Which tool should I use for Software effort estimation---nftool, nprtool or ntstool?

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I am confused when to use which tool.
I WANT to predict (estimate) software effort based on some other inputs.
Effort is always a continuous number while other inputs may be continuous or categorial.
Please help me which tool is best suited to my problem.

回答(1 个)

Jayanti
Jayanti 2025-7-4
Hi Sushma,
Based on your requirement "nftool" in MATLAB seems to be a right choice. "nftool" is specifically designed for tasks, where the goal is to estimate or predict a continuous numeric value, such as effort .
"nprtool" is for classification tasks, which is suitable when predicting discrete categories not suitable for continuous effort values. "ntstool" is used for time-series data. Unless your data is explicitly time-dependent, this tool is not ideal.
Since inputs can be continuous or categorical, you can encode them using one-hot encoding before feeding to the network.
I am also attaching the documentation link of "nftool", "nprtool" and "ntstool" below for your reference:

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