scholarly journals The Standard Coder: A Machine Learning Approach to Measuring the Effort Required to Produce Source Code Change

2019 ◽  
Author(s):  
Ian Wright ◽  
Albert Ziegler
Keyword(s):  
Machine Learning ◽  
Source Code ◽  
Learning Approach ◽  
Code Change ◽  
Machine Learning Approach

scholarly journals Plagiarism Detection in Programming Assignments using Machine Learning

2020 ◽  
Vol 2 (3) ◽  
pp. 177-184
Author(s):  
Nishesh Awale ◽  
Mitesh Pandey ◽  
Anish Dulal ◽  
Bibek Timsina
Keyword(s):  
Machine Learning ◽  
Source Code ◽  
Similarity Score ◽  
Support Vector ◽  
Learning Approach ◽  
Accuracy Score ◽  
Plagiarism Detection ◽  
Test Set ◽  
Vector Machines ◽  
Machine Learning Approach

Plagiarism in programming assignments has been increasing these days which affects the evaluation of students. Thispaper proposes a machine learning approach for plagiarism detection of programming assignments. Different features related to source code are computed based on similarity score of n-grams, code style similarity and dead codes. Then, xgboost model is used for training and predicting whether a pair of source code are plagiarised or not. Many plagiarism techniques ignores dead codes such as unused variables and functions in their predictions tasks. But number of unused variables and functions in the source code are considered in this paper. Using our features, the model achieved an accuracy score of 94% and average f1-score of 0.905 on the test set. We also compared the result of xgboost model with support vector machines(SVM) and report that xgboost model performed better on our dataset.

1552-P: Machine Learning Approach to Decision-Making for Initial Insulin Use in Japanese Patients with Type 2 Diabetes

Diabetes ◽  
2020 ◽  
Vol 69 (Supplement 1) ◽  
pp. 1552-P
Author(s):  
KAZUYA FUJIHARA ◽  
MAYUKO H. YAMADA ◽  
YASUHIRO MATSUBAYASHI ◽  
MASAHIKO YAMAMOTO ◽  
TOSHIHIRO IIZUKA ◽  
...  
Keyword(s):  
Machine Learning ◽  
Type 2 Diabetes ◽  
Decision Making ◽  
Japanese Patients ◽  
Learning Approach ◽  
Machine Learning Approach ◽  
Insulin Use

A Machine Learning Approach to Jet-Surface Interaction Noise Modeling

2020 ◽  
Author(s):  
Clifford A. Brown ◽  
Jonny Dowdall ◽  
Brian Whiteaker ◽  
Lauren McIntyre
Keyword(s):  
Machine Learning ◽  
Surface Interaction ◽  
Learning Approach ◽  
Noise Modeling ◽  
Machine Learning Approach
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