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2025

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Secure Data Relay In Federated Digital Twins Of Iot-Enabled Smart Interconnected Factories, Anusha Vangala, Jack Wyeth, Ashok Kumar Das, Sajal K. Das Jan 2025

Secure Data Relay In Federated Digital Twins Of Iot-Enabled Smart Interconnected Factories, Anusha Vangala, Jack Wyeth, Ashok Kumar Das, Sajal K. Das

Computer Science Faculty Research & Creative Works

Smart interconnected factories allow manufacturing units from physically distanced factory sites to communicate classified information needed for additive manufacturing. Each factory has interconnected digital twins of their equipment autonomously managed by a Point-of-Contact digital twin creating a hierarchical system with federated digital twins. The data sharing between the factories must be directed through an edge node responsible for managing multiple factories. We proposed a novel lightweight protocol to prevent the leakage of classified information at any nodes other than the origin and destination digital twins. It leverages elliptic curve cryptography to design a proxy re-encryption scheme with the edge node …


When Federated Learning Meets Quantum Computing: Survey And Research Opportunities, Aakar Mathur, Ashish Gupta, Sajal K. Das Jan 2025

When Federated Learning Meets Quantum Computing: Survey And Research Opportunities, Aakar Mathur, Ashish Gupta, Sajal K. Das

Computer Science Faculty Research & Creative Works

Quantum Federated Learning (QFL) is an emerging field that harnesses advances in Quantum Computing (QC) to improve the scalability and efficiency of decentralized Federated Learning (FL) models. This paper provides a systematic and comprehensive survey of the emerging problems and solutions when FL meets QC, from research protocol to a novel taxonomy, particularly focusing on both quantum and federated limitations, such as their architectures, Noisy Intermediate Scale Quantum (NISQ) devices, and privacy preservation, so on. With the introduction of two novel metrics, qubit utilization efficiency and quantum model training strategy, we present a thorough analysis of the current status of …


Content Subversion Against 1 Information-Based Systems, Junjie Xiong, Ian Markwood, Dakun Shen, Yao Liu, Zhuo Lu Jan 2025

Content Subversion Against 1 Information-Based Systems, Junjie Xiong, Ian Markwood, Dakun Shen, Yao Liu, Zhuo Lu

Computer Science Faculty Research & Creative Works

We present a novel class of content subversion attacks against information-based services, causing documents to appear to humans dissimilar to the underlying content extracted by information-based services. We demonstrate the significant impact of these attacks on real-world systems through five distinct variants. Our first attack allows academic paper writers and reviewers to collude via subverting the automatic reviewer assignment systems in current use by academic conferences including INFOCOM, which we reproduced. Our second attack renders ineffective plagiarism detection software, particularly Turnitin, targeting specific small plagiarism similarity scores to appear natural and evade detection. In our third attack, we place masked …


Grace-Fl: Green Resource-Aware Communication-Efficient Federated Learning, Dipanwita Thakur, Antonella Guzzo, Giancarlo Fortino, Sajal K. Das Jan 2025

Grace-Fl: Green Resource-Aware Communication-Efficient Federated Learning, Dipanwita Thakur, Antonella Guzzo, Giancarlo Fortino, Sajal K. Das

Computer Science Faculty Research & Creative Works

Federated Learning (FL) enables collaborative model training across distributed clients while preserving data privacy, but its deployment on resource-constrained devices is hindered by high communication overhead, inefficient energy usage, and poor convergence under non-IID data distributions. To address these challenges, we propose GRACE-FL: a Green Resource-Aware Communication-Efficient Federated Learning framework that explicitly incorporates device energy capacity into training. Each client adapts its learning rate, number of local epochs, and gradient quantization bit-width based on its available energy, allowing high-capacity devices to sustain more intensive training while low-capacity devices operate with lighter configurations. A novel energy-weighted aggregation strategy ensures that clients …


