NDLI: A Method of Accelerating LDA Program with GPU

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2013 Fourth International Conference on Networking and Distributed Computing

2012 Third International Conference on Networking and Distributed Computing

Table of contents

Message from General Co-chairs and Program Co-chairs

ICNDC 2012 Steering Committees

ICNDC 2012 Program Committees

Live Streaming with Content Centric Networking

Parallelizing FIB Lookup in Content Centric Networking

A Data Structure for Content Cache Management in Content-Centric Networking

Reality Check of CCN Routing Using Search Processor

Reformat Named Data Networking with Cryptographic Message Syntax

A Method of Accelerating LDA Program with GPU

An Implementation of High Performance Parallel KNN Algorithm Based on GPU

Application of Parallel Computing on Large Scale Atmospheric Nucleation

An Easy Matrix Computation Based Simulator of NDN

Research and Evaluation of Network Virtualization in Cloud Computing Environment

Research on Education Reform of Negative Feedback Teaching Process Based on Cloudy Computing

Enabling Distributed Computing Systems with ElopTM

The Algorithm for Constructing Extremal Graphs Based on MapReduce

Research on Hadoop Cloud Computing Model and its Applications

The Reform of Three-Dimensional to the Practice of Telecommunication System for the Applications of Internet of Things

A strategy for mesh client mobility support in wireless mesh networks

Using Dynamic Programming in Delay Tomography

RRCP: A Receiver-Driven and Router-Feedback Congestion Control Protocol for ICN

An Adaptive bit-allocation Method Based on Perceptual Quality Smoothing for Wireless Video Communications

A Trusted Opportunistic Routing Algorithm for Vanet

Performance Comparison of Multipath and Unipath Routing in Static Scenarios

A Service Differentiation Based Adaptive p-persistent MAC Scheme

A New Mechanism of QoS Dynamic Evaluation in Real-time Media Multipath Transmission

e-Learning Based on Semantic P2P Networks

Research of Automatic Digital Multimeter Interface Technology Based on UART

Implementation of Broken-point Continuingly-transferring Based on C#.NET

Comparative Research on Internet Flows Characteristics

On Detection Accuracy of L7-filter and OpenDPI

Algorithms for Finding Maximum Reliability Many-to-Many Multicast Routing under a Fixed Topology

The Influence of SNS Network Environment on University Students and the Probe of its Strategies

Suboptimum Multiuser Receivers for Coded IDMA Systems

The Research of High Frequency Soft Switching Power Supply Control Circuit

An Asynchronous Motor Vector Control System Considering the Variation of Rotor Resistance

Research of System for Design of Geothermal Exchanger in Ground Source Heat Pump

Development of Communication Interface for Vortex Flowmeter Platform Based on Embedded µC / OS-III

A Virtual View Synthesis Algorithm Based on Image Inpainting

Superpixel Based Depth Propagation for Semi-Automatic 2D-to-3D Video Conversion

An Effective Background Reconstruction Method for Video Objects Detection

Pedestrian Detection Based on ISC in Infrared Images

A scale adaptive Kalman filter method based on quaternion correlation in object tracking

The Research on Fuzzy Bayesian Network Model for the Network Public Opinion Situation and Threat Assessment

Study on the Foundation Theoretical Framework of COT-Oriented Cooperative Operation of System Resources

Research on the Restraint Mechanism for the Low-carbon Operation of Industrial Cluster

The Implementation of TT & C Software Sharing Prototype System

Application Analysis of Automated Testing Framework Based on Robot

SMIP-WPS: An Scientific Model Integration Platform Using Web Processing Service

Optimized Methods to Estimate Lower and Upper Bounds for Approximate Cycle Matching in Homogeneous Symmetric Pub/Sub System

An Improved Apriori Algorithm Based on Association Analysis

The Application of Data Mining and the Newsboy Model in B2B E-Commerce Supply Chain

2011 Second International Conference on Networking and Distributed Computing

2010 First International Conference on Networking and Distributed Computing

A Method of Accelerating LDA Program with GPU

Content Provider	IEEE Xplore Digital Library
Author	Yanjun Jiang Hualong Wen Zhanchun Gao
Copyright Year	2012
Abstract	LDA (Latent Dirichlet Allocation) is a text modeling algorithm based on a generative probabilistic model. It is widely used to discover latent topics among a set of documents. Mahout has implemented LDA algorithm, however, the execution time of the LDA program is very long when processing a large amount of documents, because the documents are processed in sequence. This paper introduces a method to modify this program with CUDA toolkit provided by NVIDIA, in order that a group of documents could be processed in parallel on GPU. Using this method, the LDA program could be accelerated greatly.
Starting Page	26
Ending Page	29
File Size	156019
Page Count	4
File Format	PDF
ISBN	9781467328586
ISSN	21655006
e-ISBN	9781467328586
DOI	10.1109/ICNDC.2012.14
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2012-10-21
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	CUDA Instruction sets Graphics processing units Estimation Mahout Parallel processing LDA Vectors Acceleration Kernel GPU
Content Type	Text
Resource Type	Article

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