Outlier Ensembles, Aggarwal, 9783319547640

Outlier Ensembles, Aggarwal, 9783319547640

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Outlier Ensembles: A Comprehensive Overview by Aggarwal, 9783319547640

In the field of machine learning, outlier detection plays a crucial role in identifying data points that deviate significantly from the majority of the data. Outlier ensembles, a powerful technique in outlier detection, have gained popularity for their ability to improve the accuracy and robustness of outlier detection algorithms.

In his book “Outlier Ensembles,” Dr. Charu Aggarwal provides a comprehensive overview of outlier ensembles, covering the most recent advancements in the field. With a focus on both theoretical foundations and practical applications, this book serves as a valuable resource for researchers, practitioners, and students interested in outlier detection.

Some key topics covered in the book include:
– Introduction to outlier detection and ensembles
– Different types of outlier ensembles and their advantages
– Ensemble learning techniques for outlier detection
– Evaluation metrics and performance analysis of outlier ensembles
– Real-world applications and case studies of outlier ensembles

Whether you are new to outlier detection or an experienced practitioner looking to enhance your skills, “Outlier Ensembles” is a must-read book that will deepen your understanding of this important field. Get your copy today and unlock the potential of outlier ensembles in your data analysis projects.
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