the proceedings contain 52 papers. the special focus in this conference is on Big Data and Its Applications. the topics include: Preference-aware HDFS for hybrid storage;urban traffic congestion prediction using float...
ISBN:
(纸本)9783319271217
the proceedings contain 52 papers. the special focus in this conference is on Big Data and Its Applications. the topics include: Preference-aware HDFS for hybrid storage;urban traffic congestion prediction using floating car trajectory data;a metadata cooperative caching architecture based on SSD and DRAM for file systems;parallel training GBRT based on kmeans histogram approximation for big data;an intelligent clustering algorithm based on mutual reinforcement;an effective method for gender classification with convolutional neural networks;a highly efficient indexing and retrieving method for astronomical big data of time series images;specialized FPGA-based accelerator architecture for data-intensive k-means algorithms;effectively identifying hot data in large-scale I/O streams with enhanced temporal locality;a search-efficient hybrid storage system for massive text data;enhancing parallel data loading for large scale scientific database;tradeoff between the price of distributing a database and its collusion resistance based on concatenated codes;a mapreduce reinforced distributed sequential pattern mining algorithm;a fast documents classification method based on simhash;identification of natural images and computer generated graphics using multi-fractal differences of PRNU;enriching document representation withthe deviations of word co-occurrence frequencies;big data analytics and visualization with spatio-temporal correlations for traffic accidents;a novel app recommendation method based on SVD and social influence;a segmentation hybrid index structure for temporal data and a refactored content-aware host-side SSD cache.
the proceedings contain 59 papers. the special focus in this conference is on Applications of parallel and Distributed Computing. the topics include: On exploring a virtual agent negotiation inspired approach for rout...
ISBN:
(纸本)9783319271361
the proceedings contain 59 papers. the special focus in this conference is on Applications of parallel and Distributed Computing. the topics include: On exploring a virtual agent negotiation inspired approach for route guidance in urban traffic networks;optimization of binomial option pricing on intel MIC heterogeneous system;stencil computations on HPC-oriented ARMv8 64-bit multi-core processor;a particle swarm optimization algorithm for controller placement problem in software defined network;a streaming execution method for multi-services in mobile cloud computing;economy-oriented deadline scheduling policy for render system using IaaS cloud;towards detailed tissue-scale 3D simulations of electrical activity and calcium handling in the human cardiac ventricle;task parallel implementation of matrix multiplication on multi-socket multi-core architectures;refactoring for separation of concurrent concerns;exploiting scalable parallelism for remote sensing analysis models by data transformation graph;resource-efficient vibration data collection in cyber-physical systems;a new approach for vehicle recognition and tracking in multi-camera traffic system;a scalable distributed fingerprint identification system;energy saving and load balancing for SDN based on multi-objective particle swarm optimization;pre-stack kirchhoff time migration on hadoop and spark;a cyber physical system with GPU for CNC applications;a solution of the controller placement problem in software defined networks;parallel column subset selection of kernel matrix for scaling up support vector machines;real-time deconvolution with GPU and spark for big imaging data analysis and parallel kirchhoff pre-stack depth migration on large high performance clusters.
the proceedings contain 59 papers. the special focus in this conference is on Software Systems, Programming Models, Performance Modeling and Evaluation. the topics include: A scalable fault-tolerance programing model ...
ISBN:
(纸本)9783319271392
the proceedings contain 59 papers. the special focus in this conference is on Software Systems, Programming Models, Performance Modeling and Evaluation. the topics include: A scalable fault-tolerance programing model on MIC cluster;multi-chunk redundant array of independent SSDS with improved performance;an energy efficient storage system for astronomical observation data on dome a;parallel aware hybrid solid-state storage;automatic optimization of software transactional memory through linear regression and decision tree;a data-centric tool to improve the performance of multithreaded program on NUMA;a light-weight hot data identification scheme via grouping-based LRU lists;towards interactive programming withparallel linear algebra in r;enhancing i/o scheduler performance by exploiting internal parallelism of SSDS;a performance and scalability analysis of the MPI based tools utilized in a large ice sheet model executing in a multicore environment;an efficient algorithm for a generalized LCS problem;on exploring a quantum particle swarm optimization method for urban traffic light scheduling;identifying repeated interleavings to improve the efficiency of concurrency bug detection;global reliability evaluation for cloud storage systems with proactive fault tolerance;performance evaluation and optimization of Wi-Fi display on android;a novel scheduling algorithm for file fetch in transparent computing;joint power and reduced spectral leakage-based resource allocation for d2d communications in 5G and an optimization strategy of energy consumption for data transmission based on optimal stopping theory in mobile networks.
the proceedings contain 58 papers. the special focus in this conference is on parallel and Distributed architectures. the topics include: parallelizing block cryptography algorithms on speculative multicores;performan...
ISBN:
(纸本)9783319271187
the proceedings contain 58 papers. the special focus in this conference is on parallel and Distributed architectures. the topics include: parallelizing block cryptography algorithms on speculative multicores;performance characterization and optimization for intel xeon phi coprocessor;an extended MDS code to improve single write performance of disk arrays for correcting triple disk failures;a distributed location-based service discovery protocol for vehicular ad-hoc networks;unified virtual memory support for deep CNN accelerator on SoC FPGA;dynamic time slice scheduler for virtual machine monitor;memory-aware NoC application mapping based on adaptive genetic algorithm;a study on non-volatile 3D stacked memory for big data applications;parallel implementation of dense optical flow computation on many-core processor;a power-conserving online scheduling scheme for video streaming services;prevent deadlock and remove blocking for self-timed systems;improving the memory efficiency of in-memory mapreduce based HPC systems;dual best-first search mapping algorithm for shared-cache multicore processors;energy efficient network-on-chip router with heterogeneous virtual channels;availability and network-aware mapreduce task scheduling over the internet;an optimized algorithm based on CRS codes in big data storage systems;quantum computer simulation on multi-GPU incorporating data locality;query execution optimization based on incremental update in database distributed middleware;coding-based cooperative caching in data broadcast environments;usage history-directed power management for smartphones;a mobile application distribution method and a clustering algorithm based on rough sets for the recommendation domain in trust-based access control.
作者：
Xu, ZhengCao, BuyangTongji Univ
Sch Software Engn Shanghai 201804 Peoples R China Tongji Univ
China Intelligent Urbanizat Cocreat Ctr High Dens Shanghai 200092 Peoples R China
Clustering analysis plays an important role in a wide range of fields including data mining, pattern recognition, machine learning and many other areas. In this paper, we present a parallel tabu search algorithm for c...
详细信息
ISBN:
(纸本)9783319271613;9783319271606
Clustering analysis plays an important role in a wide range of fields including data mining, pattern recognition, machine learning and many other areas. In this paper, we present a parallel tabu search algorithm for clustering problems. A permanent tabu list is proposed to partition the solution space for parallelization. Moreover, this permanent tabu list can also reduce the neighborhood space and constrain the election of candidates. the proposed approach is evaluated by clustering some specific dataset. And experimental results and speedups obtained show the efficiency of the parallel algorithm.
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