Alertble: Alert Workzone Hazards Using Hybrid Filtering And Machine-Learning-Enabled Ble, Samuel Akinyede, Sejun Song Jan 2025

Alertble: Alert Workzone Hazards Using Hybrid Filtering And Machine-Learning-Enabled Ble, Samuel Akinyede, Sejun Song

Computer Science Faculty Research & Creative Works

Collision hazard detection in industrial work zones faces challenges from signal instability, mobility-induced fluctuations, and nonline-of-sight (NLOS) conditions. While Bluetooth low energy (BLE) offers cost-effective proximity sensing, its received signal strength indicator (RSSI) variability - fluctuating by ±10 dBm even at fixed distances - limits reliability in safety-critical applications. This article presents AlertBLE, a hybrid BLE-based hazard detection system that combines extended Kalman filter (EKF) and adaptive moving average (AMA) algorithms to achieve up to 94% RSSI variance reduction in static NLOS conditions. The system introduces speed-aware safety thresholds based on reaction time and braking distance models, dynamically expanding hazard …


The Kincare Craze In Child Protection: Romanticism, Subterfuge, And Racial Separatism, James G. Dwyer Jan 2025

The Kincare Craze In Child Protection: Romanticism, Subterfuge, And Racial Separatism, James G. Dwyer

FIU Law Review

A deluge of federal and state legislation in recent years aims to channel maltreated children removed from parents’ custody into kin placements, responding to advocates for parents who claim this is categorically better for children than entering or remaining in foster care with biologically unrelated caregivers. The claim has romantic appeal, sufficient to beguile legislators. But the research on outcomes for children in different post-removal placements does not support it. In reality, motivations other than child welfare underlie the advocacy for this legislation. The core aim is to evade federal child-welfare mandates adopted in the 1990s and long condemned by …


Clarifying Concreteness: Statutory Grants Of Standing After Spokeo And Transunion, Naomi Eid Jan 2025

Clarifying Concreteness: Statutory Grants Of Standing After Spokeo And Transunion, Naomi Eid

FIU Law Review

Article III limits the federal judicial power to deciding “cases” and “controversies,” demanding that a plaintiff suffer real, concrete, de facto harm to sue in federal court. In Spokeo and TransUnion, the Supreme Court clarified the outer limits of concreteness by making clear to plaintiffs that an injury in law is not an injury in fact. The Court largely grounded the decisions in the separation of powers, setting a tone that appears less deferential to Congress in its creation of statutory rights of action. A plaintiff does not automatically satisfy the injury-in-fact requirement whenever Congress grants a right and purports …


Should Hate Speech Be Criminalized? Lessons From The Canadian Experience In R V. Zundel And R V. Keegstra, Kenneth Grad Jan 2025

Should Hate Speech Be Criminalized? Lessons From The Canadian Experience In R V. Zundel And R V. Keegstra, Kenneth Grad

FIU Law Review

There is a global trend toward increased use of criminal law to combat hate speech. In assessing this trend, one should be mindful of the experience of countries that have long had criminal laws targeting harmful expression. Canada is one such country. Using the leading Canadian cases of R v. Zundel and R v. Keegstra, this article argues that the Canadian experience suggests the criminal law is a flawed mechanism for countering harmful expression. This is so for at least three reasons. First, hate-speech prosecutions may undermine the group dignity and sense of inclusion of minority groups. Second, criminal laws …


White Christian Nationalism & Antisemitism: A True Threat, Doron Kalir Jan 2025

White Christian Nationalism & Antisemitism: A True Threat, Doron Kalir

FIU Law Review

The ideology of Jewish hatred, also known as antisemitism, has deep roots. In the United States, antisemitism has known a long and complicated history; in the early 1940s, it reached peak levels. Now, more than 80 years later, antisemitism again rears its ugly head, aiming to end the Golden Age of American Jewry. The exclusionary ideology aiming to obliterate the wall separating Church and state, and to institutionalize Christian identity and values into the public square, also known as White Christian Nationalism, has deep roots. In the United States, it had a long and complicated history; by the mid 1920s, …


