Bouquet, Jean-Louis Barsoux
The Human Factor in AI-Based Decision-Making

The Human Factor in AI-Based Decision-Making

Philip Meissner, Christoph Keding

Publisher Resources

ISBN: 9781394214112Purchase Link