Search Results for author: Jay Kumar

Found 9 papers, 2 papers with code

Blockchain based Privacy-Preserved Federated Learning for Medical Images: A Case Study of COVID-19 CT Scans

no code implementations22 Apr 2021 Rajesh Kumar, Wenyong Wang, Cheng Yuan, Jay Kumar, Zakria, He Qing, Ting Yang, Abdullah Aman Khan

To solve this challenging task, we propose a blockchain-based federated learning framework that provides collaborative data training solutions by coordinating multiple hospitals to train and share encrypted federated models without leakage of data privacy.

Federated Learning

Collective Intelligence: Decentralized Learning for Android Malware Detection in IoT with Blockchain

no code implementations26 Feb 2021 Rajesh Kumar, Wenyong Wang, Jay Kumar, Zakria, Ting Yang, Waqar Ali

Specifically for malware detection task, (i) we propose a novel user (local) neural network (LNN) which trains on local distribution and (ii) then to assure the model authenticity and quality, we propose a novel smart contract which enable aggregation process over blokchain platform.

Android Malware Detection Malware Detection

Trends in Vehicle Re-identification Past, Present, and Future: A Comprehensive Review

no code implementations19 Feb 2021 Zakria, Jianhua Deng, Muhammad Saddam Khokhar, Muhammad Umar Aftab, Jingye Cai, Rajesh Kumar, Jay Kumar

Vehicle Re-identification (re-id) over surveillance camera network with non-overlapping field of view is an exciting and challenging task in intelligent transportation systems (ITS).

Vehicle Re-Identification

An Online Semantic-enhanced Dirichlet Model for Short Text Stream Clustering

no code implementations ACL 2020 Jay Kumar, Junming Shao, Salah Uddin, Wazir Ali

Clustering short text streams is a challenging task due to its unique properties: infinite length, sparse data representation and cluster evolution.

Short Text Clustering

Fake Review Detection Using Behavioral and Contextual Features

1 code implementation26 Feb 2020 Jay Kumar

We empirically proved importance of selected feature set for classification model to identify fake reviews.

General Classification

Word Embedding based New Corpus for Low-resourced Language: Sindhi

no code implementations28 Nov 2019 Wazir Ali, Jay Kumar, Junyu Lu, Zenglin Xu

Our intrinsic evaluation results demonstrate the high quality of our generated Sindhi word embeddings using SG, CBoW, and GloVe as compare to SdfastText word representations.

Word Embeddings

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