Cracking The Quotas: The 1948 New York Fair Educational Practices Act And The Jewish Quest For Color-Blindness, Miyuki Kita Jan 2025

Cracking The Quotas: The 1948 New York Fair Educational Practices Act And The Jewish Quest For Color-Blindness, Miyuki Kita

FIU Law Review

This article explores how vigorously Jews pushed to enact the 1948 New York Fair Educational Practices Act to fight anti-Jewish quotas in higher education. The Act was the first state-level legislation to prohibit higher educational institutions from excluding, limiting or otherwise discriminating against persons seeking admission as students because of race, religion, creed, color, or national origin. Seeking a way to overcome discrimination in university admissions, Jews sought to combat it by promoting racially and religiously neutral admission procedures within the broad context of the expansion of opportunities in higher education after World War II instead of directly attacking antisemitism. …


Lessons For The Trump Administration From The Biden U.S. National Strategy To Counter Antisemitism, Lili Levi Jan 2025

Lessons For The Trump Administration From The Biden U.S. National Strategy To Counter Antisemitism, Lili Levi

FIU Law Review

In May 2023, the Biden Administration issued the first-ever U.S. National Strategy to Counter Antisemitism with a goal of hindering further normalization of antisemitism by increasing public awareness of antisemitism and highlighting positive Jewish contributions to America. Recent events, however, particularly the social and political upheaval over protests of the war in Gaza, have led to public contestation over Israel, increased instances of antisemitism, and the partisan politicization of Jewish issues. All this has raised questions about whether the National Strategy's assumptions about public attitudes, the viability of antisemitism awareness initiatives, and the possibility of whole-of-society agreement on countering antisemitism …


Sabbath Accommodations As A Civil Right: History, Title Vii, And The Path To Groff V. Dejoy, Isaac May Jan 2025

Sabbath Accommodations As A Civil Right: History, Title Vii, And The Path To Groff V. Dejoy, Isaac May

FIU Law Review

In Groff v. DeJoy, which concerned a Christian Sabbath observer, Jewish groups were vindicated by the Court’s overturning Hardison v. Transworld Airlines and strengthening Title VII’s protections for religion, particularly around employees’ Sabbath observance. This article positions Groff within the history of Jewish efforts to secure employment protections for Sabbath worship. Efforts to secure Sabbath accommodations were an outgrowth and expansion of early twentieth-century efforts to ensure Jews were protected by public accommodation laws and a product of attempts by litigators such as Leo Pfeffer to end mandatory Sunday closing laws in the mid-twentieth century. Sabbath accommodations became a critical …


"Replace The Jew"--The Visible Invisibility Of American Antisemitism And Spoken Beliefs, Kerri Stone Jan 2025

"Replace The Jew"--The Visible Invisibility Of American Antisemitism And Spoken Beliefs, Kerri Stone

FIU Law Review

This is an essay that attempts to provide a contemporary take on antisemitism from the perspective of a professor of employment discrimination.


Exploring The Intersectionality Of Antisemitism And The Law: A Case Study Of The Crown Heights Riots And Aftermath, Stephen Sussman, Carole Huberman Jan 2025

Exploring The Intersectionality Of Antisemitism And The Law: A Case Study Of The Crown Heights Riots And Aftermath, Stephen Sussman, Carole Huberman

FIU Law Review

Antisemitism does not exist in isolation; it often intersects with other forms of discrimination and prejudice. Examining these intersections is crucial to understanding the broader dynamics of discrimination and developing effective strategies. Antisemitism and racism often intersect in complex ways. Historical examples include the portrayal of Jews as racially inferior or “other” during periods of heightened racial tension. This intersection has implications for policies related to hate crimes, racial profiling, and equal protection under the law. This research examines the complex interplay between antisemitism and the legal system, using the Crown Heights Riots of 1991 as a focal point. The …


