Visible to the public Biblio

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2020-08-03
Parmar, Manisha, Domingo, Alberto.  2019.  On the Use of Cyber Threat Intelligence (CTI) in Support of Developing the Commander's Understanding of the Adversary. MILCOM 2019 - 2019 IEEE Military Communications Conference (MILCOM). :1–6.
Cyber Threat Intelligence (CTI) is a rapidly developing field which has evolved in direct response to exponential growth in cyber related crimes and attacks. CTI supports Communication and Information System (CIS)Security in order to bolster defenses and aids in the development of threat models that inform an organization's decision making process. In a military organization like NATO, CTI additionally supports Cyberspace Operations by providing the Commander with essential intelligence about the adversary, their capabilities and objectives while operating in and through cyberspace. There have been many contributions to the CTI field; a noteworthy contribution is the ATT&CK® framework by the Mitre Corporation. ATT&CK® contains a comprehensive list of adversary tactics and techniques linked to custom or publicly known Advanced Persistent Threats (APT) which aids an analyst in the characterization of Indicators of Compromise (IOCs). The ATT&CK® framework also demonstrates possibility of supporting an organization with linking observed tactics and techniques to specific APT behavior, which may assist with adversary characterization and identification, necessary steps towards attribution. The NATO Allied Command Transformation (ACT) and the NATO Communication and Information Agency (NCI Agency) have been experimenting with the use of deception techniques (including decoys) to increase the collection of adversary related data. The collected data is mapped to the tactics and techniques described in the ATT&CK® framework, in order to derive evidence to support adversary characterization; this intelligence is pivotal for the Commander to support mission planning and determine the best possible multi-domain courses of action. This paper describes the approach, methodology, outcomes and next steps for the conducted experiments.
2020-07-06
Mikhalevich, I. F., Trapeznikov, V. A..  2019.  Critical Infrastructure Security: Alignment of Views. 2019 Systems of Signals Generating and Processing in the Field of on Board Communications. :1–5.
Critical infrastructures of all countries unites common cyberspace. In this space, there are many threats that can disrupt the security of critical infrastructure in one country, but also cause damage in other countries. This is a reality that makes it necessary to agree on intergovernmental national views on the composition of critical infrastructures, an assessment of their security and protection. The article presents an overview of views on critical infrastructures of the United States, the European Union, the United Kingdom, and the Russian Federation, the purpose of which is to develop common positions.
2020-05-04
Chen, Jianfeng, Liu, Jie, Sun, Zhi, Li, Chunlin, Hu, Chunhui.  2019.  An Intelligent Cyberspace Defense Architecture Based on Elastic Resource Infrastructure and Dynamic Container Orchestration. 2019 International Conference on Networking and Network Applications (NaNA). :235–240.

The borderless, dynamic, high dimensional and virtual natures of cyberspace have brought unprecedented hard situation for defenders. To fight uncertain challenges in versatile cyberspace, a security framework based on the cloud computing platform that facilitates containerization technology to create a security capability pool to generate and distribute security payload according to system needs. Composed by four subsystems of the security decision center, the image and container library, the decision rule base and the security event database, this framework distills structured knowledge from aggregated security events and then deliver security load to the managed network or terminal nodes directed by the decision center. By introducing such unified and standardized top-level security framework that is decomposable, combinable and configurable in a service-oriented manner, it could offer flexibility and effectiveness in reconstructing security resource allocation and usage to reach higher efficiency.

2020-04-10
Kikuchi, Masato, Okubo, Takao.  2019.  Power of Communication Behind Extreme Cybersecurity Incidents. 2019 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech). :315—319.

There are increasing threats for cyberspace. This paper tries to identify how extreme cybersecurity incidents occur based on the scenario of a targeted attack through emails. Knowledge on how extreme cybersecurity incidents occur helps in identifying the key points on how they can be prevented from occurring. The model based on system thinking approach to the understanding how communication influences entities and how tiny initiating events scale up into extreme events provides a condensed figure of the cyberspace and surrounding threats. By taking cyberspace layers and characteristics of cyberspace identified by this model into consideration, it predicts most suitable risk mitigations.

2020-04-06
Li, Jiabin, Xue, Zhi.  2019.  Distributed Threat Intelligence Sharing System: A New Sight of P2P Botnet Detection. 2019 2nd International Conference on Computer Applications Information Security (ICCAIS). :1–6.

