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dynamicmalwareanalysis's Introduction

This is the extracted features from our dataset and the code for Dynamic Malware Analysis with Feature Engineering and Feature Learning.

IMPORTANT!

Due to the copyright, we cannot offer this code and dataset in public anymore.

If you need the code and dataset, please submit an issue to this project and indicate your name, university and email within the issue.

We will reply the code and dataset to you as soon as possible.

Thare are three directories as following:

dataset

The data directory contains all the samples and the label.csv provides the labels of these samples.

The dataset.zip file is 331MB, expands to 11.2GB, and has a MD5 of 46cc2fe85037006a26a730ff0f8f9d54.

The original data at the dataset was collected from two months, April 2017 and May 2017. We run these malware at Cuckoo server and then collected their runtime logs. Then we applied the proposed feature engineering method on these logs to get this published dataset.

The summary of the dataset as the following:

Benign Malicious Total
April 10160 15609 25769
May 20552 11465 32017
Total 30712 27074 57786

Each sample is stored as numpy format, you can load it by numpy.load('./data/201704_0.npy'). The shape of each sample is (LENGTH, 102), and the LENGTH is at most 1000. 102 is the dimension of each API call, please refer to our paper for more details.

feature

This is the code of a feature engineering method.

Thare are two python scripts. The Features.py containes the core code of the feature engineering method. And the main.py implemented a multi-process function to call the Features.py.

Please refer to main function at each python script about how to run the code.

model

This is the deep learning model for our proposed approach, which is built within keras platform and the requriments.txt lists the necessary dependent packages.

If you want to run the model, please unzip the dataset/dataset.zip, then you can run the model.py by using python.

dynamicmalwareanalysis's People

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dynamicmalwareanalysis's Issues

Would you please give me your dataset and code?

Hello, my name is Yiran Zhu, a master student of University of Chinese Academy of Sciences.
My research is focused on malware detection.
Would you please give me your dataset and code?
If I publish any papers using your dataset and code, I will cite your work.
My email address: [email protected]
Appreciate your help.
Thanks and regards.

Code request

To whom it may concern,

Hello, my name is SJ Kim from Sungkyunkwan University in South Korea.
I am also doing a research in Windows API sequence based representation learning for executables.

It would be helpful if you can share the code so that I can reproduce the result.

I will also let you know after I publish my paper.

My email is: [email protected]

Thank you and hope to hear back from you soon.

Request for code and dataset

Hi,

My name is Li ChuangFeng and I am a postgraduate student in Sun-Yat-Sen University, GuangZhou, China.

I have read your paper.And I am interested in your concrete implementation about this paper since there are some details which I can't totally understand.

Can you send me the dataset and code? I also want to use your dataset to finish some comparison. If I publish any papers using your code or data set, I will cite your work.

My email address: [email protected]

And maybe I also find a small mistake in your paper. In page 1214, when you introduce Gated-CNNs module, in the last two sentence, you said
'As Figure 2, we use two gated CNNs whose filter size is 2 and 3 respectively.All convolution layers’ filter size is 128, and stride is 1.'
I wonder why there are two different filter size.Maybe the second filter size means number of filter?

Best wishes

Can I have your dataset and code please?

Hello,My name is Minzhi Kong and a Master at Sun Yat-sen University.
Could you please send me the dataset and code?
I am studying malware detection.
If I publish any papers using your code or data set, I will cite your work.
My email address: [email protected]
Best wishes

Request for code and dataset

Hi joddiy.

I am a student from Southeast University and my name is Fan Yin. I am currently studying and researching malware detection. Your paper is a good reference for me. I am very grateful for your work.

Email: [email protected]

Application for the code and dataset

Hi, Thank you for reading!
I am Li Yuan, a first-year postgraduate at Guangzhou University, China.
My research is focused on Malware Detection. I have recently read the paper: " Dynamic Malware Analysis with Feature Engineering and Feature Learning".
I am wondering if you could kindly send me the source code and dataset about it. I promise they will be used only for research purposed.
Thank you very much for your kind consideration and I am looking forward to your early reply.


Li Yuan
Postgraduate of Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou
Email: [email protected]

Code and dataset request

Hi, Joddiy,
Could you please send me the dataset and code, if it is possible?
I want to do research on malware detection. If I publish any papers using your code or data set, I will cite your work.
My name is Uldanay Moldagaliyeva. I am student at L.N. Gumilyov Eurasian National University (Kazakhstan). My e-mail: [email protected] or [email protected]
Thank you a lot!