Nil Collectives And The Disadvantage Dilemma: Disparities And Challenges In Collegiate Athletics, Arianna Garcia Jan 2025

Nil Collectives And The Disadvantage Dilemma: Disparities And Challenges In Collegiate Athletics, Arianna Garcia

FIU Law Review

For a long time, the National Collegiate Athletic Association (NCAA)’s principle of amateurism, the concept that student-athletes should not profit from their name, image, and likeness (NIL) while competing in collegiate athletics, was strongly upheld. However, it quickly became a challenge for the NCAA to defend its principle of amateurism after thousands of advocates, including universities and student-athletes themselves, began to criticize the NCAA. Finally, after decades of fighting for more equitable rights for student-athletes, the NCAA made a change to its NIL Policy as a result of two major landmark cases. The NCAA, however, now faces another challenge amidst …


“Modernizing Regulatory Review”: A Short-Lived Abandonment Of More Than Four Decades Of Regulatory Review And Benefit-Cost Analysis, Richard Belzer Jan 2025

“Modernizing Regulatory Review”: A Short-Lived Abandonment Of More Than Four Decades Of Regulatory Review And Benefit-Cost Analysis, Richard Belzer

FIU Law Review

"President Biden’s Modernizing Regulatory Review (MRR) initiative fundamentally altered regulatory procedures, practices, and centralized oversight that had been in place since 1981 when they were formalized by President Reagan in Executive Order 12,291. MRR proceeded in three phases. First, a Memorandum issued on President Biden’s first day in office telegraphing the broad outlines of the plan. Second, more than two years later, an Executive Order codifying the MRR memorandum was issued, combined with implementation guidance issued by the Office of Management and Budget (OMB). And third, OMB guidance on the conduct of regulatory BCA was radically revised, clearly with an …


Confronting The Challenges Of Regulating Artificial Intelligence, Amy B. Cyphert Jan 2025

Confronting The Challenges Of Regulating Artificial Intelligence, Amy B. Cyphert

FIU Law Review

Public opinion polls conclude that the American public is in favor of regulating artificial intelligence (“AI”), and many technology companies publicly claim that they would welcome regulation. And yet the United States has struggled to enact federal comprehensive AI regulations beyond a short-lived Executive Order. Why? Part I of this Article explains why regulating AI is so difficult, focusing on six key reasons: AI is a global issue; AI is not one discrete issue; AI is developing at a speed that is unprecedented; lawmakers largely lack the technical expertise effective AI regulation requires; the stakes of getting the regulation wrong …


Should All Exercise Routines Be Precluded From Copyright Protection? The Current Scope Of Copyrightable Choreography, Malina Lapenes Jan 2025

Should All Exercise Routines Be Precluded From Copyright Protection? The Current Scope Of Copyrightable Choreography, Malina Lapenes

FIU Law Review

Choreography as copyrightable subject matter is an underdeveloped topic in copyright law. Few cases discuss the line drawn between routines that can be protected by copyright and those that cannot. In cases where a choreographic routine tells a story, such as a theatrical performance, copyright protection is warranted. This is because the routine's expressive elements can easily be separated from the routine's underlying athletic movements. However, for routines that do not have readily identifiable expressive elements, courts seem to use too narrow a standard for copyright classification. Specifically, in Tracy Anderson, the district court used a narrow approach in classifying …


Emergency Oversight, Catherine Baylin Duryea Jan 2025

Emergency Oversight, Catherine Baylin Duryea

FIU Law Review

This Article examines one of the most pressing questions in administrative law: How much judicial oversight should administrative agencies face during an emergency? This issue was particularly salient during the COVID epidemic, but it is not new. The Second World War saw a significant expansion and consolidation of the power of administrative agencies as well as experimentation with the appropriate oversight role for courts. This Article analyzes one such experiment: judicial oversight of agencies implementing wartime anti-inflationary measures, i.e. price controls and rationing. During the war, Congress created a specialized court, the Emergency Court of Appeals (ECA), to hear disputes …


