How Long to Read Utility of Experimental Design in Automatic Target Recognition Performance Evaluation

How Long Does it Take to Read Utility of Experimental Design in Automatic Target Recognition Performance Evaluation?

It takes the average reader 1 hour and 58 minutes to read Utility of Experimental Design in Automatic Target Recognition Performance Evaluation by James M. Hidgon

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

Description

This research investigates current practices in test and evaluation of classification algorithms, and recommends improvements. We scrutinize the evaluation of automatic target recognition algorithms and rationalize the potential for improvements in the accepted methodology. We propose improvements through the use of an experimental design approach to testing. We demonstrate the benefits of improvements by simulating algorithm performance data and using both methodologies to generate evaluation results. The simulated data is varied to test the sensitivity of the benefits to a broad set of outcomes. The opportunities for improvement are threefold. First, the current practice of 'one-at-a-time factor variation (only one factor is varied in each test condition) fails to capture the effect of multiple factors. Next, the coarse characterization of data misses the opportunity to reduce the estimate of noise in test through the observation of uncontrolled factors. Finally, the lack of advanced data reduction and analysis tools renders analysis and reporting tedious and inefficient. This research addresses these shortcomings and recommends specific remedies through factorial testing, detailed data characterization, and logistic regression. We show how these innovations improve the accuracy and efficiency of automatic target recognition performance evaluation.

How long is Utility of Experimental Design in Automatic Target Recognition Performance Evaluation?

Utility of Experimental Design in Automatic Target Recognition Performance Evaluation by James M. Hidgon is 116 pages long, and a total of 29,696 words.

This makes it 39% the length of the average book. It also has 36% more words than the average book.

How Long Does it Take to Read Utility of Experimental Design in Automatic Target Recognition Performance Evaluation Aloud?

The average oral reading speed is 183 words per minute. This means it takes 2 hours and 42 minutes to read Utility of Experimental Design in Automatic Target Recognition Performance Evaluation aloud.

What Reading Level is Utility of Experimental Design in Automatic Target Recognition Performance Evaluation?

Utility of Experimental Design in Automatic Target Recognition Performance Evaluation 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.

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