Temporal fusion transformer-based prediction in aquaponics by Ahmet Metin (12832543)

Temporal self-attention for risk prediction from electronic health records using non-stationary kernel approximation by Rawan AlSaad (14159019)

Traffic Transformer: Transformer-based framework for temporal traffic accident prediction by Mansoor G. Al-Thani (19237204)

“…Our proposed Traffic Transformer employs the sophisticated multi-head attention mechanism in lieu of the widely used recurrent architecture. This significant shift enhances the model's ability to capture long-range dependencies within time series data. …”

W-Transformers : A Wavelet-based Transformer Framework for Univariate Time Series Forecasting by Sasal, Lena

“…Among several merits of transformers, the ability to capture long-range temporal dependencies and interactions is desirable for time series forecasting, leading to its progress in various time series applications. …”
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Spatial, temporal, and demographic patterns in prevalence of chewing tobacco use in 204 countries and territories, 1990–2019: a systematic analysis from the Global Burden of Diseas... by Parkes J Kendrick (9714851)

Development and Validation of a Class Imbalance-Resilient Cardiac Arrest Prediction Framework Incorporating Multiscale Aggregation, ICA and Explainability by Iffa Afsa C M (22304104)

“…<p dir="ltr">Objective: Despite advancements in artificial intelligence (AI) for predicting cardiac arrest (CA) with multivariate time-series vital signs data, existing models continue to face significant problems, particularly concerning balance, efficiency, accuracy, and explainability. …”

Optimization of Electric Vehicles Wireless Charging by Gesrou, Abdalla

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Modification of glucocorticoid effects on body weight gain, plasma lipids by changes in diet composition by Bouclaous, Carmel

“…The four groups [group I (HC, placebo), group II (HC, prednisolone), group III (HF, placebo), group IV (HF, prednisolone)] were pair fed and given the mean amount of food eaten by the group with the least amount of energy intake on the previous day. …”
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Revealing the Adoption Factors of Electric Vehicles in Dubai by BIN HUMAID, HUDA

“…Electric vehicles (EVs) have gained interest in the last decades, as a significant amount of people in Dubai depend on private vehicles. …”
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A clustering metaheuristic for large orienteering problems by Almiqdad Elzein (13141038)

“…The Orienteering Problem is a challenging NP-hard problem, such that obtaining optimal or near optimal solutions usually requires a significant amount of computation for large and even moderately large instances. …”

A snapshot of current medical research: The notion of supply and demand by Almutairi, Adel F.

“…Research has never been more in demand and pursued by various health disciplines worldwide as it is at present. Contemplating the amount, type and quality of current medical research over the last decade leads one to consider the driving forces behind such research. …”
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Alterations in blood Lipoprotein & Apolipoprotein B profile induced by moderate acute & chronic alcohol intake in the rat model. (c2002) by Berberi, Rania

“…On the other hand, a 3% alcohol consumption (as beer or whisky) maintained for a two months period did not have an effect on fasting plasma TAG concentration while total and LDL cholesterol concentrations showed a significant decrease and HDL cholesterol concentration was moderately increased. …”
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Correlation drives a strong attractive force on plasmonic photoelectrons by M Magrakvelidze (19568785)

“…This attraction can significantly influence the emerging photoelectron’s temporal delay behavior.…”

Effect of acute and chronic grapefruit, orange and pineaple juice consumption upon blood lipoprotein synthesis and metabolism in the rat. (c2004) by Abou-Khalil, Jamil

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Improved properties and salt rejection of polysulfone membrane by incorporation of hydrophilic cobalt-doped ZnO nanoparticles by Muneer M. Ba-Abbad (14151660)

“…Overall, the results of this study showed that embedding a small amount of Co²⁺ ions doped ZnO NPs with PSf has significant potential to be applied in industrial-scale membrane applications.…”

Circular economy application for a Green Stadium construction towards sustainable FIFA world cup Qatar 2022™ by Abathar Al-Hamrani (16494884)

“…<p dir="ltr">The construction industry is responsible for a significant amount of raw material consumption and environmental footprints. …”

Effectiveness of Positron Emission Tomography for Predicting Chemotherapy Response in Colorectal Cancer Liver Metastases by Glazer, Evan

“…Therefore, we reviewed our patient population for the temporal relationship between PET results and tissue-proven hepatic metastases from colorectal carcinoma. …”
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MCDFN: supply chain demand forecasting via an explainable multi-channel data fusion network model by Md Abrar Jahin (20108252)

“…MCDFN utilizes Convolutional Neural Networks (CNNs), Long Short-Term Memory networks (LSTMs), and Gated Recurrent Units (GRUs) to extract spatial and temporal features from time series data. Comparative benchmarking against seven other deep-learning models validates MCDFN’s efficacy, showing it outperforms its counterparts across key metrics with a mean squared error (MSE) of 23.5738, root mean squared error (RMSE) of 4.8553, mean absolute error (MAE) of 3.9991, and mean absolute percentage error (MAPE) of 20.1575%. …”

Characterizing the dynamics of climate and native desert plants in Qatar by Meshal Abdullah (17746950)

“…Vegetation growth depended not only on rainfall amount but also on the number of rainfall events and accumulation. …”

Electric Vehicles Charging Station Load Forecasting Integration With Renewable Energy Using Novel Deep EfficientBiLSTMNet by Vineet Dhanawat (22361395)

“…<p dir="ltr">The exponential increase in the adoption of Electric Vehicles (EVs) presents significant problems to the stability of the power grid. …”