Being Pregnant In Someone Else's Body, Jennifer S. Hendricks Jan 2025

Being Pregnant In Someone Else's Body, Jennifer S. Hendricks

FIU Law Review

In the wake of the Dobbs decision overturning the right to abortion, now is a critical time to re-assess how legal feminism theorizes the pregnant body. Before Dobbs, feminist legal scholarship had blazed a path of anti-maternalism, a stance rooted in liberal, formalist notions of equality that denigrates the “feminine” and too often minimizes the importance of reproductive issues both as tools of sex-based subordination in the present and as foundations for liberation in the future. Anti-maternalism is attractive to legal scholars because it minimizes sex and gender differences and may appear to be gender-inclusive. It has produced arguments that …


Fifty Years Of Protecting The Surviving Spouse: The Origin And Evolution Of Florida's Elective Share, Flavia Argamasilla Jan 2025

Fifty Years Of Protecting The Surviving Spouse: The Origin And Evolution Of Florida's Elective Share, Flavia Argamasilla

FIU Law Review

Currently, Florida’s elective share framework calculates the amount a surviving spouse is entitled to based on a decedent’s “elective estate.” Although this “elective estate” represents a significant improvement from previous law, where a decedent was free to completely disinherit a surviving spouse, issues still loom regarding the fairness of the framework. Granting a surviving spouse a fixed share of 30 percent of the decedent’s “elective estate” regardless of the length of the marriage can lead to inequitable outcomes. For instance, a surviving spouse who was married to the decedent for any period of time, one month even, can elect to …


Electrochemically Active Molybdenum Phosphate With Open-Framework Structure, Sutapa Bhattacharya, Milad Aghayi-Anaraki, Nikolay Gerasimchuk, Steven P. Kelley, Amitava Choudhury Jan 2025

Electrochemically Active Molybdenum Phosphate With Open-Framework Structure, Sutapa Bhattacharya, Milad Aghayi-Anaraki, Nikolay Gerasimchuk, Steven P. Kelley, Amitava Choudhury

Chemistry Faculty Research & Creative Works

Somewhat less investigated, lithium ion containing molybdenum phosphate compounds are synthesized via simple template free hydrothermal method. Single-crystal X-ray diffraction (SCXRD) study reveals that the compounds Li0.89Mo2O1.89F0.11(PO4)2(H2PO4)·xH2O (x ≈1) and Li3Mo2O2(PO4)3·xH2O (x ≈1) crystallize in monoclinic C2/m and C2/c space group, respectively. The structures are built of alternate corner-sharing of MoO6 octahedra and PO4 tetrahedra forming layers, which are pillared by phosphate groups creating a 3D framework with channels. These …


The Role Of Complex Posttraumatic Stress Disorder In The Associations Between Minority Stressors And Self-Reported Suicide Likelihood In Lgbtq+ Adults., Ines Cano-Gonzalez, Ruby Charak, Roman Ronzon-Tirado, Jorge I. Cantu Jan 2025

The Role Of Complex Posttraumatic Stress Disorder In The Associations Between Minority Stressors And Self-Reported Suicide Likelihood In Lgbtq+ Adults., Ines Cano-Gonzalez, Ruby Charak, Roman Ronzon-Tirado, Jorge I. Cantu

Psychological Science Faculty Publications

Lesbian, gay, bisexual, trans, and queer individuals (LGBTQ+) report higher rates of suicide-related behaviors when compared to heterosexual cisgender individuals. The minority stress theory proposes that the suicide risk disparities among LGBTQ+ individuals may be explained by the additional exposure to stressors unique to their minority sexual orientation and gender identity. However, less is known about the mechanism of minority stressors and suicide risk among trauma-exposed LGBTQ+ individuals. The present study aimed to explore the role of the International Classification of Diseases, version-11 posttraumatic stress disorder (PTSD) and complex PTSD (disturbances in self-organization [DSO] + PTSD) in the associations between …


