Search Results for author: M. Sohel Rahman

Found 24 papers, 10 papers with code

RamanNet: A generalized neural network architecture for Raman Spectrum Analysis

1 code implementation20 Jan 2022 Nabil Ibtehaz, Muhammad E. H. Chowdhury, Amith Khandakar, Susu M. Zughaier, Serkan Kiranyaz, M. Sohel Rahman

Raman spectroscopy provides a vibrational profile of the molecules and thus can be used to uniquely identify different kind of materials.

BIG-bench Machine Learning Virology

Data transformation based optimized customer churn prediction model for the telecommunication industry

1 code implementation11 Jan 2022 Joydeb Kumar Sana, Mohammad Zoynul Abedin, M. Sohel Rahman, M. Saifur Rahman

This study is conducted in a customer churn prediction (CCP) context in the telecommunication industry (TCI), where customer attrition is a common phenomenon.

XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages

1 code implementation Findings (ACL) 2021 Tahmid Hasan, Abhik Bhattacharjee, Md Saiful Islam, Kazi Samin, Yuan-Fang Li, Yong-Bin Kang, M. Sohel Rahman, Rifat Shahriyar

XL-Sum induces competitive results compared to the ones obtained using similar monolingual datasets: we show higher than 11 ROUGE-2 scores on 10 languages we benchmark on, with some of them exceeding 15, as obtained by multilingual training.

Abstractive Text Summarization

Align-gram : Rethinking the Skip-gram Model for Protein Sequence Analysis

1 code implementation6 Dec 2020 Nabil Ibtehaz, S. M. Shakhawat Hossain Sourav, Md. Shamsuzzoha Bayzid, M. Sohel Rahman

Background: The inception of next generations sequencing technologies have exponentially increased the volume of biological sequence data.

Not Low-Resource Anymore: Aligner Ensembling, Batch Filtering, and New Datasets for Bengali-English Machine Translation

1 code implementation EMNLP 2020 Tahmid Hasan, Abhik Bhattacharjee, Kazi Samin, Masum Hasan, Madhusudan Basak, M. Sohel Rahman, Rifat Shahriyar

With the segmenter and the two methods combined, we compile a high-quality Bengali-English parallel corpus comprising of 2. 75 million sentence pairs, more than 2 million of which were not available before.

Machine Translation Sentence +2

PPG2ABP: Translating Photoplethysmogram (PPG) Signals to Arterial Blood Pressure (ABP) Waveforms using Fully Convolutional Neural Networks

1 code implementation4 May 2020 Nabil Ibtehaz, Sakib Mahmud, Muhammad E. H. Chowdhury, Amith Khandakar, Mohamed Arselene Ayari, Anas Tahir, M. Sohel Rahman

This motivates us to develop a method to predict the continuous arterial blood pressure (ABP) waveform through a non-invasive approach using photoplethysmogram (PPG) signals.

Neural Network Based Undersampling Techniques

no code implementations18 Aug 2019 Md. Adnan Arefeen, Sumaiya Tabassum Nimi, M. Sohel Rahman

Several researches have been done to tackle this problem, most of which employed resampling, i. e. oversampling and undersampling techniques to bring the required balance in the data.

Improving Malaria Parasite Detection from Red Blood Cell using Deep Convolutional Neural Networks

no code implementations23 Jul 2019 Aimon Rahman, Hasib Zunair, M. Sohel Rahman, Jesia Quader Yuki, Sabyasachi Biswas, Md. Ashraful Alam, Nabila Binte Alam, M. R. C. Mahdy

The evaluation metric accuracy and loss along with 5-fold cross validation was used to compare and select the best performing architecture.

Deep Face Image Retrieval: a Comparative Study with Dictionary Learning

no code implementations13 Dec 2018 Ahmad S. Tarawneh, Ahmad B. A. Hassanat, Ceyhun Celik, Dmitry Chetverikov, M. Sohel Rahman, Chaman Verma

The comparative results of the experiments conducted on three standard face image datasets show that the best performers for face image retrieval are Alexlayer7 with $K$-means and SSF, Alexlayer6 with $K$-SVD and SSF, and Alexlayer6 with $K$-means and SSF.

Dictionary Learning Face Image Retrieval +1

FGPGA: An Efficient Genetic Approach for Producing Feasible Graph Partitions

no code implementations17 Nov 2014 Md. Lisul Islam, Novia Nurain, Swakkhar Shatabda, M. Sohel Rahman

Graph partitioning, a well studied problem of parallel computing has many applications in diversified fields such as distributed computing, social network analysis, data mining and many other domains.

Cloud Computing Distributed Computing +1

GreMuTRRR: A Novel Genetic Algorithm to Solve Distance Geometry Problem for Protein Structures

no code implementations16 Nov 2014 Md. Lisul Islam, Swakkhar Shatabda, M. Sohel Rahman

In this paper, we propose a new genetic algorithm for solving the Euclidean distance geometry problem for protein structure prediction given sparse NMR data.

Protein Structure Prediction

Solving the Minimum Common String Partition Problem with the Help of Ants

no code implementations18 Jan 2014 S. M. Ferdous, M. Sohel Rahman

In this paper, we consider the problem of finding a minimum common partition of two strings.

Combinatorial Optimization

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