Md. Kamrul Islam
Peer-Reviewed Research

Conference Publications

Peer-reviewed scientific contributions in neural transfer learning and incremental machine learning models for healthcare diagnostics.

PAPER 01
November 30 – December 2, 2020Chiang Mai, Thailand

"Transfer Learning in Classifying Prescriptions and Keyword-based Medical Notes"

Venue: Proceedings of the 22nd International Conference on Information Integration and Web-based Services (iiWAS2020)

Authors: Md. Kamrul Islam, et al.

Abstract

Explored deep transfer learning neural architectures for automatically transcribing and classifying physician medical notes and unstructured prescription text with high domain accuracy, reducing medication ambiguity.

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PAPER 02
May 21 – May 23, 2021Belgaum, Karnataka, India

"eLearn++: An effective Incremental Learning Approach for Brain Tumor Detection"

Venue: 2021 2nd International Conference for Emerging Technology (INCET)

Authors: Md. Kamrul Islam, et al.

Abstract

Proposed an ensemble incremental learning framework (eLearn++) capable of detecting brain tumor abnormalities in MRI scans while continuously adapting to new imaging distributions without catastrophic forgetting.

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