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Censoring Survival Data

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Survival analysis is a statistical method used to analyze time-to-event data, often employed in fields such as medicine, engineering, and social sciences. One of the key challenges in survival analysis is dealing with incomplete data, a phenomenon known as "censoring." Censoring occurs when the event of interest (such as death, relapse, or system failure) has not occurred for some individuals by the end of the study period or is otherwise unobservable, and it might have many different...
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EDTA titrations may necessitate masking and demasking agents to temporarily protect a particular metal ion in a mixture from the EDTA reaction. These agents facilitate the sequential analysis of the metal ions by forming stable complexes with some—but not all—metal ions during certain steps.
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This lesson delves into the concept of protection and deprotection of a functional group fundamental to synthetic organic chemistry. These phenomena are explained in the context of aliphatic and aromatic alcohols.
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A Crypto-Steganography Approach for Hiding Ransomware within HEVC Streams in Android IoT Devices.

Iman Almomani1,2, Aala Alkhayer1, Walid El-Shafai1,3

  • 1Security Engineering Lab, Computer Science Department, Prince Sultan University, Riyadh 11586, Saudi Arabia.

Sensors (Basel, Switzerland)
|March 26, 2022
PubMed
Summary

This study introduces a novel hybrid approach combining Advanced Encryption Standard (AES) and Least Significant Bit (LSB) steganography to securely hide ransomware within video frames. The method ensures data integrity, imperceptibility, and successful extraction, evading antivirus detection.

Keywords:
AESHEVCIoTLSBantivirusconfidentiality and integrityembeddingencryptionmulti-level securitymultimedia steganographyquality assessmentransomware hiding

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Area of Science:

  • Cybersecurity
  • Information Hiding
  • Digital Forensics

Background:

  • Steganography is crucial for data confidentiality, especially for IoT data, which can be benign or malicious like ransomware.
  • Existing steganography methods may lack robust security or imperceptibility when hiding sensitive data.

Purpose of the Study:

  • To propose and evaluate a hybrid crypto-steganography approach for hiding ransomware within high-resolution video frames.
  • To enhance the security and imperceptibility of hidden data compared to traditional methods.

Main Methods:

  • Hybridizing Advanced Encryption Standard (AES) for encryption and Least Significant Bit (LSB) steganography for embedding.
  • Encrypting Android ransomware data with AES, then embedding it into HEVC video frames using random pixel selection (RPS).
  • Evaluating performance using objective and subjective quality assessment metrics with varying ransomware sizes and video resolutions.

Main Results:

  • The hybrid approach demonstrated superior efficiency in maintaining ransomware data integrity and ensuring high imperceptibility of stego video frames.
  • Achieved multi-level security through AES encryption and LSB steganography with random pixel embedding.
  • Successfully extracted the hidden ransomware data and passed antivirus scans from 70 engines without detection.

Conclusions:

  • The proposed hybrid crypto-steganography method offers a robust solution for secure ransomware hiding in videos.
  • It provides strong data confidentiality, integrity, and imperceptibility while evading security detection.
  • The approach is effective for both defensive and offensive cybersecurity applications.