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Developed a specialized RandomWalk algorithm for bipartite graphs on an ingredient dataset to replace allergenic ingredients while maintaining the nutritional value of the dish, and clustered them into 10 main clusters with 6 of them being highly specific.
Ulya Bayram, Runia Roy, Aqil Assalil, Lamia Ben Hiba, "The Unknown Knowns: A Graph-Based Approach for Temporal COVID-19 Literature Mining", Online Information Review (OIR), COVID-19 Special Issue, 2021.
It is a simple machine learning algorithm to get the latent vector of the Molecules from the datasets. After that we address the imbalance problem in the dataset and handle it by using various resampling techniques. Then we measure the performance of the algorithm by deploying various Classifiers.