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Machine Learning Methods with Noisy, Incomplete or Small Datasets - (Hardcover) - 1 of 1

Machine Learning Methods with Noisy, Incomplete or Small Datasets - (Hardcover)

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About this item

Highlights

  • In many machine learning applications, available datasets are sometimes incomplete, noisy or affected by artifacts.
  • 316 Pages
  • Mathematics, General

Description



Book Synopsis



In many machine learning applications, available datasets are sometimes incomplete, noisy or affected by artifacts. In supervised scenarios, it could happen that label information has low quality, which might include unbalanced training sets, noisy labels and other problems. Moreover, in practice, it is very common that available data samples are not enough to derive useful supervised or unsupervised classifiers. All these issues are commonly referred to as the low-quality data problem. This book collects novel contributions on machine learning methods for low-quality datasets, to contribute to the dissemination of new ideas to solve this challenging problem, and to provide clear examples of application in real scenarios.

Dimensions (Overall): 9.61 Inches (H) x 6.69 Inches (W) x 1.0 Inches (D)
Weight: 1.94 Pounds
Suggested Age: 22 Years and Up
Number of Pages: 316
Genre: Mathematics
Sub-Genre: General
Publisher: Mdpi AG
Format: Hardcover
Language: English
Street Date: August 17, 2021
TCIN: 1010468758
UPC: 9783036512884
Item Number (DPCI): 247-27-1242
Origin: Made in the USA or Imported
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Shipping details

Estimated ship dimensions: 1 inches length x 6.69 inches width x 9.61 inches height
Estimated ship weight: 1.94 pounds
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Q: What is the main focus of this book?

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  • A: The book focuses on machine learning methods that handle noisy, incomplete, or small datasets.

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Q: What is the suggested age for readers of this book?

submitted by AI Shopping Assistant - 20 days ago
  • A: The suggested age for readers is 22 years and up.

    submitted byAI Shopping Assistant - 20 days ago
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Q: What is the genre of this book?

submitted by AI Shopping Assistant - 20 days ago
  • A: The genre of the book is Mathematics, with a sub-genre of General.

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Q: How many pages does the book have?

submitted by AI Shopping Assistant - 20 days ago
  • A: The book contains a total of 316 pages.

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Q: Who is the publisher of this book?

submitted by AI Shopping Assistant - 20 days ago
  • A: The book is published by Mdpi AG.

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