A M Muntasir Rahman

A M Muntasir Rahman

New Jersey Institute of Technology

H-index: 3

North America-United States

About A M Muntasir Rahman

A M Muntasir Rahman, With an exceptional h-index of 3 and a recent h-index of 3 (since 2020), a distinguished researcher at New Jersey Institute of Technology, specializes in the field of Machine Learning, NLP.

His recent articles reflect a diverse array of research interests and contributions to the field:

Data Augmentation for Text Classification with EASE

Margin Trader: A Reinforcement Learning Framework for Portfolio Management with Margin and Constraints

HODL: The Hold of Reddit Over the Stock Market

A M Muntasir Rahman Information

University

New Jersey Institute of Technology

Position

___

Citations(all)

22

Citations(since 2020)

20

Cited By

12

hIndex(all)

3

hIndex(since 2020)

3

i10Index(all)

0

i10Index(since 2020)

0

Email

University Profile Page

New Jersey Institute of Technology

A M Muntasir Rahman Skills & Research Interests

Machine Learning

NLP

Top articles of A M Muntasir Rahman

Data Augmentation for Text Classification with EASE

Authors

A M Muntasir Rahman,Wenpeng Yin,Guiling Wang

Published Date

2023/12/31

In this work, we present EASE, a simple but dependable Data Augmentation (DA) technique for Text Classification (TC) that has four easy steps: Extract Units, Acquire Labels, Sift and Employ. We extract meaningful units as augmented samples from original data samples and use powerful tools to acquire labels for them before they are sifted and merged. Previous DA techniques, like EDA-Easy DA (Wei and Zou, 2019) and AEDA-An Easier DA (Karimi et al., 2021), excel with sequential, RNN-based models but struggle with BERT (Devlin et al., 2019) and other transformer-based models that heavily rely on token order. EASE, in contrast, performs well with these models, demonstrating stability, speed, and minimal adverse effects. We tested our intuitive method on multiple challenging datasets sensitive to augmentation, and experimental results have indicated the efficacy of DA with EASE.

Margin Trader: A Reinforcement Learning Framework for Portfolio Management with Margin and Constraints

Authors

Jingyi Gu,Wenlu Du,A M Muntasir Rahman,Guiling Wang

Published Date

2023/11

In the field of portfolio management using reinforcement learning, existing approaches have mainly focused on cash-only trading, overlooking the potential benefits and risks of margin trading. Incorporating margin accounts and their constraints, especially in short sale scenarios, is crucial yet often neglected. To address this gap, we make the first attempt to propose Margin Trader, an innovative and adaptive reinforcement learning framework designed for margin trading in the stock market. Margin Trader integrates margin accounts and constraints into a realistic trading environment for both long and short positions. The framework aims to balance profit maximization and risk management through the Margin Adjustment Module and the Maintenance Detection Module. Margin Trader supports various Deep Reinforcement Learning (DRL) algorithms and offers traders the flexibility to customize critical settings, such as …

HODL: The Hold of Reddit Over the Stock Market

Authors

A M Muntasir Rahman,Ajim Uddin,Guiling Wang

Published Date

2023

WallStreetBets (WSB) became the center of attention among all the social media outlets following the Gamestop short squeeze incident in 2021. Naturally, this raises scientific queries about how much WSB has since sustained its influence on the stock market. With Reddit and other social media networks, prior efforts have concentrated on evaluating textual sentiment impacts using lexical or conventional machine-learning approaches. However, the natural language processing landscape has evolved remarkably with the introduction of large-scale language models, and it remains to be seen how much these models can help scrutinize Reddit’s impact on the market participant. This research offers a BERT-based sentiment scoring approach tailored specifically for the text used in Reddit’s wallstreetbets community. We anticipate that this will encourage future studies in financial literature to use pre-trained language …

See List of Professors in A M Muntasir Rahman University(New Jersey Institute of Technology)

A M Muntasir Rahman FAQs

What is A M Muntasir Rahman's h-index at New Jersey Institute of Technology?

The h-index of A M Muntasir Rahman has been 3 since 2020 and 3 in total.

What are A M Muntasir Rahman's top articles?

The articles with the titles of

Data Augmentation for Text Classification with EASE

Margin Trader: A Reinforcement Learning Framework for Portfolio Management with Margin and Constraints

HODL: The Hold of Reddit Over the Stock Market

are the top articles of A M Muntasir Rahman at New Jersey Institute of Technology.

What are A M Muntasir Rahman's research interests?

The research interests of A M Muntasir Rahman are: Machine Learning, NLP

What is A M Muntasir Rahman's total number of citations?

A M Muntasir Rahman has 22 citations in total.