-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy paththesis.out
33 lines (33 loc) · 2.1 KB
/
thesis.out
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
\BOOKMARK [0][-]{chapter.1}{Introduction}{}% 1
\BOOKMARK [0][-]{chapter.2}{Power system as a CPS example}{}% 2
\BOOKMARK [0][-]{chapter.3}{Machine learning algorithms comparison}{}% 3
\BOOKMARK [1][-]{section.3.1}{Machine learning toolkits}{chapter.3}% 4
\BOOKMARK [2][-]{subsection.3.1.1}{Weka}{section.3.1}% 5
\BOOKMARK [2][-]{subsection.3.1.2}{scikit-learn}{section.3.1}% 6
\BOOKMARK [1][-]{section.3.2}{Used machine learning algorithms}{chapter.3}% 7
\BOOKMARK [2][-]{subsection.3.2.1}{Random Forest}{section.3.2}% 8
\BOOKMARK [2][-]{subsection.3.2.2}{SVM}{section.3.2}% 9
\BOOKMARK [2][-]{subsection.3.2.3}{Na\357veBayes}{section.3.2}% 10
\BOOKMARK [2][-]{subsection.3.2.4}{Multilayer perceptron}{section.3.2}% 11
\BOOKMARK [1][-]{section.3.3}{Metrics for classifiers comparison}{chapter.3}% 12
\BOOKMARK [1][-]{section.3.4}{Comparison results}{chapter.3}% 13
\BOOKMARK [1][-]{section.3.5}{scikit-learn further methods' analysis}{chapter.3}% 14
\BOOKMARK [0][-]{chapter.4}{Features' importance}{}% 15
\BOOKMARK [1][-]{section.4.1}{Result's interpreters' comparison}{chapter.4}% 16
\BOOKMARK [2][-]{subsection.4.1.1}{LIME}{section.4.1}% 17
\BOOKMARK [2][-]{subsection.4.1.2}{ELI5}{section.4.1}% 18
\BOOKMARK [2][-]{subsection.4.1.3}{YellowBrick}{section.4.1}% 19
\BOOKMARK [2][-]{subsection.4.1.4}{Treeinterpreter}{section.4.1}% 20
\BOOKMARK [2][-]{subsection.4.1.5}{scikit-learn export\137graphviz}{section.4.1}% 21
\BOOKMARK [2][-]{subsection.4.1.6}{dtreeviz}{section.4.1}% 22
\BOOKMARK [2][-]{subsection.4.1.7}{Summary}{section.4.1}% 23
\BOOKMARK [1][-]{section.4.2}{Features' importance determination}{chapter.4}% 24
\BOOKMARK [0][-]{chapter.5}{Model enhancement}{}% 25
\BOOKMARK [1][-]{section.5.1}{Features values modification}{chapter.5}% 26
\BOOKMARK [1][-]{section.5.2}{Distance between features}{chapter.5}% 27
\BOOKMARK [1][-]{section.5.3}{Hidden Markov Model}{chapter.5}% 28
\BOOKMARK [0][-]{chapter.6}{Conclusions}{}% 29
\BOOKMARK [0][-]{section*.48}{List of Figures}{}% 30
\BOOKMARK [0][-]{section*.50}{List of Tables}{}% 31
\BOOKMARK [0][-]{section*.52}{List of Listings}{}% 32
\BOOKMARK [0][-]{section*.54}{Bibliography}{}% 33