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检索条件"机构=Advanced Data Analytics & Parallel Technologies Laboratory"
16 条 记 录,以下是1-10 订阅
排序:
A Survey and Experimental Review on data Distribution Strategies for parallel Spatial Clustering Algorithms
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Journal of Computer Science & Technology 2024年 第3期39卷 610-636页
作者: Jagat Sesh Challa Navneet Goyal Amogh Sharma Nikhil Sreekumar Sundar Balasubramaniam Poonam Goyal Advanced Data Analytics and Parallel Technologies Laboratory Birla Institute of Technology and Science Pilani 333031India Uber New York 11101U.S.A. Computer Science and Engineering Department University of MinnesotaMinneapolis 55455U.S.A.
The advent of Big data has led to the rapid growth in the usage of parallel clustering algorithms that work over distributed computing frameworks such as MPI,MapReduce,and *** important step for any parallel clusterin... 详细信息
来源: 评论
Android Web Security Solution using Cross-device Federated Learning  14
Android Web Security Solution using Cross-device Federated L...
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14th International Conference on COMmunication Systems and NETworkS, COMSNETS 2022
作者: Singh, A K Goyal, Navneet BITS Pilani Advanced Data Analytics Parallel Technologies Lab Dept. of CSIS Pilani Campus India
Over the last one decade or so, Machine Learning has changed the global technology landscape with applications in almost all disciplines and verticals. Mobile and Web Security is an important research area in which re... 详细信息
来源: 评论
Resource-Aware Multi-Criteria Vehicle Participation for Federated Learning in Internet of Vehicles
SSRN
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SSRN 2023年
作者: Wen, Jie Zhang, Jingbo Zhang, Zhixia Cui, Zhihua Cai, Xingjuan Chen, Jinjun The Shanxi Key Laboratory of Advanced Control and Equipment intelligence Taiyuan University of Science and Technology Shanxi Taiyuan China The Shanxi Key Laboratory of Big Data Analysis and Parallel Computing Taiyuan University of Science and Technology Shanxi Taiyuan China The State Key Lab for Novel Software Technology Nanjing University China Department of Computing Technologies Swinburne University of Technology Melbourne Australia
Federated learning (FL), as a safe distributed training mode, provides strong support for the edge intelligence of the Internet of Vehicles (IoV) to realize efficient collaborative control and safe data sharing. Howev... 详细信息
来源: 评论
A Rapid Prototyping Approach for High Performance Density-Based Clustering
A Rapid Prototyping Approach for High Performance Density-Ba...
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International Conference on data Science and advanced analytics (DSAA)
作者: Saiyedul Islam Sundar Balasubramaniam Poonam Goyal Ankit Sultana Lakshit Bhutani Saurabh Raje Navneet Goyal Advanced Data Analytics & Parallel Technologies Laboratory Birla Institute of Technology and Science Pilani India
Big data has significantly increased the dependence of data analytics community on High Performance Computing (HPC) systems. However, efficiently programming an HPC system is still a tedious task requiring specialized...
来源: 评论
Rapid Prototyping of Hierarchical Agglomerative Clustering Algorithms for Distributed Systems
Rapid Prototyping of Hierarchical Agglomerative Clustering A...