System Dynamics With Insight Maker, Steven D'Alessandro, Fons Wijnhoven Jan 2025

System Dynamics With Insight Maker, Steven D'Alessandro, Fons Wijnhoven

Research outputs 2022 to 2026

This book offers a practical, model-driven pathway for reasoning about uncertain futures in business and public policy using system dynamics with Insight Maker. It begins by motivating why historical data alone often fail to predict social change, and it introduces the core language of system dynamics—stocks, flows, feedbacks, delays, and auxiliary variables—alongside the complementary use of agent-based modeling. Through business-relevant cases (e.g., park management trade-offs, epidemic–economy interactions, and industry competition), the book demonstrates how non-linear structure generates counter-intuitive dynamics, why scenario analysis is essential, and how to translate causal loop diagrams into stock-and-flow simulations. Readers are guided step-by-step to build, …


Enhancing Intrusion Detection Systems With Adaptive Neuro-Fuzzy Inference Systems, Jitender Sharma, Sonia ., Karan Kumar, Pankaj Jain, Pankaj Jain, Hussein Alkattan Jan 2025

Enhancing Intrusion Detection Systems With Adaptive Neuro-Fuzzy Inference Systems, Jitender Sharma, Sonia ., Karan Kumar, Pankaj Jain, Pankaj Jain, Hussein Alkattan

Mesopotamian Journal of CyberSecurity

Network security has become increasingly critical in recent years. Among the various aspects of network security and considering several approaches to network security, intrusion detection systems (IDSs) have gained considerable attention. The prominence of this factor, among other factors of network security, is due to its ability to address the complex and uncertain nature of security breaches. Whenever data flow over the network, precise categorization of normal and malicious data is necessary. Past IDS systems lack precise categorization. Thus, the present study focuses on the use of the adaptive neuro-fuzzy inference system (ANFIS) as a classifier to categorize network instances …


Hybrid Cooperative Spectrum Structured (Hcss) Approach For Adaptive Routing In Cognitive Radio Ad Hoc Networks, Sadeem Dheyaa Shamsi, Ameer Sameer Hamood Mohammed Ali, Wameed Deyah Shamsi Jan 2025

Hybrid Cooperative Spectrum Structured (Hcss) Approach For Adaptive Routing In Cognitive Radio Ad Hoc Networks, Sadeem Dheyaa Shamsi, Ameer Sameer Hamood Mohammed Ali, Wameed Deyah Shamsi

Mesopotamian Journal of CyberSecurity

Cognitive radio networks provide an important function in the efficient use of the radio spectrum. Therefore, dedicated cognitive radio ad hoc networks (CRAHNs) are expected to improve communication performance in a multihop network that requires a dedicated routing protocol that considers the dynamic mobility of secondary user nodes on the basis of the random availability of primary node channels. To enhance routing in the CRAHNs environment, in this paper, a novel Hybrid Cooperative Spectrum Structured (HCSS) approach that combines cooperative spectrum sensing and spectrum-aware routing protocols can be effective in appropriate decision making for routing packets in such a network. …


Data Mining And Machine Learning-Based Healthcare Monitoring In Cloud-Iot, Sarah Amer, Rania Hazim, Wassan Kader Jan 2025

Data Mining And Machine Learning-Based Healthcare Monitoring In Cloud-Iot, Sarah Amer, Rania Hazim, Wassan Kader

Mesopotamian Journal of CyberSecurity

Healthcare monitoring Cloud-IoT systems use data mining and machine learning methods to analyse patient data in real-time from linked devices. By offering insights for the early diagnosis of anomalies and individualized treatment suggestions, this strategy improves healthcare management. In this research first the Collect and Load the Clevant Heart Disease Dataset for Data Collection Process. Next, preprocess the loaded data using the Synthetic Minority Oversampling Technique (SMOTE), and then the feature extraction process is done using the Principal Component Analysis (PCA) Method. In this case, the characteristic must be extracted by feeding a specific column. The classification procedure is then …


