Business Game 2023
Termina il 11.04.2024Malware Detection
The rapid growth of app development in the smartphone market has made it an easy and accessible target for Malware.
A Malware is any software intentionally designed to cause disruption to a computer, server, client, or computer network, leak private information, gain unauthorized access to information or systems, deprive access to information, or which unknowingly interferes with the user’s computer security and privacy.
When Malware infects an operating system (OS), it tries to avoid detection by antivirus programs and gain control over the OS by changing Permissions.
Permissions are the authorizations that an app requests from the user to access device features, such as the camera, SMS, location, contacts, and so on.
The increasing number of native OS Permissions and developers’ ability to create custom Permissions provide plenty of options to gain control over devices and private data.
Therefore, Permissions could be of great importance in detecting a Malware. Analyzing Permissions can help identify suspicious apps that may pose a risk to device security.
The challenge is to create an efficient system that curbs the threat of Malware using machine learning techniques to classify benign and malicious Apps.
Malware Detection
The rapid growth of app development in the smartphone market has made it an easy and accessible target for Malware.
A Malware is any software intentionally designed to cause disruption to a computer, server, client, or computer network, leak private information, gain unauthorized access to information or systems, deprive access to information, or which unknowingly interferes with the user’s computer security and privacy.
When Malware infects an operating system (OS), it tries to avoid detection by antivirus programs and gain control over the OS by changing Permissions.
Permissions are the authorizations that an app requests from the user to access device features, such as the camera, SMS, location, contacts, and so on.
The increasing number of native OS Permissions and developers’ ability to create custom Permissions provide plenty of options to gain control over devices and private data.
Therefore, Permissions could be of great importance in detecting a Malware. Analyzing Permissions can help identify suspicious apps that may pose a risk to device security.
The challenge is to create an efficient system that curbs the threat of Malware using machine learning techniques to classify benign and malicious Apps.
The quality of your forecasts will be evaluated by calculating the F1 score, given by: 2*Precision*Recall/(Precision+Recall).
• There is no limit to the number of submissions that each participant can make.
• At the end of the competition, only the last submission will be considered for the calculation of the final score (so submit as last the one you consider best!).
• The final score is calculated using only predictions that were NOT used in the calculation of the partial score.
• In the event of a tie in the final score, the user who first made the last submission prevails (note that the results displayed by the platform are rounded up to the fiftth decimal place, we will certify any score differences not displayed by the system)
The file to be submitted must contain a forecast for each line (and no column’s name, nor row names); therefore the file will have a single column and a number of rows equal to the number of observations in the Validation Set. See also the example file “example_submission.txt”.
# | Nome | Punteggio Finale | Submission | Data Ultima Submission |
---|---|---|---|---|
1 | Federico Chiarello | 0.86463 | 15 | 2023-04-13 12:45:56 |
