Download An Introduction to Duplicate Detection PDF Free - Full Version
Download An Introduction to Duplicate Detection by Felix Naumann, Melanie Herschel in PDF format completely FREE. No registration required, no payment needed. Get instant access to this valuable resource on PDFdrive.to!
About An Introduction to Duplicate Detection
With the ever increasing volume of data, data quality problems abound. Multiple, yet different representations of the same real-world objects in data, duplicates, are one of the most intriguing data quality problems. The effects of such duplicates are detrimental; for instance, bank customers can obtain duplicate identities, inventory levels are monitored incorrectly, catalogs are mailed multiple times to the same household, etc. Automatically detecting duplicates is difficult: First, duplicate representations are usually not identical but slightly differ in their values. Second, in principle all pairs of records should be compared, which is infeasible for large volumes of data. This lecture examines closely the two main components to overcome these difficulties: (i) Similarity measures are used to automatically identify duplicates when comparing two records. Well-chosen similarity measures improve the effectiveness of duplicate detection. (ii) Algorithms are developed to perform on very large volumes of data in search for duplicates. Well-designed algorithms improve the efficiency of duplicate detection. Finally, we discuss methods to evaluate the success of duplicate detection. Table of Contents: Data Cleansing: Introduction and Motivation / Problem Definition / Similarity Functions / Duplicate Detection Algorithms / Evaluating Detection Success / Conclusion and Outlook / Bibliography
Detailed Information
| Author: | Felix Naumann, Melanie Herschel |
|---|---|
| Publication Year: | 2010 |
| ISBN: | 9781608452200 |
| Pages: | 87 |
| Language: | English |
| File Size: | 0.97 |
| Format: | |
| Price: | FREE |
Safe & Secure Download - No registration required
Why Choose PDFdrive for Your Free An Introduction to Duplicate Detection Download?
- 100% Free: No hidden fees or subscriptions required for one book every day.
- No Registration: Immediate access is available without creating accounts for one book every day.
- Safe and Secure: Clean downloads without malware or viruses
- Multiple Formats: PDF, MOBI, Mpub,... optimized for all devices
- Educational Resource: Supporting knowledge sharing and learning
Frequently Asked Questions
Is it really free to download An Introduction to Duplicate Detection PDF?
Yes, on https://PDFdrive.to you can download An Introduction to Duplicate Detection by Felix Naumann, Melanie Herschel completely free. We don't require any payment, subscription, or registration to access this PDF file. For 3 books every day.
How can I read An Introduction to Duplicate Detection on my mobile device?
After downloading An Introduction to Duplicate Detection PDF, you can open it with any PDF reader app on your phone or tablet. We recommend using Adobe Acrobat Reader, Apple Books, or Google Play Books for the best reading experience.
Is this the full version of An Introduction to Duplicate Detection?
Yes, this is the complete PDF version of An Introduction to Duplicate Detection by Felix Naumann, Melanie Herschel. You will be able to read the entire content as in the printed version without missing any pages.
Is it legal to download An Introduction to Duplicate Detection PDF for free?
https://PDFdrive.to provides links to free educational resources available online. We do not store any files on our servers. Please be aware of copyright laws in your country before downloading.
The materials shared are intended for research, educational, and personal use in accordance with fair use principles.
