How Long to Read Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models

How Long Does it Take to Read Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models?

It takes the average reader and 31 minutes to read Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models by Mr. Jorge A Chan-Lau

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

Description

Machine learning models are becoming increasingly important in the prediction of economic crises. The models, however, use datasets comprising a large number of predictors (features) which impairs model interpretability and their ability to provide adequate guidance in the design of crisis prevention and mitigation policies. This paper introduces surrogate data models as dimensionality reduction tools in large-scale crisis prediction models. The appropriateness of this approach is assessed by their application to large-scale crisis prediction models developed at the IMF. The results are consistent with economic intuition and validate the use of surrogates as interpretability tools.

How long is Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models?

Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models by Mr. Jorge A Chan-Lau is 31 pages long, and a total of 7,781 words.

This makes it 10% the length of the average book. It also has 10% more words than the average book.

How Long Does it Take to Read Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models Aloud?

The average oral reading speed is 183 words per minute. This means it takes and 42 minutes to read Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models aloud.

What Reading Level is Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models?

Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models is suitable for students ages 8 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 Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models?

Surrogate Data Models: Interpreting Large-scale Machine Learning Crisis Prediction Models by Mr. Jorge A Chan-Lau is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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