2 | Anna Putina | 0.86279 | 26 | 2023-04-13 12:53:06 |
3 | Carlo Guido Bernini | 0.86275 | 45 | 2023-04-13 12:57:48 |
4 | Enrico Carraro | 0.86244 | 49 | 2023-04-13 12:58:14 |
5 | Samuele Paoli | 0.86233 | 24 | 2023-04-13 12:55:29 |
6 | Giacomo Schiavo | 0.86195 | 32 | 2023-04-13 12:57:41 |
7 | Massimiliano Viola | 0.86177 | 17 | 2023-04-13 12:58:49 |
8 | Mohammadmahdi Ghahramanibozandan | 0.86169 | 60 | 2023-04-13 12:58:34 |
9 | Gaia Penta | 0.86153 | 34 | 2023-04-13 12:45:19 |
10 | Pietro Mietto | 0.86147 | 53 | 2023-04-13 12:59:10 |
11 | Daniele Cugnigni | 0.86141 | 72 | 2023-04-13 12:57:44 |
12 | Alessandro Vignato | 0.86120 | 152 | 2023-04-13 12:56:47 |
13 | Nicolo Zane | 0.86120 | 16 | 2023-04-13 12:44:09 |
14 | Nicolo’ Rinaldi | 0.86098 | 31 | 2023-04-13 12:29:34 |
15 | Giorgia Barzan | 0.86097 | 40 | 2023-04-13 12:59:08 |
16 | Francesco Frizzarin | 0.86091 | 20 | 2023-04-13 11:45:15 |
17 | Antonio Flotta | 0.86083 | 44 | 2023-04-13 12:59:36 |
18 | Andrea Mascari | 0.86068 | 12 | 2023-04-13 12:34:22 |
19 | Alessandro Iadevito | 0.86063 | 29 | 2023-04-13 12:58:26 |
20 | Giorgio Nagy | 0.85993 | 21 | 2023-04-13 12:54:35 |
21 | Francesco Martella | 0.85986 | 20 | 2023-04-13 12:58:22 |
22 | Simone Meneghello | 0.85972 | 11 | 2023-04-13 12:23:53 |
23 | Paolo Dallavalle | 0.85960 | 17 | 2023-04-13 12:55:50 |
24 | Raul Zanatta | 0.85951 | 11 | 2023-04-13 12:54:13 |
25 | Arvin Rastegar | 0.85894 | 14 | 2023-04-13 12:52:50 |
26 | Francesco Dubini | 0.85883 | 27 | 2023-04-13 12:59:53 |
27 | Elisa Masetto | 0.85878 | 29 | 2023-04-13 12:59:05 |
28 | Marco Pellizzari | 0.85848 | 10 | 2023-04-13 12:39:04 |
29 | Lorenzo Zilioli | 0.85783 | 38 | 2023-04-13 12:46:59 |
30 | Enrico D’Alberton | 0.85775 | 81 | 2023-04-13 12:54:57 |
31 | Alessandro Oberti | 0.85753 | 41 | 2023-04-13 12:38:02 |
32 | Pietro Gioia | 0.85697 | 50 | 2023-04-13 12:52:45 |
33 | Mattia Varagnolo | 0.85690 | 69 | 2023-04-13 12:52:54 |
34 | Claudia Franceschini | 0.85680 | 13 | 2023-04-13 12:57:58 |
35 | Riccardo Barato | 0.85648 | 9 | 2023-04-13 12:48:41 |
36 | Beatrice Valentini | 0.85607 | 18 | 2023-04-13 12:32:22 |
37 | Lorenzo Pertegato Zennaro | 0.85582 | 69 | 2023-04-13 12:58:36 |
38 | Gianluca Tori | 0.85563 | 38 | 2023-04-13 12:53:43 |
39 | Gabriele Uliano | 0.85542 | 14 | 2023-04-13 11:56:20 |
40 | Mariafrancesca Patalano | 0.85530 | 11 | 2023-04-13 10:38:29 |
41 | Federica Picogna | 0.85510 | 48 | 2023-04-13 12:56:49 |
42 | Marco Giunta | 0.85470 | 37 | 2023-04-13 12:57:52 |
43 | Camilla Colanero | 0.85441 | 36 | 2023-04-13 12:58:09 |
44 | Giorgia Volpato | 0.85377 | 13 | 2023-04-13 12:53:35 |
45 | Pietro Andrigo | 0.85346 | 13 | 2023-04-13 12:52:12 |
46 | Maksim Kokot | 0.85255 | 60 | 2023-04-13 12:58:56 |
47 | Simone Mosco | 0.84199 | 40 | 2023-04-13 12:54:31 |
48 | Dario Barone | 0.83969 | 30 | 2023-04-13 12:55:39 |
49 | Marco Giorgio | 0.83959 | 19 | 2023-04-13 12:56:32 |
50 | Federico Mirulla | 0.83929 | 6 | 2023-04-13 12:54:39 |
51 | Michele Palese | 0.83759 | 16 | 2023-04-13 12:41:45 |
52 | Virgnia Murru | 0.83569 | 14 | 2023-04-13 12:50:13 |
53 | Francesco Gazzola | 0.83378 | 10 | 2023-04-13 12:53:39 |
54 | Chiara Mattioli | 0.83216 | 13 | 2023-04-13 11:28:56 |
55 | Kenji Urazaki Junior | 0.83137 | 14 | 2023-04-13 12:56:51 |
56 | Federico Deotto | 0.83106 | 22 | 2023-04-13 10:54:50 |
57 | Giulia Campesan | 0.83064 | 10 | 2023-04-13 12:55:11 |
58 | Michele Repenti | 0.82549 | 2 | 2023-04-13 10:49:15 |
59 | Giacomo Feltrin | 0.75399 | 23 | 2023-04-13 12:53:49 |
60 | PHUONG CHU THI HUYNH | 0.75314 | 2 | 2023-04-13 12:30:46 |
61 | Riccardo Fecchio | 0.49143 | 1 | 2023-04-13 11:14:22 |
62 | Riccardo Impavido | 0.48967 | 2 | 2023-04-13 11:45:58 |