Search Results for author: Md Saiful Islam

Found 27 papers, 6 papers with code

Authorship Attribution in Bangla Literature (AABL) via Transfer Learning using ULMFiT

no code implementations8 Mar 2024 Aisha Khatun, Anisur Rahman, Md Saiful Islam, Hemayet Ahmed Chowdhury, Ayesha Tasnim

Moreover, we introduce the publicly available Bangla Authorship Attribution Dataset of 16 authors (BAAD16) containing 17, 966 sample texts and 13. 4+ million words to solve the standard dataset scarcity problem and release six variations of pre-trained language models for use in any Bangla NLP downstream task.

Authorship Attribution Sentence +1

Design and Implementation of Low-Cost Electric Vehicles (Evs) Supercharger: A Comprehensive Review

no code implementations24 Feb 2024 Md Khaledur Rahman, Faysal Amin Tanvir, Md Saiful Islam, Md Shameem Ahsan, Manam Ahmed

The aim is to assess the effects of different cost-driven EV charging strategies on the power distribution network (PDN).

Human-AI Collaboration in Real-World Complex Environment with Reinforcement Learning

no code implementations23 Dec 2023 Md Saiful Islam, Srijita Das, Sai Krishna Gottipati, William Duguay, Clodéric Mars, Jalal Arabneydi, Antoine Fagette, Matthew Guzdial, Matthew-E-Taylor

In this work, we show that learning from humans is effective and that human-AI collaboration outperforms human-controlled and fully autonomous AI agents in a complex simulation environment.

reinforcement-learning Reinforcement Learning (RL)

PARK: Parkinson's Analysis with Remote Kinetic-tasks

no code implementations21 Nov 2023 Md Saiful Islam, Sangwu Lee, Abdelrahman Abdelkader, Sooyong Park, Ehsan Hoque

We present a web-based framework to screen for Parkinson's disease (PD) by allowing users to perform neurological tests in their homes.

Unmasking Parkinson's Disease with Smile: An AI-enabled Screening Framework

no code implementations3 Aug 2023 Tariq Adnan, Md Saiful Islam, Wasifur Rahman, Sangwu Lee, Sutapa Dey Tithi, Kazi Noshin, Imran Sarker, M Saifur Rahman, Ehsan Hoque

Parkinson's disease (PD) diagnosis remains challenging due to lacking a reliable biomarker and limited access to clinical care.

Using AI to Measure Parkinson's Disease Severity at Home

no code implementations30 Mar 2023 Md Saiful Islam, Wasifur Rahman, Abdelrahman Abdelkader, Phillip T. Yang, Sangwu Lee, Jamie L. Adams, Ruth B. Schneider, E. Ray Dorsey, Ehsan Hoque

We present an artificial intelligence system to remotely assess the motor performance of individuals with Parkinson's disease (PD).

TextMI: Textualize Multimodal Information for Integrating Non-verbal Cues in Pre-trained Language Models

no code implementations27 Mar 2023 Md Kamrul Hasan, Md Saiful Islam, Sangwu Lee, Wasifur Rahman, Iftekhar Naim, Mohammed Ibrahim Khan, Ehsan Hoque

Our approach, TextMI, significantly reduces model complexity, adds interpretability to the model's decision, and can be applied for a diverse set of tasks while achieving superior (multimodal sarcasm detection) or near SOTA (multimodal sentiment analysis and multimodal humor detection) performance.

Humor Detection Multimodal Sentiment Analysis +1

NADBenchmarks -- a compilation of Benchmark Datasets for Machine Learning Tasks related to Natural Disasters

no code implementations21 Dec 2022 Adiba Mahbub Proma, Md Saiful Islam, Stela Ciko, Raiyan Abdul Baten, Ehsan Hoque

Climate change has increased the intensity, frequency, and duration of extreme weather events and natural disasters across the world.

Management

BAN-Cap: A Multi-Purpose English-Bangla Image Descriptions Dataset

1 code implementation LREC 2022 Mohammad Faiyaz Khan, S. M. Sadiq-Ur-Rahman Shifath, Md Saiful Islam

As computers have become efficient at understanding visual information and transforming it into a written representation, research interest in tasks like automatic image captioning has seen a significant leap over the last few years.

Image Captioning Machine Translation +1

Auto-Gait: Automatic Ataxia Risk Assessment with Computer Vision on Gait Task Videos

1 code implementation15 Mar 2022 Wasifur Rahman, Masum Hasan, Md Saiful Islam, Titilayo Olubajo, Jeet Thaker, Abdelrahman Abdelkader, Phillip Yang, Tetsuo Ashizawa, Ehsan Hoque

In this paper, we investigated whether we can 1) detect participants with ataxia-specific gait characteristics (risk-prediction), and 2) assess severity of ataxia from gait (severity-assessment) using computer vision.

