Search Results for author: Saiful Islam

Found 8 papers, 4 papers with code

Personalized graph feature-based multi-omics data integration for cancer subtype identification

no code implementations16 Aug 2024 Saiful Islam, Md. Nahid Hasan

Cancer is a highly heterogeneous disease with significant variability in molecular features and clinical outcomes, making diagnosis and treatment challenging.

Data Integration

A Structural Feature-Based Approach for Comprehensive Graph Classification

no code implementations10 Aug 2024 Saiful Islam, Md. Nahid Hasan, Pitambar Khanra

The increasing prevalence of graph-structured data across various domains has intensified greater interest in graph classification tasks.

Graph Classification Graph Learning

Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data

1 code implementation26 Apr 2024 Vikhyat Agrawal, Sunil Vasu Kalmady, Venkataseetharam Manoj Malipeddi, Manisimha Varma Manthena, Weijie Sun, Saiful Islam, Abram Hindle, Padma Kaul, Russell Greiner

Our results show that the performance achieved using our implementation of the FL approach is comparable to that of the pooled approach, where the model is trained over the aggregating data from all hospitals.

ECG Classification Federated Learning

State-transition dynamics of resting-state functional magnetic resonance imaging data: Model comparison and test-to-retest analysis

1 code implementation23 Aug 2023 Saiful Islam, Pitambar Khanra, Johan Nakuci, Sarah F. Muldoon, Takamitsu Watanabe, Naoki Masuda

Electroencephalogram (EEG) microstate analysis entails finding dynamics of quasi-stable and generally recurrent discrete states in multichannel EEG time series data and relating properties of the estimated state-transition dynamics to observables such as cognition and behavior.

Clustering EEG +1

BdSL36: A Dataset for Bangladeshi Sign Letters Recognition

no code implementations2 Oct 2021 Oishee Bintey Hoque, Mohammad Imrul Jubair, Al-Farabi Akash, Saiful Islam

Bangladeshi Sign Language (BdSL) is a commonly used medium of communication for the hearing-impaired people in Bangladesh.

object-detection Object Detection

Cancer diagnosis in histopathological image: CNN based approach

1 code implementation10 Oct 2019 Sumaiya Dabeer, Maha Mohammed Khan, Saiful Islam

Modern medical image processing techniques work on histopathology images captured by a microscope, and then analyze them by using different algorithms and methods.

3D human action analysis and recognition through GLAC descriptor on 2D motion and static posture images

no code implementations19 Mar 2019 Mohammad Farhad Bulbul, Saiful Islam, Hazrat Ali

We then characterize the action video by extracting the Gradient Local Auto-Correlations (GLAC) features from the SHIs and the MHIs.

Action Analysis

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