Botnet has been evolving over time since its birth. Nowadays, P2P (Peer-to-Peer) botnet has become a main threat to cyberspace security, owing to its strong concealment and easy expansibility. In order to effectively detect P2P botnet, researchers often focus on the analysis of network traffic. For the sake of enriching P2P botnet detection methods, the author puts forward a new sight of applying distributed threat intelligence sharing system to P2P botnet detection. This system aims to fight against distributed botnet by using distributed methods itself, and then to detect botnet in real time. To fulfill the goal of botnet detection, there are 3 important parts: the threat intelligence sharing and evaluating system, the BAV quantitative TI model, and the AHP and HMM based analysis algorithm. Theoretically, this method should work on different types of distributed cyber threat besides P2P botnet.

2020-02-17
Liu, Haitian, Han, Weihong, jia, Yan.  2019.  Construction of Cyber Range Network Security Indication System Based on Deep Learning. 2019 IEEE Fourth International Conference on Data Science in Cyberspace (DSC). :495–502.
The main purpose of this paper is to solve the problem of quantitative and qualitative evaluation of network security. Referring to the relevant network security situation assessment algorithms, and by means of advanced artificial intelligence deep learning technology, to build a network security Indication System based on Cyber Range, and optimize the guidance model of deep learning technology.
2019-12-18
Dogrul, Murat, Aslan, Adil, Celik, Eyyup.  2011.  Developing an international cooperation on cyber defense and deterrence against Cyber terrorism. 2011 3rd International Conference on Cyber Conflict. :1–15.
Information Technology (IT) security is a growing concern for governments around the world. Cyber terrorism poses a direct threat to the security of the nations' critical infrastructures and ITs as a low-cost asymmetric warfare element. Most of these nations are aware of the vulnerability of the information technologies and the significance of protecting critical infrastructures. To counteract the threat of potentially disastrous cyber attacks, nations' policy makers are increasingly pondering on the use of deterrence strategies to supplement cyber defense. Nations create their own national policies and strategies which cover cyber security countermeasures including cyber defense and deterrence against cyber threats. But it is rather hard to cope with the threat by means of merely `national' cyber defense policies and strategies, since the cyberspace spans worldwide and attack's origin can even be overseas. The term “cyber terrorism” is another source of controversy. An agreement on a common definition of cyber terrorism among the nations is needed. However, the international community has not been able to succeed in developing a commonly accepted comprehensive definition of “terrorism” itself. This paper evaluates the importance of building international cooperation on cyber defense and deterrence against cyber terrorism. It aims to improve and further existing contents and definitions of cyber terrorism; discusses the attractiveness of cyber attacks for terrorists and past experiences on cyber terrorism. It emphasizes establishing international legal measures and cooperation between nations against cyber terrorism in order to maintain the international stability and prosperity. In accordance with NATO's new strategic concept, it focuses on developing the member nations' ability to prevent, detect, defend against and recover from cyber attacks to enhance and coordinate national cyber defense capabilities. It provides necessary steps that have to be taken globally in order to counter cyber terrorism.
Elliott, David.  2011.  Deterring Strategic Cyberattack. IEEE Security Privacy. 9:36–40.
Protecting critical infrastructure from cyberattacks by other nations is a matter of considerable concern. Can deterrence play a role in such protection? Can lessons from nuclear deterrence-the most elaborated and successful version of deterrence-be adapted to the cyber case? Currently, little overlap exists between the two, although that might change in the aftermath of an extensive, destructive cyberattack. The most effective way to protect the cyber-dependent infrastructure is a comprehensive defense (deterrence by denial), which was impractical in the nuclear regime. However, this approach presents challenges. Existing legal norms, particularly those related to controlling collateral damage, might provide some deterrence. Another option might be a new international agreement, but that would involve several difficult issues.
Alperovitch, Dmitri.  2011.  Towards establishment of cyberspace deterrence strategy. 2011 3rd International Conference on Cyber Conflict. :1–8.
