Track My Order
Help Centre
Likes
My Wish ListsLogin / Join
Booktopia
Australia's local bookstore
Machine Learning-Based Personalised Recommendation Algorithms and Their Applications - Chaohui Liu

Machine Learning-Based Personalised Recommendation Algorithms and Their Applications

By: Chaohui Liu, Lingling Li

eText | 17 November 2026 | Edition Number 1

At a Glance

eText

$150.69

or 4 interest-free payments of $37.67 with

 or 

Available: 17th November 2026

Preorder. Online access available after release.

Why choose an eTextbook?

Instant Access *

Purchase and read your book immediately

Read Aloud

Listen and follow along as Bookshelf reads to you

Study Tools

Built-in study tools like highlights and more

* eTextbooks are not downloadable to your eReader or an app and can be accessed via web browsers only. You must be connected to the internet and have no technical issues with your device or browser that could prevent the eTextbook from operating.

This book introduces innovative machine learning-based algorithms and a prototype system for personalised book recommendations, addressing key challenges such as inefficiency, data sparsity, cold-start issues, and user interest drift.

It begins with an overview of machine learning and recommender system theories, followed by the presentation of three algorithms: a frequent itemset mining approach using three-dimensional matrices and vectors, a collaborative filtering method incorporating penalty factors and temporal weights, and a hybrid collaborative filtering technique combining user attributes with item ratings. Each algorithm is thoroughly explained, including its design principles, mathematical models, and experimental results. Tests on public datasets highlight their effectiveness in improving recommendation accuracy, recall, and coverage, while offering robust solutions to persistent challenges in the field.

This work is a valuable resource for researchers, students, engineers, and practitioners in machine learning and recommender systems, as well as professionals seeking to implement advanced recommendation solutions in practical applications.

on
Desktop
Tablet
Mobile

You Can Find This eBook In

Non-FictionComputing & I.T.Computer ScienceArtificial IntelligenceComputer Programming & Software DevelopmentAlgorithms & Data StructuresMachine Learning

More in Computer Science

Amazon.com : Get Big Fast - Robert Spector

eBOOK

Amazon.com

Get Big Fast

eBook

$22.99

The Pigeon Strategy - Hajrë Hyseni

eBOOK

The Pigeon Strategy

eBook

$14.99

This product is categorised by