How Long to Read Fusion Methods for Unsupervised Learning Ensembles

How Long Does it Take to Read Fusion Methods for Unsupervised Learning Ensembles?

It takes the average reader 2 hours and 34 minutes to read Fusion Methods for Unsupervised Learning Ensembles by Bruno Baruque

Assuming a reading speed of 250 words per minute. Learn more

Description

The application of a “committee of experts” or ensemble learning to artificial neural networks that apply unsupervised learning techniques is widely considered to enhance the effectiveness of such networks greatly. This book examines the potential of the ensemble meta-algorithm by describing and testing a technique based on the combination of ensembles and statistical PCA that is able to determine the presence of outliers in high-dimensional data sets and to minimize outlier effects in the final results. Its central contribution concerns an algorithm for the ensemble fusion of topology-preserving maps, referred to as Weighted Voting Superposition (WeVoS), which has been devised to improve data exploration by 2-D visualization over multi-dimensional data sets. This generic algorithm is applied in combination with several other models taken from the family of topology preserving maps, such as the SOM, ViSOM, SIM and Max-SIM. A range of quality measures for topology preserving maps that are proposed in the literature are used to validate and compare WeVoS with other algorithms. The experimental results demonstrate that, in the majority of cases, the WeVoS algorithm outperforms earlier map-fusion methods and the simpler versions of the algorithm with which it is compared. All the algorithms are tested in different artificial data sets and in several of the most common machine-learning data sets in order to corroborate their theoretical properties. Moreover, a real-life case-study taken from the food industry demonstrates the practical benefits of their application to more complex problems.

How long is Fusion Methods for Unsupervised Learning Ensembles?

Fusion Methods for Unsupervised Learning Ensembles by Bruno Baruque is 153 pages long, and a total of 38,709 words.

This makes it 52% the length of the average book. It also has 47% more words than the average book.

How Long Does it Take to Read Fusion Methods for Unsupervised Learning Ensembles Aloud?

The average oral reading speed is 183 words per minute. This means it takes 3 hours and 31 minutes to read Fusion Methods for Unsupervised Learning Ensembles aloud.

What Reading Level is Fusion Methods for Unsupervised Learning Ensembles?

Fusion Methods for Unsupervised Learning Ensembles is suitable for students ages 10 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Fusion Methods for Unsupervised Learning Ensembles?

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