Department Of Computer Engineering, University Of Diyala, 32001 Diyala, Iraq., Mustafa Abdulfattah Habeeb, Yahya Layth Khaleel Jan 2025

Department Of Computer Engineering, University Of Diyala, 32001 Diyala, Iraq., Mustafa Abdulfattah Habeeb, Yahya Layth Khaleel

Mesopotamian Journal of CyberSecurity

Android devices are rapidly being used, which makes it easy for the malware threat to rise to higher levels. This ever-growing problem has prompted the need to enhance detection systems as far as these devices are concerned. Standard techniques of machine learning (ML) are sufficient from the point of view of their speed for searching patterns and behaviors of contemporary malware; however, it is more important to have effectively enhanced methods. The purpose of this paper is to expand the utilization of Android malware identification via artificial neural networks (ANNs) and compare its efficiency with that of other ML methods. …


Exploring The Impact Of Blockchain Revolution On The Healthcare Ecosystem: A Critical Review, Maad M. Mijwil, Mohammad Aljanabi, Mostafa Abotaleb, Ban Salman Shukur, Ban Salman Shukur, Indu Bala, Kamal Kant Hiran, Ruchi Doshi, Klodian Dhoska Jan 2025

Exploring The Impact Of Blockchain Revolution On The Healthcare Ecosystem: A Critical Review, Maad M. Mijwil, Mohammad Aljanabi, Mostafa Abotaleb, Ban Salman Shukur, Ban Salman Shukur, Indu Bala, Kamal Kant Hiran, Ruchi Doshi, Klodian Dhoska

Mesopotamian Journal of CyberSecurity

Blockchain technology is a type of distributed ledger that provides secure and efficient storage, management, and transmission of data over a decentralized network. With its ability to ensure transparency and immutability, blockchain is increasingly adopted across various sectors ranging from finance, healthcare, and logistics to education. In healthcare, blockchain technology is attracting attention because of its potential to fundamentally transform health ecosystems. The healthcare sector has significantly benefited from blockchain technology by enhancing data security and interoperability and reducing medical errors. In this context, a set of studies highlighted the importance of blockchain in the field of healthcare, enhancing trust …


Antdroidnet Cybersecurity Model: A Hybrid Integration Of Ant Colony Optimization And Deep Neural Networks For Android Malware Detection, Riyadh Rahef Nuiaa Al Ogaili, Osamah Adil Raheem, Mohamed H Ghaleb Abdkhaleq, Zaid Abdi Alkareem Alyasseri, Zaid Abdi Alkareem Alyasseri, Ali Hakem Alsaeedi, Yousif Raad Muhsen, Selvakumar Manickam Jan 2025

Antdroidnet Cybersecurity Model: A Hybrid Integration Of Ant Colony Optimization And Deep Neural Networks For Android Malware Detection, Riyadh Rahef Nuiaa Al Ogaili, Osamah Adil Raheem, Mohamed H Ghaleb Abdkhaleq, Zaid Abdi Alkareem Alyasseri, Zaid Abdi Alkareem Alyasseri, Ali Hakem Alsaeedi, Yousif Raad Muhsen, Selvakumar Manickam

Mesopotamian Journal of CyberSecurity

Malware detection is a vital problem, and efficient methods that can efficiently detect malware are needed. The increasing use of mobile computers makes malware detection a vital part of security in an era where smartphones have come to play a key role in many of our daily lives. Earlier approaches, however, suffer from high false positive rates; they are not scalable for larger databases, or they are not amenable to adapt well to novel zero-day malware. For these reasons, the demand for more sensitive and flexible detection models is high. In this study, we develop a hybrid mobile malware detection …