NDLI: Report about VOCs dataset's analysis based on randomForests method

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Eighth International Conference on High-Performance Computing in Asia-Pacific Region (HPCASIA'05)

Proceedings. Eighth International Conference on High-Performance Computing in Asia-Pacific Region

Eighth International Conference on High-Performance Computing in Asia-Pacific Region - Copyright

Eighth International Conference on High-Performance Computing in Asia-Pacific Region - Table of Contents

General Co-Chairs Message

Program Co-Chairs Message

Acknowledgement to additional reviewers

Towards a more realistic BSP cost model

Optimal algorithms for scheduling large-scale divisible load on heterogeneous systems in non-blocking mode of communication

A scalable dynamic network memory service system

Optimizing strided remote memory access operations on the Quadrics QsNetII network interconnect

Achieving high performance to support multicast traffic in a parallel packet switch with space division multiplexing expansion

Adaptive Strassen and ATLAS's DGEMM: a fast square-matrix multiply for modern high-performance systems

Efficient subtorus processor allocation in a multi-dimensional torus

The linear layout of the incomplete hypercube

Parallel branch-and-bound algorithm for constructing evolutionary trees from distance matrix

Discrete optimization problems - some new heuristic approaches

Parallel programming models for finite-element method using preconditioned iterative solvers with multicolor ordering on various types of SMP cluster supercomputers

Parallel 3-dimensional DCT computation on k-ary n-cubes

Fracture analysis using reconfigurable computing systems

Design and evaluation of dynamic key message algorithms for cluster computing

Congestion management of self similar IP traffic - weighted probability normal and exponential RED

Parallel distributed structure of the operational data assimilation SSI system in the National Centers for Environmental Predictions (NCEP)

Applying Web service and Windows clustering for high volume risk analysis

Data production models for the CDF experiment

Parallel molecular dynamics simulation in NPT ensemble and its application to general anesthesia

High performance computing of compressible flows

Three-dimensional computational mechanical analysis for 3-layered aortic arch model under steady and unsteady flow with fluid-structure interactions

Development of blood flow and blood wall interaction simulation system using voxel data from medical images

To accelerate multiple sequence alignment using FPGAs

Road situation modeling and parallel algorithm implementation with FCD based on principle curves

3D seismic imaging using high-performance parallel direct solver for large-scale finite element analysis

Grid enablement and performance evaluation for simulators of nanoscale measurements of material properties

LAPACK in SILC: use of a flexible application framework for matrix computation libraries

Parallel matrix distribution library for sparse matrix solvers

High performance Sockets over kernel level virtual interface architecture

On the benefits of a workflow-aware file system in high-performance computing systems

PWP: a cluster Web portal based on MVC

A storage space management policy for a cluster file system

Performance modeling and optimal block size selection for a BLAS-3 based tridiagonalization algorithm

Performance comparison of adaptive routing algorithms in the star interconnection network

Performance modeling and analysis of pipelined circuit switching in hypercubes with faults

A trace-driven analysis of parallel prefetching algorithms for parallel and distributed systems

Reduction transformations for optimization parameter selection

Integration of parallel MM5 with distributed resource manager and performance evaluation

Operating system level support for resource sharing across multiple domains

Design and implementation of condor-UNICORE bridge

Speed-up techniques for computation of Markov chain model to find an optimal batting order

Addressing sporadic contention on shared computing clusters

Implementation of parallel plasma particle-in-cell codes on SuperSINET based grid

Preliminary study of a task farming API over the GridRPC framework

Self-organizing communication-aware resource management for scheduling in grid environment

Towards a peer-to-peer platform for high performance computing

A grid resource management approach based on P2P technology

GiSK: making secure, reliable and scalable VO repository virtualizing generic disks in the grid

Protocol transparent application framework for grid

The cluster monitoring & controlling method with scalable communication framework

Adaptive mechanisms for managing the high performance Web-based applications

A faster checkpointing and recovery algorithm with a hierarchical storage approach

