• Title/Summary/Keyword: Security Techniques

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A Study on Detection of Malicious Android Apps based on LSTM and Information Gain (LSTM 및 정보이득 기반의 악성 안드로이드 앱 탐지연구)

  • Ahn, Yulim;Hong, Seungah;Kim, Jiyeon;Choi, Eunjung
    • Journal of Korea Multimedia Society
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    • v.23 no.5
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    • pp.641-649
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    • 2020
  • As the usage of mobile devices extremely increases, malicious mobile apps(applications) that target mobile users are also increasing. It is challenging to detect these malicious apps using traditional malware detection techniques due to intelligence of today's attack mechanisms. Deep learning (DL) is an alternative technique of traditional signature and rule-based anomaly detection techniques and thus have actively been used in numerous recent studies on malware detection. In order to develop DL-based defense mechanisms against intelligent malicious apps, feeding recent datasets into DL models is important. In this paper, we develop a DL-based model for detecting intelligent malicious apps using KU-CISC 2018-Android, the most up-to-date dataset consisting of benign and malicious Android apps. This dataset has hardly been addressed in other studies so far. We extract OPcode sequences from the Android apps and preprocess the OPcode sequences using an N-gram model. We then feed the preprocessed data into LSTM and apply the concept of Information Gain to improve performance of detecting malicious apps. Furthermore, we evaluate our model with numerous scenarios in order to verify the model's design and performance.

The Proposed of the Encryption Method and Designed of the Secure Key Using Initial Bad Block Information Physical Address of NAND Flash Memory (NAND Flash Memory의 초기 Bad Block 정보 물리주소를 이용한 보안키 설계와 암호화 기법 제안)

  • Kim, Seong Ryeol
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.20 no.12
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    • pp.2282-2288
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    • 2016
  • Security key generation method by hardware or software related techniques have been variously proposed. This study analyzed the existing security key generation techniques, and propose the design of a new NAND Bad block based security key(NBSK) using a Bad Block information in the NAND flash memory, and propose a new encryption method using the same. Bad Block present in the NAND flash memory is also generated during production and sometimes occur during operations. Initial Bad Block information generated during production is not changed, Bad Block information that may occur during operation has a characteristic that can be changed periodically. This study is designed of the new secure key using initial Bad Block information physical address generated during manufacturing a NAND flash memory, and proposed of the new encryption method. With the proposed key and method can satisfy the general security characteristics, such as the creation and distribution of the secure key authentication and confidentiality and the simplicity of the security key.

New Approach for Detecting Leakage of Internal Information; Using Emotional Recognition Technology

  • Lee, Ho-Jae;Park, Min-Woo;Eom, Jung-Ho;Chung, Tai-Myoung
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.9 no.11
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    • pp.4662-4679
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    • 2015
  • Currently, the leakage of internal information has emerged as one of the most significant security concerns in enterprise computing environments. Especially, damage due to internal information leakage by insiders is more serious than that by outsiders because insiders have considerable knowledge of the system's identification and password (ID&P/W), the security system, and the main location of sensitive data. Therefore, many security companies are developing internal data leakage prevention techniques such as data leakage protection (DLP), digital right management (DRM), and system access control, etc. However, these techniques cannot effectively block the leakage of internal information by insiders who have a legitimate access authorization. The security system does not easily detect cases which a legitimate insider changes, deletes, and leaks data stored on the server. Therefore, we focused on the insider as the detection target to address this security weakness. In other words, we switched the detection target from objects (internal information) to subjects (insiders). We concentrated on biometrics signals change when an insider conducts abnormal behavior. When insiders attempt to leak internal information, they appear to display abnormal emotional conditions due to tension, agitation, and anxiety, etc. These conditions can be detected by the changes of biometrics signals such as pulse, temperature, and skin conductivity, etc. We carried out experiments in two ways in order to verify the effectiveness of the emotional recognition technology based on biometrics signals. We analyzed the possibility of internal information leakage detection using an emotional recognition technology based on biometrics signals through experiments.