The question of whether strategic deterrence in cyberspace is achievable given the challenges of detection, attribution and credible retaliation is a topic of contention among military and civilian defense strategists. This paper examines the traditional strategic deterrence theory and its application to deterrence in cyberspace (the newly defined 5th battlespace domain, following land, air, sea and space domains), which is being used increasingly by nation-states and their proxies to achieve information dominance and to gain tactical and strategic economic and military advantage. It presents a taxonomy of cyberattacks that identifies which types of threats in the confidentiality, integrity, availability cybersecurity model triad present the greatest risk to nation-state economic and military security, including their political and social facets. The argument is presented that attacks on confidentiality cannot be subject to deterrence in the current international legal framework and that the focus of strategy needs to be applied to integrity and availability attacks. A potential cyberdeterrence strategy is put forth that can enhance national security against devastating cyberattacks through a credible declaratory retaliation capability that establishes red lines which may trigger a counter-strike against all identifiable responsible parties. The author believes such strategy can credibly influence nation-state threat actors who themselves exhibit serious vulnerabilities to cyber attacks from launching a devastating cyber first strike.
Kania, Elsa B..  2016.  Cyber deterrence in times of cyber anarchy - evaluating the divergences in U.S. and Chinese strategic thinking. 2016 International Conference on Cyber Conflict (CyCon U.S.). :1–17.
The advent of the cyber domain has introduced a new dimension into warfare and complicated existing strategic concepts, provoking divergent responses within different national contexts and strategic cultures. Although current theories regarding cyber deterrence remain relatively nascent, a comparison of U.S. and Chinese strategic thinking highlights notable asymmetries between their respective approaches. While U.S. debates on cyber deterrence have primarily focused on the deterrence of cyber threats, Chinese theorists have also emphasized the potential importance of cyber capabilities to enhance strategic deterrence. Whereas the U.S. government has maintained a consistent declaratory policy for response, Beijing has yet to progress toward transparency regarding its cyber strategy or capabilities. However, certain PLA strategists, informed by a conceptualization of deterrence as integrated with warfighting, have advocated for the actualization of deterrence through engaging in cyber attacks. Regardless of whether these major cyber powers' evolving strategic thinking on cyber deterrence will prove logically consistent or feasibly operational, their respective perspectives will certainly shape their attempts to achieve cyber deterrence. Ultimately, cyber deterrence may continue to be "what states make of it," given conditions of "cyber anarchy" and prevailing uncertainties regarding cyber conflict. Looking forward, future strategic stability in Sino-U.S. cyber interactions will require mitigation of the misperceptions and heightened risks of escalation that could be exacerbated by these divergent strategic approaches.
Chen, Jim Q..  2017.  Take the rein of cyber deterrence. 2017 International Conference on Cyber Conflict (CyCon U.S.). :29–35.
Deterrence is badly needed in the cyber domain but it is hard to be achieved. Why is conventional deterrence not working effectively in the cyber domain? What specific characteristics should be considered when deterrence strategies are developed in this man-made domain? These are the questions that this paper intends to address. The research conducted helps to reveal what cyber deterrence can do and what it cannot do so that focus can be put on the enhancement of what it can do. To include varied perspectives, literature review is conducted. Some research works are specifically examined. Based on these studies, this research proposes a holistic approach in cyber deterrence that is empowered by artificial intelligence and machine learning. This approach is capable of making sudden, dynamic, stealthy, and random changes initiated by different contexts. It is able to catch attackers by surprise. The surprising and changing impact inflicts a cost on attackers and makes them to re-calculate the benefits that they might gain through further attacks, thus discouraging or defeating adversaries both mentally and virtually, and eventually controlling escalation of cyber conflicts.
Brantly, Aaron F..  2018.  The cyber deterrence problem. 2018 10th International Conference on Cyber Conflict (CyCon). :31–54.
What is the role of deterrence in an age where adept hackers can credibly hold strategic assets at risk? Do conventional frameworks of deterrence maintain their applicability and meaning against state actors in cyberspace? Is it possible to demonstrate credibility with either in-domain or cross-domain signaling or is cyberspace fundamentally ill-suited to the application of deterrence frameworks? Building on concepts from both rational deterrence theory and cognitive theories of deterrence this work attempts to leverage relevant examples from both within and beyond cyberspace to examine applicability of deterrence in the digital age and for digital tools in an effort to shift the conversation from Atoms to Bits and Bytes.
2019-05-08
Balogun, A. M., Zuva, T..  2018.  Criminal Profiling in Digital Forensics: Assumptions, Challenges and Probable Solution. 2018 International Conference on Intelligent and Innovative Computing Applications (ICONIC). :1–7.

