Sign In Start Free Trial
Account

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Book Overview & Buying Java Data Analysis
  • Table Of Contents Toc
  • Feedback & Rating feedback
Java Data Analysis

Java Data Analysis

By : John R. Hubbard
close
close
Java Data Analysis

Java Data Analysis

By: John R. Hubbard

Overview of this book

Data analysis is a process of inspecting, cleansing, transforming, and modeling data with the aim of discovering useful information. Java is one of the most popular languages to perform your data analysis tasks. This book will help you learn the tools and techniques in Java to conduct data analysis without any hassle. After getting a quick overview of what data science is and the steps involved in the process, you’ll learn the statistical data analysis techniques and implement them using the popular Java APIs and libraries. Through practical examples, you will also learn the machine learning concepts such as classification and regression. In the process, you’ll familiarize yourself with tools such as Rapidminer and WEKA and see how these Java-based tools can be used effectively for analysis. You will also learn how to analyze text and other types of multimedia. Learn to work with relational, NoSQL, and time-series data. This book will also show you how you can utilize different Java-based libraries to create insightful and easy to understand plots and graphs. By the end of this book, you will have a solid understanding of the various data analysis techniques, and how to implement them using Java.
Table of Contents (14 chapters)
close
close
13
Index

Implementing user ratings


Many online vendors ask their customers to rate the products that they purchase, typically on a scale of one to five stars. We can modify our previous Recommender2 program to incorporate these numerical ratings. To test the new version, we'll also modify our DataGenerator and Filter programs.

The modified DataGenerator program is shown in Listing 9.18:

Listing 9.18: Program to generate random ratings

(The folded code is the same as in the DataGenerator1 program in Listing 9.2.) It creates random ratings from the set {1.0, 1.5, 2.0, 2.5, …, 5.0} that are normally distributed with mean 3.0 and standard deviation 1.0.

The only modifications needed for the Filter program are changing int to double where necessary. The results from a sample run are shown in Figure 9.10 and Figure 9.11:

Figure 9.10: Utility file from DataGenerator3

Figure 9.11: Similarity file from DataGenerator3

Item #9 has not been bought by anyone—all five of its entries in the utility matrix are 0.0. Consequently...

Unlock full access

Continue reading for free

A Packt free trial gives you instant online access to our library of over 7000 practical eBooks and videos, constantly updated with the latest in tech

Create a Note

Modal Close icon
You need to login to use this feature.
notes
bookmark search playlist download font-size

Change the font size

margin-width

Change margin width

day-mode

Change background colour

Close icon Search
Country selected

Close icon Your notes and bookmarks

Delete Bookmark

Modal Close icon
Are you sure you want to delete it?
Cancel
Yes, Delete

Delete Note

Modal Close icon
Are you sure you want to delete it?
Cancel
Yes, Delete

Edit Note

Modal Close icon
Write a note (max 255 characters)
Cancel
Update Note

Confirmation

Modal Close icon
claim successful

Buy this book with your credits?

Modal Close icon
Are you sure you want to buy this book with one of your credits?
Close
YES, BUY