Road crash injury severity prediction using a graph neural network framework by Sattar, Karim A., Ishak, Iskandar, Affendey, Lilly Suriani, Mohd Rum, Siti Nurulain

“…The current study extends existing knowledge by leveraging Graph Neural Networks (GNN) and comparing their performance to popular ensemble-based models, which include Extreme Gradient Boosting (XGBoost), Random Forest (RF), and Artificial Neural Networks (ANNs). …”
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Instructional efficiency of utilization of autograph technology Vs handheld graphing calculator for learning algebra. by Ahmad Tarmizi, Rohani, Mohd. Ayub, Ahmad Fauzi, Abu Bakar, Kamariah, Md. Yunus, Aida Suraya

“…On the other hand, graphing calculator is a handy device that can be use for teaching mathematics which is able to create geometric figures, graph functions, inequalities or transformations of functions. …”
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A direct proof of improved biased random walk with gastric cancer dataset by Seah, Choon Sen, Kasim, Shahreen, Md Fudzee, Mohd Farhan, Mohamad, Mohd Saberi, Saedudin, Rd Rohmat, Witarsyah, Deden, Hassan, Rohayanti, Ismail, Mohd Arfian, Atan, Rodziah

“…To be completely biased to the random walk, references data is implement as directed graph. …”
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Hybrid sampling and random forest machine learning approach for software detect prediction by Md. Anwar, Hossen, Md. Shariful, Islam, Nurhafizah, Abu Talip, Md. Sakib, Rahman, Fatema, Siddika, Mostafijur, Rahman, Sabira, Khatun, Mohamad Shaiful, Abdul Karim, S. M, Hasan Mahmud

“…Matplotlib, and PyPlot are used for graph and data visualization respectively. The hybrid sampling method and Random Forest (RF) algorithms achieved the highest prediction accuracy about 93.26% by showing its superiority.…”
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Computationally-efficient path planning algorithms in obstacle-rich environments based on visibility graph method by Abdul Latip, Nor Badariyah

“…There are several existing path planning methods such as Visibility Graph (VG), Voronoi Diagram (VD), Potential Fields (PF) and Rapidly-Exploring Random Tree (RRT). …”
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Learning mathematics through utilization of technology : use of autograph technology vs handheld graphing calculator. by Ahmad Tarmizi, Rohani, Mohd. Ayub, Ahmad Fauzi, Abu Bakar, Kamariah, Md. Yunus, Aida Suraya

“…On the other hand, graphing calculator is a handy device that can be use for teaching mathematics which is able to create geometric figures, graph functions, inequalities or transformations of functions. …”
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Capsule neural tensor networks with multi-aspect information for Few-shot Knowledge Graph Completion by Li, Qianyu, Yao, Jiale, Tang, Xiaoli, Yu, Han, Jiang, Siyu, Yang, Haizhi, Song, Hengjie

“…Few-shot Knowledge Graph Completion (FKGC) has recently attracted significant research interest due to its ability to expand few-shot relation coverage in Knowledge Graphs. …”
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Parrondo's paradox in network communication: a routing strategy by Mishra, Ankit, Wen, Tao, Cheong, Kang Hao

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An improved directed random walk framework for cancer classification using gene expression data by Seah, Choon Sen

“…Besides that, SDW also incorporated four directed graphs to study the usability of the directed graph. …”
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Randomized gradient-free distributed online optimization via a dynamic regret analysis by Pang, Yipeng, Hu, Guoqiang

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Distributed Algorithms on Exact Personalized PageRank by Guo, Tao, Cao, Xin, Cong, Gao, Lu, Jiaheng, Lin, Xuemin

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Optimal medicinal cupping points selection for asthma disease via graph colouring: A preliminary study by Yuhani, Yusof, Mohd Sham, Mohamad, Noraziah, Adzhar, Nurfatihah, Mohamad Hanafi, Elizabeth, Marta, Muhamad Faiz, Abu Bakar, Mohd Adhha, Ibrahim

“…Thus, in this paper, a graph model is proposed on finding the optimal number of cupping points for asthma disease via graph colouring approach. …”
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An Enhanced Topologically Significant Directed Random Walk in Cancer Classification using Gene Expression Datasets by Choon, Sen Seah, Shahreen, Kasim, Mohd Farhan, Md Fudzee, Jeffrey Mark, Law Tze Ping, Mohd Saberi, Mohamad, Saedudin, Rd Rohmat, Mohd Arfian, Ismail

“…Gene expression dataset is used as the input datasets while pathway data- set is used to build a directed graph, as reference datasets, to complete the bias process in random walk approach. …”
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Mean Monte Carlo Finite Difference Method for Random Sampling of a Nonlinear Epidemic System by Mohammed, M.A., Ibrahim, Adriana Irawati Nur, Siri, Zailan, Noor, Noor Fadiya Mohd

“…In this article, a numerical method integrated with statistical data simulation technique is introduced to solve a nonlinear system of ordinary differential equations with multiple random variable coefficients. The utilization of Monte Carlo simulation with central divided difference formula of finite difference (FD) method is repeated n times to simulate values of the variable coefficients as random sampling instead being limited as real values with respect to time. …”

Instructional efficiency of mathematical learning using Geometer's Sketchpad and graphing calculator: technology tools versus traditional chalk and talk by Ahmad Tarmizi, Rohani

“…In this study, two technological tools in teaching and learning mathematics namely Geometer’s Sketchpad and graphing calculator were investigated. The purpose of this research was to compare instructional efficiency of utilizing Geometer’s Sketchpad and graphing calculator versus traditional approach for a secondary level topic ‘Quadratic Function’. …”
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A non-conventional hybrid numerical approach with multi-dimensional random sampling for cocaine abuse in Spain by Mohammed, Maha A., Noor, Noor Fadiya Mohd, Ibrahim, Adriana Irawati Nur, Siri, Zailan

“…This paper introduces a non-conventional approach with multi-dimensional random sampling to solve a cocaine abuse model with statistical probability. …”

Modeling a simulation for sociotechnical resilience by Tantri, Fredy, Amir, Sulfikar

“…Our model aims to capture the complex interactions within a sociotechnical system during a recovery process by incorporating these core attributes in the operational units embedded in a multilevel directed acyclic graph, information networks, and recovery strategies. …”
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Two new zero-dimensional qubit codes from bordered metacirculant construction by Seneviratne, Padmapani, Ezerman, Martianus Frederic

“…We use symplectic self-dual additive codes over F4 built by modifying the adjacency matrices of suitable metacirculant graphs found by a randomized search procedure.…”
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Crack characterisation of community structured elements for hydrogel fracture simulation by Teo, Yu Jie

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The maximum number of minimal codewords in long codes by Alahmadi, A., Aldred, R. E. L., de la Cruz, R., Solé, P., Thomassen, C.

“…Upper bounds on the maximum number of minimal codewords in a binary code follow from the theory of matroids. Random coding provides lower bounds. In this paper, we compare these bounds with analogous bounds for the cycle code of graphs. …”
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