Abstract:Abstract: The advancement of network security faces growing challenges as cyberattacks become more sophisticated. Traditional rule-based systems struggle with zero-day attacks and obfuscation techniques. This study examines…
nes the development trends of AI-based algo-rithms, particularly machine learning and deep learning, in threat detection. A literature review evaluates AI-driven approaches, including support vector machines, random for-est, deep neural networks, convolutional neural networks, and reinforcement learning. Findings show that AI enhances detection accuracy, adaptability, and reduces false posi-tives. Machine learning efficiently classifies known attacks, while deep learning excels in identifying complex patterns such as distributed denial-of-service and advanced persis-tent threats. Unsupervised learning improves anomaly detection without labeled data. However, AI models require high-quality data, substantial computational resources, and remain vulnerable to adversarial attacks. Despite these challenges, AI provides a dynam-ic and adaptive security solution, surpassing traditional systems. Future research should enhance AI scalability and resilience for evolving cybersecurity threats.
Keywords: anomaly detection; artificial intelligence; deep learning; machine learning; network security
Abstrak: Perkembangan keamanan jaringan menghadapi tantangan yang semakin besar seiring meningkatnya kompleksitas serangan siber. Sistem berbasis aturan tradisional kesulitan mendeteksi zero-day attack dan teknik penyamaran. Penelitian ini mengkaji tren pengembangan algoritma berbasis AI, khususnya machine learning dan deep learning, dalam deteksi ancaman. Literature review mengevaluasi pendekatan berbasis AI, termasuk support vector machines, random forest, deep neural networks, convolutional neural networks, dan reinforcement learning. Hasil penelitian menunjukkan bahwa AI meningkatkan akurasi deteksi, adaptabilitas terhadap ancaman baru, serta mengurangi false positive. Machine learning efektif mengklasifikasikan serangan yang telah diketahui, sementara deep learning unggul dalam mengenali pola kompleks seperti distributed denial-of-service dan advanced persistent threats. Unsupervised learning meningkatkan deteksi anomali tanpa memerlukan data berlabel. Namun, AI masih bergantung pada data berkualitas tinggi, sumber daya komputasi besar, dan rentan terhadap adversarial attack. Meskipun demikian, AI menawarkan solusi keamanan yang lebih dinamis dan adaptif dibandingkan sistem tradisional. Penelitian selanjutnya perlu difokuskan pada peningkatan skalabilitas dan ketahanan AI dalam menghadapi ancaman siber yang terus berkembang.
Kata kunci: deteksi anomali; jaringan keamanan; kecerdasan buatan; pembelajaran dalam; pembelajaran mesin
Abstract:This study aims to describe, identify, and analyze in depth the manifestation of ethos, pathos, and logos in Ustaz Abdul Somad's lecture on the importance of maintaining morals. The research method applied is a qualitative…
ve approach with a descriptive type to systematically outline linguistic facts and communication strategies. The data collection process relies on literature review techniques to gather trusted supporting scientific literature. Data reduction, data presentation, and conclusion drawing are utilized as analytical stages to dissect the entire lecture recording based on Aristotle's rhetorical triangle theory. The results show that the element of ethos or credibility is built through the adjustment of local sarong clothing, a humble attitude toward elders, respectful etiquette toward Madurese kiai, and authoritative hadith references. The element of pathos or emotional appeal is manifested through dramatic narratives of a mother's struggle in giving birth, the physical sacrifice of a father in the orchard, the story of his own mother's passing, and the analogy of an old Quranic mushaf for the elderly to arouse the congregation's pity and regret. The element of logos or logical argument is proven through the syllogism of moral priority over material wealth, the law of direct causal retribution for rebellious children, and textual historical proof regarding the inclusivity of the prophet's social relations with non-Muslims. The synchronization of these three rhetorical elements successfully packages weighty morality material into a logical yet deeply touching spiritual presentation for the congregation.
Abstract:This study examines the frenemy relationship between Emily and Stephanie in A Simple Favor. Their friendship is complex, blending admiration, competition, and manipulation. Stephanie looks up to Emily but also struggles…
with insecurity, while Emily enjoys maintaining control over Stephanie. Using a qualitative method, this research identifies key factors contributing to their frenemy dynamic, including social comparison, insecurity, past betrayals, and cultural expectations. The findings reveal that their relationship is shaped by both emotional dependence and hidden rivalry, leading to an unstable and toxic bond. Finally, the study highlights how friendships can mask deeper conflicts, where trust and betrayal coexist.
Abstract:In the 19th to 20th centuries, Indonesia was a region whose geographical position was bordered by several neighboring countries. In the north it is bordered by the Philippines. In the south it is bordered by the Australian…
an Continent. The territory of Indonesia, which is a fertile region, became one of Japan's desires to dominate Indonesia. It emerged in 1940 after seeing that apart from its natural and human resources, Indonesia was very important for Japan's strategic and political interests. Japan was interested in controlling Java Island because politically Java Island was the center of government, Java Island was also the center of Japan's military defense in the Indonesian archipelago. Java Island is economically one of the important areas for the operation of economic activities in Indonesia. At the time of the Japanese occupation, the island of Java consisted of five Syu (residencies), namely Banten, Jakarta, Bogor, Priangan and Cirebon. These areas had many coffee, tea and sugar cane plantations as well as rice fields which were very useful for food for the population and Japanese soldiers. Marketing of goods - goods produced in Japan. Human resources are also very much needed by Japan to support Japan's victory in the Greater East Asia war (Dai Toa no Senso).