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IEEE International Conference on Big data
作者: Saiyedul Islam Navneet Goyal Sundar Balasubramaniam Poonam Goyal Achal Agarwal Kirti Singh Rathore Nischay Singh Advanced Data Analytics & Parallel Technologies Laboratory Birla Institute of Technology & Science Pilani Pilani Campus India
Hierarchical Agglomerative Clustering (HAC) algorithms are used in many applications where clusters have a hierarchical relationship between them. Their parallelization is challenging due to the dependence of every ag... 详细信息
来源: 评论
BCS-Net: Boundary, Context and Semantic for Automatic COVID-19 Lung Infection Segmentation from CT Images
arXiv
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arXiv 2022年
作者: Cong, Runmin Yang, Haowei Jiang, Qiuping Gao, Wei Li, Haisheng Wang, Cong Zhao, Yao Kwong, Sam The Institute of Information Science Beijing Jiaotong University Beijing100044 China Beijing Key Laboratory of Big Data Technology for Food Safety Beijing Technology and Business University Beijing100048 China The Department of Computer Science City University of Hong Kong Hong Kong The Beijing Key Laboratory of Advanced Information Science and Network Technology Beijing100044 China The School of Information Science and Engineering Ningbo University Ningbo315211 China The School of Electronic and Computer Engineering Peking University Shenzhen Graduate School Shenzhen518055 China Peng Cheng Laboratory Shenzhen518055 China The Distributed and Parallel Software Lab Huawei Technologies Shenzhen518129 China The City University of Hong Kong Shenzhen Research Institute Shenzhen51800 China
The spread of COVID-19 has brought a huge disaster to the world, and the automatic segmentation of infection regions can help doctors to make diagnosis quickly and reduce workload. However, there are several challenge... 详细信息
来源: 评论
Scalable parallel Algorithms for Shared Nearest Neighbor Clustering
Scalable Parallel Algorithms for Shared Nearest Neighbor Clu...
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International Conference on High Performance Computing
作者: Sonal Kumari Saurabh Maurya Poonam Goyal Sundar S Balasubramaniam Navneet Goyal Department of Computer Science & Information Systems Advanced Data Analytics & Parallel Technologies Laboratory INDIA
Clustering is a popular data mining technique which discovers structure in unlabeled data by grouping objects together on the basis of a similarity criterion. Traditional similarity measures lose their meaning as the ... 详细信息
来源: 评论
A parallel Framework for Grid-Based Bottom-Up Subspace Clustering
A Parallel Framework for Grid-Based Bottom-Up Subspace Clust...
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International Conference on data Science and advanced analytics (DSAA)
作者: Poonam Goyal Sonal Kumari Shubham Singh Vivek Kishore Sundar S. Balasubramaniam Navneet Goyal Department of Computer Science & Information Systems Advanced Data Analytics & Parallel Technologies Laboratory Pilani Campus INDIA
Clustering is a popular data mining and machine learning technique which discovers interesting patterns from unlabeled data by grouping similar objects together. Clustering high-dimensional data is a challenging task ... 详细信息
来源: 评论
A fast, Scalable SLINK Algorithm for Commodity Cluster Computing Exploiting Spatial Locality
A fast, Scalable SLINK Algorithm for Commodity Cluster Compu...
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IEEE International Conference on High Performance Computing and Communications
作者: Poonam Goyal Sonal Kumari Sumit Sharma Dhruv Kumar Vivek Kishore Sundar Balasubramaniam Navneet Goyal Advanced Data Analytics & Parallel Technologies Laboratory Department of Computer Science & Information Systems BITS-Pilani Pilani Campus INDIA
Single linkage (SLINK) hierarchical clustering algorithm is a preferred clustering algorithm over traditional partitioning-based clustering as it does not require the number of clusters as input. But, due to its high ... 详细信息
来源: 评论
DD-Rtree: A dynamic distributed data structure for efficient data distribution among cluster nodes for spatial data mining algorithms
DD-Rtree: A dynamic distributed data structure for efficient...
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IEEE International Conference on Big data
作者: Jagat Sesh Challa Poonam Goyal S. Nikhil Aditya Mangla Sundar S. Balasubramaniam Navneet Goyal Department of Computer Science & Information Systems Birla Institute of Technology & Science Pilani Pilani Campus India Advanced Data Analytics & Parallel Technologies Laboratory Department of Computer Science & Information Systems Birla Institute of Technology & Science Pilani Pilani Campus India
parallelizing data mining algorithms has become a necessity as we try to mine ever increasing volumes of data. Spatial data mining algorithms like Dbscan, Optics, Slink, etc. have been parallelized to exploit a cluste... 详细信息
来源: 评论