Which Machine Learning techniques are more appropriate for bug detection/prediction in computer programs?

07 July 2018 1 9K Report

We are looking for a list of the most relevant models that have been applied and/or are being applied (pointers are welcome) for automatic bug detection. Also, what performance measures can be used to evaluate the models?

Mohamed AbdElAziz Khamis

https://arxiv.org/pdf/1506.07563

https://recast.ai/blog/machine-learning-algorithms/

https://globaljournals.org/GJCST_Volume11/1-Analysis-of-Data-Mining-Based-Software.pdf

https://www.quora.com/Has-machine-learning-ever-been-succesfully-applied-to-the-detection-of-bad-code

Article A survey on software fault detection based on different pred...

https://www.theseus.fi/bitstream/handle/10024/123412/Thesis_final.pdf?sequence=1

Badges
Science topic

More Geerish Suddul's questions See All

What are the most reliable python libraries (free/open source) which provide implementation of new and classical Nature Inspired Algorithms?

In view of considering the application of nature inspired metaheuristics (E.g. BAT, FFA PSO, CRO) to some of our machine learning related problems, what are the reliable libraries/APIs which are...

06 July 2018 1,269 1 View

Which of the two Artificial Intelligence (AI) technique between MLP (ANN) and LSTM (RNN) is more appropriate for time series prediction?

MLP applied to ANN or LSTM applied to RNN (or perhaps other techniques) is more appropriate for time series prediction?

05 June 2018 9,370 13 View

Why should we choose deep learning to machine learning? Why is CNN better for image classification? Can I get Typical Answer?

What Characteristics makes CNN work better?

03 March 2021 1,458 4 View

What are some of the research gaps in machine learning and artificial intelligence in africa?

i would to know some of the research gaps in the artificial intelligence field in most african countries.

03 March 2021 6,145 3 View

Anyone plz suggest relevant topic for research in image processing+Deep learning.?

I have selected brain tumor images ...but now found that already lots of research done n this topic.

03 March 2021 5,774 3 View

How to increase a model accuracy ?

dear community, my model is based feature extraction from non stationary signals using discrete Wavelet Transform and then using statistical features then machine learning classifiers in order to...

03 March 2021 6,994 5 View

Can you share me how teacher education is managed in your respective national educational system?

I feel that the practice in teacher education in my country is below the expected performance level due to very poor management system. Hope I will learn something from your experiences.

02 March 2021 1,516 4 View

Can NFL theorem be valid in infinite search space in ML?

NFL theorem is valid for algorithms training in fixed training set. However, the general characteristic of algorithms in expanded or open dataset has not been proved yet. Could you show your...

01 March 2021 1,189 3 View

What is the difference between L1 and L2 regularization in machine learning?

L1 and L2 regularization

28 February 2021 4,187 3 View

How to eliminate Steady state error from Reinforcement learning genetic algorithm code?

The following code (see 1st 2 images attached) is used to produce PID controller values that are designed to control the system (G). The code finds the PID controller values (noted as k) by using...

28 February 2021 6,560 14 View

Is there any Machine Learning/AI algorithm that lets you predict with incomplete features without missing value imputation process?

For instance, the model is trained with A,B,C,D,E features to predict F target. Then, I want to make prediction on a new data, but with only A,C,D,E is known without doing missing value imputation...

28 February 2021 1,556 6 View

How can I represent SDS-PAGE results for machine learning analysis?

I am trying to classify and analyze the results of an SDS-PAGE based array for bacterial detection using machine learning, but I have trouble finding the best way to represent the results with...

27 February 2021 9,176 3 View