Context cognition technology through integrated cyber security context analysis (통합 사이버 보안 상황분석을 통한 관제 상황인지 기술)

  • Nam, Seung-Soo;Seo, Chang-Ho;Lee, Joo-Young;Kim, Jong-Hyun;Kim, Ik-Kyun
    • Smart Media Journal
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    • v.4 no.4
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    • pp.80-85
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    • 2015
  • As the number of applications using the internet the rapidly increasing incidence of cyber attacks made on the internet has been increasing. In the equipment of L3 DDoS attack detection equipment in the world and incomplete detection of application layer based intelligent. Next-generation networks domestic product in high-performance wired and wireless network threat response techniques to meet the diverse requirements of the security solution is to close one performance is insufficient compared to the situation in terms of functionality foreign products, malicious code detection and signature generation research primarily related to has progressed malware detection and analysis of the research center operating in Window OS. In this paper, we describe the current status survey and analysis of the latest variety of new attack techniques and analytical skills with the latest cyber-attack analysis prejudice the security situation.

Emulation-Based Fuzzing Techniques for Identifying Web Interface Vulnerabilities in Embedded Device Firmware (임베디드 디바이스 펌웨어의 웹 인터페이스 취약점 식별을 위한 에뮬레이션 기반 퍼징 기법)

  • Heo, Jung-Min;Kim, Ji-Min;Ji, Cheong-Min;Hong, Man-Pyo
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.29 no.6
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    • pp.1225-1234
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    • 2019
  • The security of the firmware is more important because embedded devices have become popular. Network devices such as routers can be attacked by attackers through web application vulnerabilities in embedded firmware. Therefore, they must be found and removed quickly. The Firmadyne framework proposes a dynamic analysis method to find vulnerabilities after emulating firmware. However, it only performs vulnerability checks according to the analysis methods defined in the tool, thus limiting the scope of vulnerabilities that can be found. In this paper, fuzzing is performed in emulation-based environment through fuzzing, one of the software security test techniques. We also propose a Fabfuzz tool for efficient emulation based fuzzing. Experiments have shown that in addition to the vulnerabilities identified in existing tools, other types of vulnerabilities have been found.

A Study of Office Open XML Document-Based Malicious Code Analysis and Detection Methods (Office Open XML 문서 기반 악성코드 분석 및 탐지 방법에 대한 연구)

  • Lee, Deokkyu;Lee, Sangjin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.30 no.3
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    • pp.429-442
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    • 2020
  • The proportion of attacks via office documents is increasing in recent incidents. Although the security of office applications has been strengthened gradually, the attacks through the office documents are still effective due to the sophisticated use of social engineering techniques and advanced attack techniques. In this paper, we propose a method for detecting malicious OOXML(Office Open XML) documents and a framework for detection. To do this, malicious files used in the attack and benign files were collected from the malicious code repository and the search engine. By analyzing the malicious code types of collected files, we identified six "suspicious object" elements that are meaningful in determining whether they are malicious in a document. In addition, we implemented an OOXML document-based malware detection framework based on the detection method to classify the collected files and found that 98.45% of malicious filesets were detected.

A Study on Web Vulnerability Assessment and Prioritization of Measures by Vulnerabilities (웹 취약점 점검 및 취약점별 조치 우선 순위 산정에 관한 연구)