About code and dataset

Hello, My name is HuangZhuo. I am a student of Beihang University, and my email is [email protected].
I want to get codes and datasets for research. I promise it wont spread. Thank you. Sincerely.

Request for code and dataset

Hi,

I came accross your paper and it's very interesting. Could get access to the code (specially data engineering) and data.

Dr Zahra Ghafoori,
Honorary Fellow
University of Melbourne

Requesting access to code and dataset

I would like to access the code and the dataset of your paper "Dynamic Malware Analysis with Feature Engineering and Feature Learning" published in AAAI 2020. Please find my contact information below -
Pubali Datta
University of Illinois at Urbana-Champaign
[email protected] / [email protected]
Please let me know if you need any additional information.

Request for code and dataset

Hi,

I am MyungKeun Yoon, a professor at Kookmin Univ. in South Korea.

I am writing a research paper on malware detection with my colleagues.

Would you share us with your code and dataset?

I really appreciate it in advance.

My email is [email protected].

Many Thanks!

Request code and dataset

Hi,
My name is Ce Li and a PhD at Institute of Information Information Engineering, Chinese Academy of Sciences. It was very exciting when I read your paper from AAAI.

Could you please send me the dataset and code? I would like to take a look at how the feature engineering was implemented.
If I publish any papers using your code or data set, I will cite your work.

My email address: [email protected]
Best wishes

Requests for codes and datasets

Hello, I need this code and data set for my research. My name is Jing Chao, from the University of science and technology of China. My email is [email protected]. I hope you can see it and send it to me as soon as possible. Thank you!

Request for code and dataset

Hello.
I'm Kouta Arai and a student of Ritsumeikan University.

I'm studying malware detection with Grpah Neural Network, so I'm very interested in your research.
Would you provide me with code and dataset?
My email address: [email protected]

I look forward to your reply.

Request for code and dataset

Hi,
My name is Tom and a Master at Peking University. It was very exciting when I read your paper from AAAI.

Could you please send me the dataset and code? I would like to take a look at how the feature engineering was implemented.
If I publish any papers using your code or data set, I will cite your work.

My email address: [email protected]
Best wishes

Dataset Request

My name is Zion, i'm taking a project in A.I. course next quarter at the University of California, Irvine.

I read this paper recently and would like to implement/experiment with this dataset during the course.

email: zenglish (at symbol) uci (dot) edu

Datasets and codes?

Hello, my name is Siyang Xiao, I am a graduate student at Fordham University. I am very interested in exploring your approach in this paper. However, I am still confused by the steps explained in your feature engineering part. I would very much like to read your codes and reproduce your results. If you are okay with sharing your codes and datasets, please send them to my email: [email protected]. I appreciate your help and support!

Gratefully,
Siyang

Need your code!

Hi,
I'm Matthew Tan. A master of Chongqing University of Posts and Telecommunications.
I need your code and dataset to learn about malware analysis.
Here is my email [email protected]
Thanks!

Asking for DataSet and code

Hi, Thanks you for your contribution. I am doing research on Malware Classification.
I am interested in your great work and need your dataset and code.
My name is Yu Wei and study in BeiJing Institute of Technology
This is my Email: [email protected]
Really thanks for your help.

Request for code and dataset

Hi,

My name is Nikola, and I am a PhD student from University of Nis in Serbia. I am interested in malware detection and adversarial attacks on detection systems.

Could you please send me the dataset and code? I would like to implement some of my ideas on them. I will cite your work if I publish any paper using your code or dataset.

My email address: [email protected]

Best regards

Request for code and dataset

Hi,
My name is Kuo Ying Ren and a research associate at Institute of Information Science, Academia Sinica, Taiwan. It was exciting when I read your manuscript. I did learn a lot from your study.

Can you send me the dataset and code? I would like to take a look at how the feature engineering was implemented. If I publish any papers using your code or data set, I will cite your work.

My email address: [email protected]
Best wishes

Code request

Hello,

Your implementation seems great. I would like to see how I could enhance it. I will cite your work in my potential research paper if any.

Could you please send me the dataset and code to reproduce your work given that I will credit your work in my research paper.

[email protected]

Thanks,

Requesting code and dataset

I am Hariharan, a final year undergrad in Information Technology at PSG College of Technology, India.

I have an interest in Robust dynamic malware detection topic and would like to work on the problem.

I would like access to the code used in the paper ["Dynamic malware analysis with feature engineering and feature learning." ] I intend to replicate the experiment and then try working on different parts of the problem.

I am carrying out this work under the guidance of Ms. Shymala Gowri, Department of Information Technology at PSG College of Technology.

