The growing network attacks and intrusions have put the government organizations at a great risk. In cyberspace, humans have great limitations in data analyze and cyber defense because of the amount of data they have to process and the limited response time. Considering these parameters one of the best solutions is when the cyber defense mechanisms are AI (Artificial intelligence)-based because they can easily determine and respond to the attacks that are underway. The responses can be easily managed using man in the loop or fully atomized techniques. This chapter gives brief review of the usage of artificial intelligence in support of cyber defense, explains some useful applications that already exist, emphasizing the neural nets, expert systems and intelligent agents in cyber defense. Furthermore the chapter will propose a technical AI-based cyber defense model which can support the governmental and non-governmental efforts against cyber threats and can improve the success against malicious attack in the cyberspace.
The growing network attacks and intrusions have put the government organizations at a great risk. In cyberspace, humans have great limitations in data analyze and cyber defense because of the amount of data they have to process and the limited response time. Considering these parameters one of the best solutions is when the cyber defense mechanisms are AI (Artificial intelligence)-based because they can easily determine and respond to the attacks that are underway. The responses can be easily managed using man in the loop or fully atomized techniques. This chapter gives brief review of the usage of artificial intelligence in support of cyber defense, explains some useful applications that already exist, emphasizing the neural nets, expert systems and intelligent agents in cyber defense. Furthermore the chapter will propose a technical AI-based cyber defense model which can support the governmental and non-governmental efforts against cyber threats and can improve the success against malicious attack in the cyberspace.
This paper evaluates latest reforms in the Macedonian military education system. Both, contemporary challenges in military education and Euro-Atlantic commitment have shaped transformation of military education and training system in the Republic of Macedonia. Hence, these dynamics urged the redefinition of the role and responsibilities of the Military Academy “General Mihailo Apostolski” – Skopje. As a result, today, the Military Academy educates, trains and produces young military and civilian leaders ready to meet contemporary security challenges that affect the defence system, crisis management and disaster risk reduction sector, not only in Macedonia, but in the region of South East Europe as well. The paper explains how the education curricula at the Military Academy reconcile with the European credit transfer system’s requirements on the one hand, and the principles of modern warfare and security challenges on the other. In addition, the paper touches on gender issues in military education, and implementation of information technology in military education. V članku so vrednotene nedavne reforme sistema makedonskega vojaškega izobraževanja. Tako sodobni izzivi vojaškega izobraževanja kot evroatlantska zaveza so oblikovali proces transformacije sistema vojaškega izobraževanja in usposabljanja v Republiki Makedoniji. Ta dinamika je zahtevala ponovno opredelitev vloge in pristojnosti Vojaške akademije Generala Mihaila Apostolskega v Skopju. Vojaška akademija danes izobražuje, usposablja in ustvarja mlade vojaške in civilne voditelje, ki so se sposobni spopasti s sodobnimi varnostnimi izzivi, ki vplivajo na obrambni sistem in krizno upravljanje ter sektor za zmanjševanje tveganja nesreč, ne le v Makedoniji, temveč tudi v Jugovzhodni Evropi. Razloženo je tudi, kako je načrt izobraževanja Vojaške akademije usklajen z zahtevami evropskega sistema za prenašanje kreditnih točk in z načeli modernega vojskovanja in varnostnimi izzivi. Poleg tega se članek dotakne tudi vprašanja enakosti spolov ter uvajanja informacijske tehnologije v vojaško izobraževanje.
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