Cybercrime has been regarded understandably as a consequent compromise that follows the advent and perceived success of the computer and internet technologies. Equally effecting the privacy, trust, finance and welfare of the wealthy and low-income individuals and organizations, this menace has shown no indication of slowing down. Reports across the world have consistently shown exponential increase in the numbers and costs of cyber-incidents, and more worriedly low conviction rates of cybercriminals, over the years. Stakeholders increasingly explore ways to keep up with containing cyber-incidents by devising tools and techniques to increase the overall efficiency of investigations, but the gap keeps getting wider. However, criminal profiling - an investigative technique that has been proven to provide accurate and valuable directions to traditional crime investigations - has not seen a widespread application, including a formal methodology, to cybercrime investigations due to difficulties in its seamless transference. This paper, in a bid to address this problem, seeks to preliminarily identify the exact benefits criminal profiling has brought to successful traditional crime investigations and the benefits it can translate to cybercrime investigations, identify the challenges posed by the cyber-scene to its implementation in cybercrime investigations, and proffer a practicable solution.

2019-03-28
Joo, M., Seo, J., Oh, J., Park, M., Lee, K..  2018.  Situational Awareness Framework for Cyber Crime Prevention Model in Cyber Physical System. 2018 Tenth International Conference on Ubiquitous and Future Networks (ICUFN). :837-842.

Recently, IoT, 5G mobile, big data, and artificial intelligence are increasingly used in the real world. These technologies are based on convergenced in Cyber Physical System(Cps). Cps technology requires core technologies to ensure reliability, real-time, safety, autonomy, and security. CPS is the system that can connect between cyberspace and physical space. Cyberspace attacks are confused in the real world and have a lot of damage. The personal information that dealing in CPS has high confidentiality, so the policies and technique will needed to protect the attack in advance. If there is an attack on the CPS, not only personal information but also national confidential data can be leaked. In order to prevent this, the risk is measured using the Factor Analysis of Information Risk (FAIR) Model, which can measure risk by element for situational awareness in CPS environment. To reduce risk by preventing attacks in CPS, this paper measures risk after using the concept of Crime Prevention Through Environmental Design(CPTED).

2019-03-25
Janczewski, R., Pilarski, G..  2018.  The Information Processing in the Cybernetic Environment of Signals Intelligence. 2018 New Trends in Signal Processing (NTSP). :1–7.
The area of military operations is presently a peculiar, heterogenic environment providing the decision-makers with varied data and information on the potential or the real enemy. However the vast number and diversity of the available information does not facilitate the decision process. The achievement of information advantage in line with the rule: the first to notice, the first to understand and the first to act depends among other things on the proper information processing. In the theory of Electronic Warfare, the processing of information about the electronic objects of the enemy emitting electromagnetic energy is realized by Signals Intelligence. The fastest processing of information in the information system of Signals Intelligence is presently provided by cybernetic environment. The construction of an information processing system in the cybernetic environment of Signals Intelligence is thus a very complex task. The article presents theoretical basis of information processing in cybernetic environment of Signals Intelligence based on research carried out by the authors. The article can be described as the added value since it presents and clarifies a complex concept of cybernetic environment of Signal Intelligence. Moreover, it provides a new definition of information process as a system of operations on intelligence information and data. It also presents the stages of information process as well as the structure of information processing process. In the further part it shows the factors and elements of the cybernetic environment of Signals Intelligence isolated in the process of research. The document provides a perspective for the processing of information in the cybernetic environment of Signals Intelligence, it fills the gap in research on information processing in the cybernetic environment of Signals Intelligence as well as assures strong theoretical basis and provides an incentive for further research on the information processing in the cybernetic environment of Signals Intelligence.
2019-01-21
Danyk, Y., Shestakov, V..  2018.  The detection of hybrid vulnerabilities and effects on the basis of analyzing the information activity in cyberspace. 2018 14th International Conference on Advanced Trends in Radioelecrtronics, Telecommunications and Computer Engineering (TCSET). :574–577.

The report presents the results of the investigations into the effects of the information hybrid threats through cyberspace on social, technical, socio and technical systems. The composition of the system of early efficient detection of the above hybrids is suggested. The results of the structural and parametric synthesis of the system are described. The recommendations related to the system implementation are given.

2018-09-12
Jillepalli, A. A., Sheldon, F. T., Leon, D. C. de, Haney, M., Abercrombie, R. K..  2017.  Security management of cyber physical control systems using NIST SP 800-82r2. 2017 13th International Wireless Communications and Mobile Computing Conference (IWCMC). :1864–1870.

