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Author BDA (Conference) (9th : 2021 : Online)

Title Big data analytics : 9th International Conference, BDA 2021, Virtual event, December 15-18, 2021, Proceedings / Satish Narayana Srirama, Jerry Chun-Wei Lin, Raj Bhatnagar, Sonali Agarwal, P. Krishna Reddy (eds.)
Published Cham, Switzerland : Springer, 2021

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Description 1 online resource (xiii, 355 pages) : illustrations (some color)
Series Lecture notes in computer science ; 13147
LNCS sublibrary, SL 3, Information systems and applications, incl. internet/web, and HCI
Lecture notes in computer science ; 13147.
LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
Contents Intro -- Preface -- Organization -- Contents -- Medical and Health Applications -- MAG-Net: Multi-task Attention Guided Network for Brain Tumor Segmentation and Classification -- 1 Introduction -- 2 Literature Review -- 3 Proposed Work -- 3.1 Encoder -- 3.2 Decoder -- 3.3 Classification -- 4 Experiment and Results -- 4.1 Dataset Setup -- 4.2 Training and Testing -- 4.3 Results -- 5 Conclusion -- References -- Smartphone Mammography for Breast Cancer Screening -- 1 Introduction -- 2 Related Work -- 3 System Description -- 4 Simulation -- 5 Results -- 6 Conclusion and the Future Work
4 The Solution to Contain Antibiotic Resistance -- 4.1 Diseasomics Knowledge Graph -- 4.2 Categorical Belief Knowledge Graph -- 4.3 Vector Embedding Through Node2Vec -- 4.4 Probabilistic Belief Knowledge Graph -- 4.5 De-escalation (Site-Specific and Patient-Specific Resistance) -- 4.6 The Right Automated Documentation -- 5 Conclusion -- References -- Tooth Detection from Panoramic Radiographs Using Deep Learning -- 1 Introduction -- 2 Related Works -- 3 Methodology -- 3.1 Data Collection -- 3.2 Data Annotation -- 3.3 Data Preprocessing -- 3.4 Object Detection Model -- 3.5 Performance Analysis
4 Experimental Results -- 4.1 Localization Loss -- 4.2 Total Loss -- 4.3 Learning Rate -- 4.4 Steps Per Epoch -- 5 Comparative Study -- 5.1 Comparison with Clinical Experts -- 5.2 Comparison with Other Works -- 6 Conclusion -- References -- Machine/Deep Learning -- Hate Speech Detection Using Static BERT Embeddings -- 1 Introduction -- 1.1 BERT -- 1.2 Attention in Neural Networks -- 2 Related Work -- 3 Proposed Methodology -- 3.1 Static BERT Embedding Matrix -- 4 Experiments -- 4.1 Choice of Dataset -- 4.2 Neural Network Architectures and Testing Environment -- 5 Results and Discussion
6 Conclusion -- References -- Fog Enabled Distributed Training Architecture for Federated Learning -- 1 Introduction -- 2 Related Work -- 3 Decentralized Federated Learning -- 3.1 Architecture -- 3.2 Online Training and Data Privacy -- 4 Evaluation and Results -- 4.1 Docker Based Fog Federation Framework -- 4.2 FMCW Radar Dataset for Federated Learning -- 4.3 Results and Analysis -- 5 Conclusions and Future Work -- References -- Modular ST-MRF Environment for Moving Target Detection and Tracking Under Adverse Local Conditions -- 1 Introduction -- 1.1 Data Collection and Pre-processing
Summary This book constitutes the proceedings of the 8th International Conference on Big Data Analytics, BDA 2021, which took place during December 2021. Due to COVID-19 pandemic the conference was held virtually. The 16 full and 3 short papers included in this volume were carefully reviewed and selected from 41 submissions. The contributions were organized in topical sections named as follows: medical and health applications; machine/deep learning; IoTs, sensors, and networks; fundamentation; pattern mining and data analytics
Notes Includes author index
Online resource; title from PDF title page (SpringerLink, viewed January 4, 2022)
Subject Big data -- Congresses
Database management -- Congresses
Data mining -- Congresses
Big data
Data mining
Database management
Genre/Form Electronic books
proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Srirama, Satish Narayana, 1978- editor.
Lin, Jerry Chun-Wei, editor.
Bhatnagar, Raj, editor.
Agarwal, Sonali, editor.
Reddy, P. Krishna (Polepalli Krishna), editor.
ISBN 9783030936204
3030936201
Other Titles BDA 2021