Multithreading in the kylin operating system for high end computing

Research and realization of authentication technique based on OTP and Kerberos

A simple, fast parallel implementation of GRAPES 3DVAR

Test of iterative solvers on ITBL

Parallel multiple sequences alignment in SMP cluster

Performance evaluation of a parallel iterative method library using OpenMP

Performance evaluation of Allgather algorithms on terascale Linux cluster with fast Ethernet

Comprehensive evaluation of the cutting performance of sugarcane harvester based on fuzzy theory and neural network

Paralleled two-pass hexagonal algorithm for motion estimation

Optimal multi-installments algorithm for divisible load scheduling

Using packet scheduling to enhance I-cache behavior of protocol processing

A parallel hybrid genetic algorithm for solving a kind of non-identical parallel machine scheduling problems

Reconfigurable consistency algorithm

A novel fuzzy anomaly detection algorithm based on artificial immune system

An efficient way of passing of data in a multithreaded scheduled dataflow architecture

The RTCC-pyramid: a versatile pyramid network

Hypercube and its variant networks: a topological evaluation

VOIQ: a practical high-performance architecture for the implementation of single-buffered routers

Queue usage and memory-level parallelism sensitive scheduling

An instruction fetch policy handling L2 cache misses in SMT processors

Revised stride data value predictor design

OMFS: an object-oriented multimedia file system for cluster streaming server

A reconfigurable MPI broadcast function

Research on DNA computer with coprocessor organizational model

YellowRiver: a flexible high performance cluster computing service for grid

An information sharing and analysis method for detection of abnormal behavior in computational grids

A scheduling algorithm aimed at time and cost for meta-tasks in grid computing using fuzzy applicability

Network-attached smart peripheral for loosely coupled grid computer

A grid-distance based scheduling for grid resource management

A model of intelligent distributed medical diagnosis and therapy system based on mobile agent and ontology

A heuristic scheduling strategy for independent tasks on grid

GlobalStat: a statistics service for diverse data collaboration and integration in grid

Report about VOCs dataset's analysis based on randomForests method

ClustalY: speed up the guide tree building for ClustalW

Missing value estimation for microarray data based on fuzzy C-means clustering

Nearest Neighbor Algorithm for prediction of protein domain structural class

Parallel implementation of stochastic simulation for large-scale cellular processes

Biclustering of gene expression data by simulated annealing

ICA based supervised gene classification of Microarray data in yeast functional genome

Towards a weighted-tree similarity algorithm for RNA secondary structure comparison

Clustering orthologs based on sequence and domain similarities

Gene cluster algorithm based on most similarity tree

Proceedings. Seventh International Conference on High Performance Computing and Grid in Asia Pacific Region, 2004.

Proceedings Fourth International Conference/Exhibition on High Performance Computing in the Asia-Pacific Region

Proceedings High Performance Computing on the Information Superhighway. HPC Asia '97

Report about VOCs dataset's analysis based on randomForests method

Content Provider	IEEE Xplore Digital Library
Author	Zhang Huaizhong Hamprecht, F. Amann, A.
Copyright Year	2005
Description	Author affiliation: Sch. of Math. & Comput. Sci., Nanjing Normal Univ. (Zhang Huaizhong)
Abstract	Volatile organic compounds (VOCs) play an important role in diagnosis and therapy of various diseases. We compare several main classifiers for data classification and point out the advantages of randomForests on supervising learning. So, in this project, we take the randomForests approach to analyze and appraise the VOCs data originally coming from the medical test. According to actual situation, combining the unsupervising and supervising methods, the important components and outliers are given. The evaluation for the classifying results has been acquired due to the cross-validation sampling methods
Starting Page	5
Ending Page	607
File Size	246915
Page Count	603
File Format	PDF
ISBN	0769524869
DOI	10.1109/HPCASIA.2005.85
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2005-11-30
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Data analysis Medical treatment Diseases Medical diagnostic imaging Decision theory Volatile organic compounds Humans Gas detectors Pattern analysis Mathematics
Content Type	Text
Resource Type	Article

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