Cyber-attacks and intrusions in cyber-physical control systems are, currently, difficult to reliably prevent. Knowing a system's vulnerabilities and implementing static mitigations is not enough, since threats are advancing faster than the pace at which static cyber solutions can counteract. Accordingly, the practice of cybersecurity needs to ensure that intrusion and compromise do not result in system or environment damage or loss. In a previous paper [2], we described the Cyberspace Security Econometrics System (CSES), which is a stakeholder-aware and economics-based risk assessment method for cybersecurity. CSES allows an analyst to assess a system in terms of estimated loss resulting from security breakdowns. In this paper, we describe two new related contributions: 1) We map the Cyberspace Security Econometrics System (CSES) method to the evaluation and mitigation steps described by the NIST Guide to Industrial Control Systems (ICS) Security, Special Publication 800-82r2. Hence, presenting an economics-based and stakeholder-aware risk evaluation method for the implementation of the NIST-SP-800-82 guide; and 2) We describe the application of this tailored method through the use of a fictitious example of a critical infrastructure system of an electric and gas utility.

2018-02-06
Guion, J., Reith, M..  2017.  Cyber Terrain Mission Mapping: Tools and Methodologies. 2017 International Conference on Cyber Conflict (CyCon U.S.). :105–111.

The Air Force is shifting its cybersecurity paradigm from an information technology (IT)-centric toward a mission oriented approach. Instead of focusing on how to defend its IT infrastructure, it seeks to provide mission assurance by defending mission relevant cyber terrain enabling mission execution in a contested environment. In order to actively defend a mission in cyberspace, efforts must be taken to understand and document that mission's dependence on cyberspace and cyber assets. This is known as cyber terrain mission mapping. This paper seeks to define mission mapping and overview methodologies. We also analyze current tools seeking to provide cyber situational awareness through mission mapping or cyber dependency impact analysis and identify existing shortfalls.

Masduki, B. W., Ramli, K., Salman, M..  2017.  Leverage Intrusion Detection System Framework for Cyber Situational Awareness System. 2017 International Conference on Smart Cities, Automation Intelligent Computing Systems (ICON-SONICS). :64–69.

As one of the security components in cyber situational awareness systems, Intrusion Detection System (IDS) is implemented by many organizations in their networks to address the impact of network attacks. Regardless of the tools and technologies used to generate security alarms, IDS can provide a situation overview of network traffic. With the security alarm data generated, most organizations do not have the right techniques and further analysis to make this alarm data more valuable for the security team to handle attacks and reduce risk to the organization. This paper proposes the IDS Metrics Framework for cyber situational awareness system that includes the latest technologies and techniques that can be used to create valuable metrics for security advisors in making the right decisions. This metrics framework consists of the various tools and techniques used to evaluate the data. The evaluation of the data is then used as a measurement against one or more reference points to produce an outcome that can be very useful for the decision making process of cyber situational awareness system. This metric offers an additional Graphical User Interface (GUI) tools that produces graphical displays and provides a great platform for analysis and decision-making by security teams.

2017-12-12
Hariri, S., Tunc, C., Badr, Y..  2017.  Resilient Dynamic Data Driven Application Systems as a Service (rDaaS): A Design Overview. 2017 IEEE 2nd International Workshops on Foundations and Applications of Self* Systems (FAS*W). :352–356.

To overcome the current cybersecurity challenges of protecting our cyberspace and applications, we present an innovative cloud-based architecture to offer resilient Dynamic Data Driven Application Systems (DDDAS) as a cloud service that we refer to as resilient DDDAS as a Service (rDaaS). This architecture integrates Service Oriented Architecture (SOA) and DDDAS paradigms to offer the next generation of resilient and agile DDDAS-based cyber applications, particularly convenient for critical applications such as Battle and Crisis Management applications. Using the cloud infrastructure to offer resilient DDDAS routines and applications, large scale DDDAS applications can be developed by users from anywhere and by using any device (mobile or stationary) with the Internet connectivity. The rDaaS provides transformative capabilities to achieve superior situation awareness (i.e., assessment, visualization, and understanding), mission planning and execution, and resilient operations.

2017-03-07
Adebayo, O. J., ASuleiman, I., Ade, A. Y., Ganiyu, S. O., Alabi, I. O..  2015.  Digital Forensic analysis for enhancing information security. 2015 International Conference on Cyberspace (CYBER-Abuja). :38–44.

Digital Forensics is an area of Forensics Science that uses the application of scientific method toward crime investigation. The thwarting of forensic evidence is known as anti-forensics, the aim of which is ambiguous in the sense that it could be bad or good. The aim of this project is to simulate digital crimes scenario and carry out forensic and anti-forensic analysis to enhance security. This project uses several forensics and anti-forensic tools and techniques to carry out this work. The data analyzed were gotten from result of the simulation. The results reveal that although it might be difficult to investigate digital crime but with the help of sophisticated forensic tools/anti-forensics tools it can be accomplished.