  • Seong, JongHyuk;Lee, HooKi;Ko, InJe;Kim, Kuinam J.
    • Convergence Security Journal
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    • v.18 no.3
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    • pp.37-44
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    • 2018
  • Today we live in a flood of web sites and access numerous websites through the Internet to obtain various information. However, unless the security of the Web site is secured, Web site security can not be secured from various malicious attacks. Hacking attacks, which exploit Web site security vulnerabilities for various reasons, such as financial and political purposes, are increasing. Various attack techniques such as SQL-injection, Cross-Site Scripting(XSS), and Drive-By-Download are being used, and the technology is also evolving. In order to defend against these various hacking attacks, it is necessary to remove the vulnerabilities from the development stage of the website, but it is not possible due to various problems such as time and cost. In order to compensate for this, it is important to identify vulnerabilities in Web sites through web vulnerability checking and take action. In this paper, we investigate web vulnerabilities and diagnostic techniques and try to understand the priorities of vulnerabilities in the development stage according to the actual status of each case through cases of actual web vulnerability diagnosis.

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A Study on the Phishing Attack Protection using RUL Spoofing (URL 스푸핑을 이용한 피싱 공격의 방어에 관한 연구)

  • Min Dong-og;Shon Tae-shik;Moon Jong-sub
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.15 no.5
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    • pp.35-45
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    • 2005
  • There has recently been an increase of phishing attacks, attacks which lure users into revealing their personal information to an attacker who in turn exploits this information for economic gain. The conventional methods of fooling the user with similarly modified mail or address are constantly evolving and have diversified to include the forgery of mail or domain addresses. Recently the injury incurred by these attacks has greatly increased as attackers exploit the weaknesses found on a few web browsers and used these to conduct phishing attacks based on URL spoofing. Furthermore we are now witnessing the entrance of highly advanced phishing techniques that no longer simply rely on vulnerabilities, but employ ordinary script, HTML, DNS sniffing, and the list goes on. In this paper we first discuss means of investigating and preventing the advanced URL spoofing techniques used in phishing attacks, and then propose a scheme for fundamentally restricting them altogether.

A Study on the Zone-Key based Secure Routing Scheme in MANET (MANET에서 영역-키 기반 보안 라우팅 기법에 관한 연구)

  • Yang, Hwan Seok;Kim, Young Sun
    • Convergence Security Journal
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    • v.20 no.5
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    • pp.33-39
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    • 2020
  • In MANET consisting of only mobile nodes, all nodes serve as routes. However, the dynamic topology due to frequent movement of nodes degrades routing performance and is also cause of many security vulnerabilities. Therefore, security must be applied to routing techniques that can influence the performance of MANET. In this paper, we propose a technique for efficiently responding to various routing attacks and safe data transmission through application of zone-key based security routing techniques. A zone-based network structure was used, and a management node that manages member nodes in each zone was used in the proposed technique. In addition, the damage from the attacking node was minimized by issuing a key to each node and applying this to a routing technique. The zone management node issues a key for encryption routing information and manages the issuance information. A member node that wants to transmit data encrypts routing in formation using a key issued from the zone management node, and then performs path discovery using this. The improved performance of the proposed technique was confirmed through a comparative experiment with the CBSR and ARNA technique, excellent performance was confirmed through experiments.

IPsec VPN Encrypted Packet Analysis Method for Contents Auditing (콘텐츠 감사를 위한 IPsec VPN 패킷 분석 기술 연구)

  • Junghyung Park;Jaenam Yoon;Jaecheol Ryou
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.34 no.1
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    • pp.41-52
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    • 2024
  • Security audits of IPsec VPNs are crucial for identifying vulnerabilities caused by implementation flaws or misconfigurations, as well as investigating incidents. Nevertheless, auditing IPsec VPN presents noteworthy challenge due to the encryptiong of network contents which ensere confidentiality, integrity, authentications and more. Some researchers have suggested using man-in-the-middle(MITM) techniques to overcome this challenge. MITM techniques require direct participation in the network and prior knowledge of the pre-shared key for authentication. This causes temporary network disconnection for security audits, and it is impossible to analyse data collected before the audit. In this paper, we present an analysis technique aimed at ensuring network continuity without relying on a specific IPsec VPN topologies or authentication method. Therefore, it is anticipated that this approach will be effective, practical and adaptable for conducting IPsec VPN security