Clinical Knowledge Feature Importance

HS-BAN: A Benchmark Dataset of Social Media Comments for Hate Speech Detection in Bangla

no code implementations3 Dec 2021 Nauros Romim, Mosahed Ahmed, Md Saiful Islam, Arnab Sen Sharma, Hriteshwar Talukder, Mohammad Ruhul Amin

In this paper, we present HS-BAN, a binary class hate speech (HS) dataset in Bangla language consisting of more than 50, 000 labeled comments, including 40. 17% hate and rest are non hate speech.

Hate Speech Detection

A Two-Stage Feature Selection Approach for Robust Evaluation of Treatment Effects in High-Dimensional Observational Data

no code implementations27 Nov 2021 Md Saiful Islam, Sahil Shikalgar, Md. Noor-E-Alam

Performance on both simulated and real-world data highlights that OAENet notably enhances the accuracy of estimating treatment effects or evaluating policy decision-making with causal inference.

Causal Inference feature selection

Pointer over Attention: An Improved Bangla Text Summarization Approach Using Hybrid Pointer Generator Network

no code implementations19 Nov 2021 Nobel Dhar, Gaurob Saha, Prithwiraj Bhattacharjee, Avi Mallick, Md Saiful Islam

Experimenting with the proposed model, we achieved ROUGE-1 and ROUGE-2 scores of 0. 66, 0. 41 for the "BANSData" dataset and 0. 67, 0. 42 for the BANS-133k" dataset, respectively.

Abstractive Text Summarization

A Study on Using Semantic Word Associations to Predict the Success of a Novel

no code implementations Joint Conference on Lexical and Computational Semantics 2021 Syeda Jannatus Saba, Biddut Sarker Bijoy, Henry Gorelick, Sabir Ismail, Md Saiful Islam, Mohammad Ruhul Amin

This article presents the study of semantic word associations using the word embedding of book content for a set of Roget{'}s thesaurus concepts for book success prediction.

POS

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

A Computational Framework for Solving Nonlinear Binary OptimizationProblems in Robust Causal Inference

no code implementations22 Dec 2020 Md Saiful Islam, Md Sarowar Morshed, Md. Noor-E-Alam

While causal inference requires randomized experiments, researchers and policymakers are increasingly using observational studies to test causal hypotheses due to the wide availability of observational data and the infeasibility of experiments.

Causal Inference Decision Making

Hate Speech detection in the Bengali language: A dataset and its baseline evaluation

no code implementations17 Dec 2020 Nauros Romim, Mosahed Ahmed, Hriteshwar Talukder, Md Saiful Islam

Our core contribution is to make this benchmark dataset available and accessible to facilitate further research in the field of in the field of Bengali hate speech detection.

Hate Speech Detection

Restyling Images with the Bangladeshi Paintings Using Neural Style Transfer: A Comprehensive Experiment, Evaluation, and Human Perspective

no code implementations10 Dec 2020 Manal, Ali Hasan Md. Linkon, Md. Mahir Labib, Marium-E-Jannat, Md Saiful Islam

Our study acts as a pre-requisite for the impact of NST stylized image using Bangladeshi paintings on mobile UI/GUI and material translation from the human perspective.

Style Transfer

Deep Learning Approach Combining Lightweight CNN Architecture with Transfer Learning: An Automatic Approach for the Detection and Recognition of Bangladeshi Banknotes

no code implementations10 Dec 2020 Ali Hasan Md. Linkon, Md. Mahir Labib, Faisal Haque Bappy, Soumik Sarker, Marium-E-Jannat, Md Saiful Islam

We have achieved maximum test accuracy of 98. 88\% on 8000 images dataset using MobileNet, 100\% on the 1970 images dataset using NASNetMobile, and 97. 77\% on the combined dataset (9970 images) using MobileNet.

Management Transfer Learning

Bengali Abstractive News Summarization(BANS): A Neural Attention Approach

1 code implementation3 Dec 2020 Prithwiraj Bhattacharjee, Avi Mallick, Md Saiful Islam, Marium-E-Jannat

Our proposed system deploys a local attention-based model that produces a long sequence of words with lucid and human-like generated sentences with noteworthy information of the original document.

Abstractive Text Summarization Document Summarization +2

BAN-ABSA: An Aspect-Based Sentiment Analysis dataset for Bengali and it's baseline evaluation

no code implementations1 Dec 2020 Mahfuz Ahmed Masum, Sheikh Junayed Ahmed, Ayesha Tasnim, Md Saiful Islam

Due to the breathtaking growth of social media or newspaper user comments, online product reviews comments, sentiment analysis (SA) has captured substantial interest from the researchers.

Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA) +3

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