How Long to Read Clustered Autoencoder Imputation

How Long Does it Take to Read Clustered Autoencoder Imputation?

It takes the average reader 1 hour and 20 minutes to read Clustered Autoencoder Imputation by Daniel J. Furman

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

Description

Many datasets have missing entries. Since downstream tasks often require full datasets with little noise, accurately imputing the missing data is quite valuable. Autoencoders have proven themselves as effective data imputers. However, while they exploit high order dependencies between the columns of a dataset, autoencoders typically treat each row independently. This produces two problems. First, imputation accuracy is suboptimal because not all of the data is used effectively. Second, downstream classification tasks suffer since rows belonging to different classes get treated the same. Presented in this thesis is CLAIM (CLustered Autoencoder IMputation), an algorithm that adapts existing autoencoder networks in a way that directly addresses these issues. CLAIM first separates rows into clusters based on similarity. Then, in the encoder, it applies different, loosely connected, learned linear transformations to each cluster. Results show that this method improves accuracy with typical autoencoder imputation strategies on large enough datasets. Also presented is a CLAIM-specific iterative clustering algorithm, which allows CLAIM to improve initial cluster assignments as needed.

How long is Clustered Autoencoder Imputation?

Clustered Autoencoder Imputation by Daniel J. Furman is 78 pages long, and a total of 20,124 words.

This makes it 26% the length of the average book. It also has 25% more words than the average book.

How Long Does it Take to Read Clustered Autoencoder Imputation Aloud?

The average oral reading speed is 183 words per minute. This means it takes 1 hour and 49 minutes to read Clustered Autoencoder Imputation aloud.

What Reading Level is Clustered Autoencoder Imputation?

Clustered Autoencoder Imputation 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 Clustered Autoencoder Imputation?

Clustered Autoencoder Imputation by Daniel J. Furman is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

To buy Clustered Autoencoder Imputation by Daniel J. Furman on Amazon click the button below.