It would be of great help if you could provide access to the code. I assure you that I will cite your article and details in all my work.

My email id is [email protected]

Code and dataset

Hi,

I'm very interested at your AAAI 2020 paper work. Can you share with me your code and dataset?

I'm a researcher from I2R, A*STAR ([email protected])

Thank you so much.

Best,
SG

issues for dataset and code

I am a graduate student of the people's Public Security University of China. My name is Li Xin. My current research direction is malware detection. I want to learn your papers and data sets. Can you provide them? My email is [email protected] you very much.

Request for code

Hello,

Would you please share the code to analyze your work and also the dataset you used to evaluate the model.

Here is my email address: [email protected]

Thank you

Can i get some source code and dataset?

Hello, my name is Hayoul Kim, student of Yonsei University in South Korea.
I am studying malware detection and I found some great paper about feature learning in malware detection area.
Because I preparing my paper, I want to run this code and cite this paper.
If it is possible, I would be so glad that you can share some code and dataset.
My e-mail address is [email protected]

Thank you.

Best regard, Hayoul Kim

Code and dataset request

Hi,

I would be grateful if you can provide me the code and the dataset used in the article Dynamic Malware Analysis with Feature Engineering and Feature Learning, I was pretty impressed about your findings and I want to do some research more.

My name is Manuel Torres Mendoza, PhD student at the University of Alicante (Spain). My organizational email is [email protected]

Greetings.

Requesting for code and dataset

Name: Zhan Hong
University: Singapore Institute of Technology
Email: [email protected]

A very nice paper but I do not really understand how the hashing trick works. It would be great if further elaboration and illustration can be provided for my understanding.

I would greatly appreciate if you would share your code and dataset for malware research purposes. Thank you.

Request for code and dataset

Hi,

My name is Wang Jian and I am a doctoral student at Zhejiang University.

Can you send me the dataset and code? I want to implement some ideas on them. If I publish any papers using your code or data set, I will cite your work.

My email address: [email protected]

Best wishes

About the code and dataset

Hi, there,

I am a postgraduate student from Peking University. My name is Chenglin Xie.

Our team is now conducting research about malware detection. I've read your paper. It is a good job. We want to use your codes and dataset as a reference to further this work. Could you please offer us with your dataset and codes?

Here is my email: [email protected]

Thanks a lot!

Request for dataset

Hi,

I am a student from the University of Surrey, UK. Could I please get access to your dataset.
I would like to use your dataset as part of my final year project, I will reference your paper in my work :)
My email is: [email protected]

Many Thanks,

Mahdi

Request for code and dataset

Hi,

My name is Sarah and I am an undergraduate student at the National University of Singapore, School of Computing.

Can you send me the dataset and code? I would like to take a look at how the feature engineering was implemented. If I publish any papers using your code or data set, I will cite your work.

My email address: [email protected]

Best wishes
Sarah

Need the code and datasets

Hello, my name is Peng wei, from Qingdao University. I am doing some research on Malware's API call sequence, and is very interested in your feature engineering method. Could i get your code and datasets? My email is [email protected] . Thank you very much.

Request for the code

It would be a great help if you give me the code of dynamic analysis.
Name: S.M. Saiful Islam Badhon
University: Daffodil International University, Dhaka, Bangladesh
Email: [email protected]

Request for code and dataset

Hello, my name is Andre Wijaya a student of Swiss German University in Indonesia. I am currently writing a thesis on malware analysis. I am interested in your work and the dataset and code will greatly help with my thesis.
email: [email protected]
Thank you very much for your help.

Code inssure

Hello,
I'm Wenxuan Fu, a student from Nankai University. I am reading your paper and would like to learn from your code and reproduce the experiments in the article. I hope you will agree.
[email protected] is my eamil.
Sincerely

Can I have your dataset and code please?

Hello, my name is Antonio Maci, student of Polytechnic University of Bari in Italy. I'm ICT Security Specialist in BV-TECH , which is an Italian company specialized in Cyber Security.
I am studying malware detection and I found some great paper about feature learning in malware detection area.
If it is possible, I would be so glad that you can share some code and dataset.
My e-mail address is [email protected], but you can use also [email protected].

Thank you.

Best regard, Antonio Maci

Code request

Hi,this is Z Yu,from Institute of advanced technology in Cyberspace in Guangzhou University.i wonder more about the feature engineering about your paper "Dynamic Malware Analysis with Feature Engineering and Feature Learning".So if it possible,could you plz sent the code and dataset to my email.It is [email protected] a lot,best wishes for you all!

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