Ali, R., McAlaney, J., Faily, S., Phalp, K., Katos, V..  2015.  Mitigating Circumstances in Cybercrime: A Position Paper. 2015 IEEE International Conference on Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing. :1972–1976.

This paper argues the need for considering mitigating circumstances in cybercrime. Mitigating circumstances are conditions which moderate the culpability of an offender of a committed offence. Our argument is based on several observations. The cyberspace introduces a new family of communication and interaction styles and designs which could facilitate, make available, deceive, and in some cases persuade, a user to commit an offence. User's lack of awareness could be a valid mitigation when using software features introduced without a proper management of change and enough precautionary mechanisms, e.g. warning messages. The cyber behaviour of users may not be necessarily a reflection of their real character and intention. Their irrational and unconscious actions may result from their immersed and prolonged presence in a particular cyber context. Hence, the consideration of the cyberspace design, the "cyber psychological" status of an offender and their inter-relation could form a new family of mitigating circumstances inherent and unique to cybercrime. This paper elaborates on this initial argument from different perspectives including software engineering, cyber psychology, digital forensics, social responsibility and law.

Zeb, K., Baig, O., Asif, M. K..  2015.  DDoS attacks and countermeasures in cyberspace. 2015 2nd World Symposium on Web Applications and Networking (WSWAN). :1–6.

In cyberspace, availability of the resources is the key component of cyber security along with confidentiality and integrity. Distributed Denial of Service (DDoS) attack has become one of the major threats to the availability of resources in computer networks. It is a challenging problem in the Internet. In this paper, we present a detailed study of DDoS attacks on the Internet specifically the attacks due to protocols vulnerabilities in the TCP/IP model, their countermeasures and various DDoS attack mechanisms. We thoroughly review DDoS attacks defense and analyze the strengths and weaknesses of different proposed mechanisms.

2015-05-06
Bou-Harb, E., Debbabi, M., Assi, C..  2014.  Behavioral analytics for inferring large-scale orchestrated probing events. Computer Communications Workshops (INFOCOM WKSHPS), 2014 IEEE Conference on. :506-511.

The significant dependence on cyberspace has indeed brought new risks that often compromise, exploit and damage invaluable data and systems. Thus, the capability to proactively infer malicious activities is of paramount importance. In this context, inferring probing events, which are commonly the first stage of any cyber attack, render a promising tactic to achieve that task. We have been receiving for the past three years 12 GB of daily malicious real darknet data (i.e., Internet traffic destined to half a million routable yet unallocated IP addresses) from more than 12 countries. This paper exploits such data to propose a novel approach that aims at capturing the behavior of the probing sources in an attempt to infer their orchestration (i.e., coordination) pattern. The latter defines a recently discovered characteristic of a new phenomenon of probing events that could be ominously leveraged to cause drastic Internet-wide and enterprise impacts as precursors of various cyber attacks. To accomplish its goals, the proposed approach leverages various signal and statistical techniques, information theoretical metrics, fuzzy approaches with real malware traffic and data mining methods. The approach is validated through one use case that arguably proves that a previously analyzed orchestrated probing event from last year is indeed still active, yet operating in a stealthy, very low rate mode. We envision that the proposed approach that is tailored towards darknet data, which is frequently, abundantly and effectively used to generate cyber threat intelligence, could be used by network security analysts, emergency response teams and/or observers of cyber events to infer large-scale orchestrated probing events for early cyber attack warning and notification.
 

Kessler, G.C., Ramsay, J.D..  2014.  A Proposed Curriculum in Cybersecurity Education Targeting Homeland Security Students. System Sciences (HICSS), 2014 47th Hawaii International Conference on. :4932-4937.

Homeland Security (HS) is a growing field of study in the U.S. today, generally covering risk management, terrorism studies, policy development, and other topics related to the broad field. Information security threats to both the public and private sectors are growing in intensity, frequency, and severity, and are a very real threat to the security of the nation. While there are many models for information security education at all levels of higher education, these programs are invariably offered as a technical course of study, these curricula are generally not well suited to HS students. As a result, information systems and cyber security principles are under represented in the typical HS program. The authors propose a course of study in cyber security designed to capitalize on the intellectual strengths of students in this discipline and that are consistent with the broad suite of professional needs in this discipline.