Micro-Expression Recognition using Convolutional Variational Attention Transformer (ConVAT) with Multihead Attention Mechanism by Hafiz Khizer bin Talib (20571467)

“…To address these limitations, we propose the Convolutional Variational Attention Transformer (ConVAT), a novel model that leverages a multi-head attention mechanism integrated with convolutional networks, optimized specifically for detailed micro-expression analysis. …”

MACGAN: An All-in-One Image Restoration Under Adverse Conditions Using Multidomain Attention-Based Conditional GAN by Maria Siddiqua (17949149)

Hierarchical multi-head attention LSTM for polyphonic symbolic melody generation by Ahmet Kasif (17787560)

“…Qualitative analysis conducted on the generated melodies shows significantly improved loss scores on MSE over baseline methods, and is able to generate melodies that were both musically coherent and expressive. …”

Robust and novel attention guided MultiResUnet model for 3D ground reaction force and moment prediction from foot kinematics by Md. Ahasan Atick Faisal (15302410)

“…<p dir="ltr">Ground reaction force and moment (GRF&M) measurements are vital for biomechanical analysis and significantly impact the clinical domain for early abnormality detection for different neurodegenerative diseases. …”

Morphological changes in amblyopic eyes in choriocapillaris and Sattler’s layer in comparison to healthy eyes, and in retinal nerve fiber layer in comparison to fellow eyes through... by Masri, Oussama Samer

“…Results The method of measuring reflectivity is good to excellent reliability for all regions of interest except the fourth. The mean reflectivity of the choriocapillaris and Sattler’s layer in amblyopic eyes were significantly lower than in healthy eyes (p = 0.003 and p = 0.008 respectively). …”
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Cooperative Learning and Second Language Acquisition: Learner Empowerment in the UAE by Iyer, Rekha Venkatraman

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FLACON: A Deep Federated Transfer Learning-Enabled Transient Stability Assessment During Symmetrical and Asymmetrical Grid Faults by Mohamed Massaoudi (16888710)

A comparative analysis to forecast carbon dioxide emissions by Md. Omer Faruque (17545671)

Systematic analysis of smart homes: Current trends and future recommendations by Sulaiman Khan (12585349)

Vegetation analysis and environmental indicators of an arid tropical forest ecosystem of Pakistan by Muhammad Majeed (5707736)

“…The findings of this study indicated that all the documented 291 plant species belong to five statistically significant (p < 0.05) plant communities. Out of thirty (30) considered environmental variables, canonical correspondence analysis suggested the significant role of distance from the river, altitude, latitude, slope, temperature, rainfall, distance from the cropland, grazing and deforestation pressure, and soil pollutants including chromium, arsenic and nickel concentrations. …”

Deep and transfer learning for building occupancy detection: A review and comparative analysis by Aya Nabil Sayed (17317006)

“…Typically, analyzing big occupancy data gathered by BIoT networks helps significantly identify the causes of wasted energy and recommend corrective actions. …”

A Comparative Analysis of Green Financing Strategies for achieving Net Zero Energy in UAE by Al HEFEITI, NOUR OBAID

“…The literature review indicates that while they were very successful in the US and EU union, they also had a significant disadvantage. Furthermore, the analysis of the interviews revealed that the respondents had a strong desire to see the mechanisms implemented in UAE because they thought they held great promise for advancing sustainability and energy efficiency in the built environment. …”
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A Deep Learning Approach for Real-Time Analysis of Attendees’ Engagement in Public Events by Samuel Mathew, Sujith

“…In recent years, facial sentiment analysis attracted significant attention for different application areas, including marketing, gaming, political analytics, healthcare, and human computer interaction. …”
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Conceptual Design and Analysis of Concentrated Photovoltaic Thermal (CPVT) Solar Collectors with Different Configurations by Sharaf, Omar Z.

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Comparative Analysis of Vocational Education in the UAE, Egypt, and the UK to Develop Proposals for UAE’s Vocational Education by KHANTOMANI, MAJD

“…The evaluation of patterns of similarities and variations across situations in the instances underpins the comparative analysis's rationale. This kind of analysis seeks to pinpoint causal condition conformations that are necessary for an outcome to exist. …”
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Comprehensive insights into sustainable circular liquid hydrogen carriers: Analysis of technologies and their role in energy transition by Riham Surkatti (19450312)

Characterization and Modeling of Damage in Steel at Different Strain Rates by Al-Himairee, Reem

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Operations management of outpatient chemotherapy process: An optimization-oriented comprehensive review by Majed Hadid (17148364)

“…Therefore, outpatient chemotherapy process (OCP) optimization has attracted the attention of operations management scholars. This review seeks to provide a comprehensive analysis of existing quantitative optimization-oriented research that addresses OCP problems and identifies departure points for future research.…”

Trustworthiness in L2 writing research: A review and analysis of qualitative articles in the Journal of Second Language Writing by A. Mehdi Riazi (16555202)

“…We found 389 articles that used primary data for analysis. From this pool, 152 (39%) were coded as qualitative in terms of their data and methods. …”

Retrospective identification of medication related adverse events in the emergency medical services through the analysis of a patient safety register by Ian Howard (2026753)

“…Prehospital medication related adverse events remain a significant threat to patient safety in this setting and warrant greater widespread attention and future identification of strategies aimed at their reduction.…”