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Author

Manar D. Samad

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Preprint Jul 2026

Ensemble of Unsupervised Deep Learning for Clustering Imbalanced Tabular Data

Two novel cluster ensemble approaches are introduced: one aggregates deep clustering assignments across different embedding dimensions, and the other applies majority voting to the best-performing clustering algorithms.

Pulock Das, Yina Hou, Md. Kamrozzaman Bhuiyan et al. · 0 citations
Jul 2026

A Fair Benchmarking of Deep Relational Database Learning Models

The findings indicate that the relational transformer (RT) approach delivers the strongest overall performance on both classification and regression tasks compared to the state-of-the-art graph-based modeling and learning of RDBs.

K. F. Akhter, Bharath Ajendla, Manar D. Samad · 1 citation
#machine learning Open access Aug 2026

Generalized context in cross attention for transfer learning of disjoint tabular data.

The experiments show that CATTLE can learn generalized context from a single source data set and is rank-wise and statistically superior to nine state-of-the-art baselines, including machine learning, deep learning, and transfer learning methods using large-scale pre-trained models.

K. F. Akhter, Ibna Kowsar, Manar D. Samad · 0 citations

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