F-measure | Algorithm | nDCG | Explanatory variable name | Meaning |
---|---|---|---|---|
0.669 | NN | 0.851 | Q1 | Satisfaction with class |
0.669 | DT | 0.837 | Q2 | Learning time |
0.670 | SVM(LK) | 0.855 | Q3 | Effort to understand the content |
0.793 | LR | 0.893 | Q4 | Comprehension of class content |
0.669 | DT | 0.893 | Q5 | Ease of understanding class materials |
0.713 | SVM(LK) | 0.867 | Q6 | Difficulty of tasks and homework |
0.702 | LR | 0.897 | Q7 | Amount of exercises and homework |
0.669 | DT | 0.842 | Q8 | Teacher’s understanding of students’ level |
0.756 | DT | 0.865 | Q9 | Interest in competitive programming |
0.795 | DT | 0.871 | Q10 | Whether the class is meaningful |
0.669 | SVM(LK) | 0.772 | Perseverance of Effort | Long-term efforts to achieve the goals |
0.669 | SVM(LK) | 0.845 | Consistency of Interest | Self-control and ability to focus the goal |
0.681 | DT | 0.832 | Mastery Orientation | Enhance ability |
0.669 | SVM(LK) | 0.796 | Performance Avoidance | Superior to others |
0.669 | SVM(LK) | 0.787 | Performance Approach | Avoid situations where one’s incompetence is obvious |
0.719 | DT | 0.805 | Instrumental Competitiveness | Achieve another purpose through competition |
0.691 | DT | 0.791 | Avoidance of Competition | Avoid competition |
0.661 | SVM(RBF) | 0.799 | Never-Give-Up Attitude | Do not want to lose |
0.827 | SVM(LK) | 0.886 | Interest Value | Gain fulfillment and satisfaction |
0.674 | SVM(RBF) | 0.854 | Institutional Utility Value | Must pass the exam for employment or admission |
0.669 | SVM(LK) | 0.864 | Practical Utility Value | Useful for work and study |
0.669 | SVM(LK) | 0.863 | Private Attainment Value | Improve oneself on an absolute scale |
0.669 | SVM(LK) | 0.777 | Public Attainment Value | Improve oneself on a relative scale |
0.866 | LR | 0.882 | Self-efficacy | Confidence of one’s own ability |
0.669 | SVM(LK) | 0.828 | Intrinsic Motivation | Motivation by curiosity and interest |
0.734 | LR | 0.933 | AOJ | Total number of questions answered |
0.669 | SVM(LK) | 0.801 | Difficulty Level 1 (AOJ) | No. of answers for level 1 problem |
0.826 | LR | 0.936 | Difficulty Level 2 (AOJ) | No. of answers for level 2 problem |
0.669 | SVM(LK) | 0.927 | Difficulty Level 3 (AOJ) | No. of answers for level 3 problem |
0.669 | SVM(LK) | 0.887 | Difficulty Level 4 (AOJ) | No. of answers for level 4 problem |
0.850 | SVM(RBF) | 0.945 | isSolved | Rank of AOJ |
0.892 | SVM(RBF) | 0.946 | LOC | lines of code |
0.887 | SVM(RBF) | 0.939 | Boolean Expression Complexity | No. of &&, ||, &, | and ^ |
0.852 | SVM(RBF) | 0.947 | Class Data Abstraction Coupling | No. of instantiations of other classes |
0.911 | SVM(RBF) | 0.937 | Class Fan Out Complexity | No. of other classes a given class relies on |
0.882 | SVM(RBF) | 0.934 | Cyclomatic Complexity | Min no. of possible paths in through source |
0.878 | SVM(RBF) | 0.936 | Executable Statement Count | No. of executable statements |
0.867 | SVM(RBF) | 0.935 | Max Len file | No. of files exceeding the max LOC (2000) |
0.864 | SVM(RBF) | 0.939 | Max Len method | No. of methods exceeding the max LOC (150) |
0.852 | DT | 0.939 | Max Line Len | No. of lines exceeding the max characters (80) |
0.883 | SVM(RBF) | 0.943 | Max Outer Types | No. of types declared at the outer (o r root) level in a file (1) |
0.863 | SVM(RBF) | 0.946 | Max Param | No. of parameters exceeding max (7) |
0.880 | SVM(RBF) | 0.929 | NCSS Class | No. of classes exceeding the max non-comment lines in the class (1500) |
0.881 | SVM(RBF) | 0.945 | NCSS File | No. of files exceeding the max commenting lines in a file including all top level and nested classes (2000) |
0.897 | SVM(RBF) | 0.931 | NCSS Method | No. of methods exceeding the max non-comment lines in the class (50) |
0.894 | SVM(RBF) | 0.942 | Npath Complexity | No. of possible execution paths through a function (method) |
0.876 | NN | 0.943 | Too Many Methods | No. of methods exceeding the max methods at all scope levels (100) |
0.841 | LR | 0.842 | Hope Class | Class which each student wants to be in. |