NDLI: Reckon the Parameter of DBSCAN for Multi-density Data Sets with Constraints

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2010 International Conference on Artificial Intelligence and Computational Intelligence

2009 International Conference on Artificial Intelligence and Computational Intelligence

Volume 4 - 2009

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Title Page i - Volume 4

Title Page iii - Volume 4

Copyright Page - Volume 4

Table of Contents - Volume 4

Preface - Volume 4

Organizing Committee - Volume 4

Program Committee - Volume 4

Reviewers - Volume 4

Global Sliding Mode Control for Brushless DC Motors by Neural Networks

Importance Performance Analysis Based Fuzzy Neural for Determining Critical Service Attributes

Leader-Following Control of Multi-agent Consensus for a Discrete-Time Case

Model Reference Adaptive Control of a Class of Uncertain Nonlinear Systems Based on Neural Networks

Multi-objective PID Controller Based on NSGA-II Algorithm with Application to Main Steam Temperature Control

Neural Network Control Techniques of Hybrid Active Power Filter

Nonlinear Fuzzy Robust Adaptive Control of a Longitudinal Hypersonic Aircraft Model

Research on Fuzzy-PID Composite Control Strategy for Hydroelectric Generating Unit

Study on Framework of STEP-NC Controller with On-machine Inspection

Study on Intelligent Communication Module for Programmable Logic Controller

TCP Vegas-like Expert-Controlled Multicast Congestion Control Algorithm for Wireless Networks

The Research of Complex BP Neural Network PID Control

The System of Lifetime Prediction for VFD Based on VB and MATLAB

Variable Universe Adaptive Fuzzy Control on the Triple Inverted Pendulum and Choosing Contraction-Expansion Factor

A Novel PSO for Multi-stage Portfolio Planning

Optimizing Highway Tolls with an Intelligent Simulated Annealing Method

A Quantitative Method for Reasoning about Knowledge

An Application of Fuzzy Cognitive Map Based on Active Hebbian Learning Algorithm in Credit Risk Evaluation of Listed Companies

Application of ANN in the Thickness Measuring of Conductive Materials

Design of Self-Adapting Fuzzy Controller with Two Stages Variable Universe

Fuzzy Multi-attribute Decision Making Based on Degree of Grey Incidence and TOPSIS in Open Tender of International Project about Contractor Prequalification Evaluation Process

Parametric Modeling of Learning Management System Using Fuzzy Logic and Intelligent Decision Vectors

Multivariate Linear Regression Model Based on Fuzzy Variable in Econometrics

NRFCM: A New Robust Fuzzy Clustering Algorithm for Image Segmentation

Soft Computing-Based Cutter Layout Design of Rock Tunnel Boring Machine

Studies on the Extensions of BL Algebra

Study of Fuzzy Control in Direct Torque Control system

TSK Fuzzy Modeling Based on Kernelized Fuzzy Clustering and Least Squares Support Vector Machines

A Method of Fuzzy Reasoning Based on Semantic Similarity and Bipartite Graph Matching

Evaluation of Intelligent Greenhouse Climate Control System, Based Fuzzy Logic in Relation to Conventional Systems

Expert Consulting Service Platform for Forest Pests and Diseases Prevention of Rapid-Growing and High-Yield Forest in Northeast of China

Prediction of probable Tuna fishing grounds based on Bayesian theorem

A Hybrid E-institution Model: From the Static to the Dynamic

An Agent-Based Simulation Model of Options Market

Fuzzy Logic to Support Bilateral Agent Negotiation in E-commerce

Multi-agent Based Power Grid Data Integration and Sharing Platform

RA-An Agent BDI Model Based on Role

A Bayesian-Based Decision-Making Process for IDM-T

A Model for Fuzzy Multiple Attribute Group Decision Making and Fuzzy Simulation Algorithm

Decision Support System of Fire Station Distribution and Responsible Area Zoning in Nanjing, China

Effect of Training Artificial Neural Networks on 2D Image: An Example Study on Mammography

Multi-level Grey Evaluation for Competence of Knowledge Worker

Novel Data Processing Mechanism of Grey Control Model

Pricing Model of Higher Education Tuition Based on Multivariate Linear Regression

Research on Multi-criterion Group Decision Making Cases Based Reasoning

Research on Ontology-Based Case Indexing in CBR

Research on WLMS-Oriented Fuzzy Clustering Method and its Application

Resource Selection Game with Cost Constraint Oriented to Microeconomic Data Mining

A Framework for Video Event Detection Using Weighted SVM Classifiers

A Grid and Density Based Fast Spatial Clustering Algorithm

A New Algorithm for Clustering Based on Particle Swarm Optimization and K-means

A New Method of Periods' Identification in Hydrologic Series Based on EEMD

A New Method of Using Contextual Information to Infer the Semantic Orientations of Context Dependent Opinions

A Novel Clustering Algorithm for Graphs

A Novel Fast Clustering Algorithm

A Novel Tree Cluster Approach Based on Least Closed Tree

A Privacy-Preserving Distributed Method for Mining Association Rules

A Spatial Clustering Algorithm Based on Spatial Topological Relations for GML Data

An Approach for Analyzing Infrequent Software Faults Based on Outlier Detection

An Improved Perceptron Tree Learning Model Based Intrusion Detection Approach

An Improved Top-Down Data Mining Algorithm for Long Frequents

Data Mining for the Analytical Redundancy of Power Plant Critical Parameters

Discovery Algorithm for Mining both Direct and Indirect Weighted Association Rules

Feature Selection with Discrete Binary Differential Evolution

Fining Frequent Itemsets from Uncertain Transaction Streams

Frequent Items Mining on Data Stream Based on Time Fading Factor

Immune Optimization Based Genetic Algorithm for Incremental Association Rules Mining

Integrated Study in Incomplete Information System

Learning Naive Bayes Classifiers with Incomplete Data

Manufacturing Knowledge Subject Mining and Ranking for Mass Customization

Mining Concept-Drifting and Noisy Data Streams Using Ensemble Classifiers

Multiple-Step Rule Discovery for Associative Classification

Multi-relational Classification Based on the Contribution of Tables

Reckon the Parameter of DBSCAN for Multi-density Data Sets with Constraints

Study on Comparison of Discretization Methods

Study on Data Mining in First Period of Jiangzhai Site Based on the Association Algorithms

Study on the Improvement of K-Nearest-Neighbor Algorithm

An Algorithm of Tool-Path Optimization for High-Speed Machining Deep-Cavity Precision Forging Die

The Combination Forecasting Model for Power Load Based on Evidential Theory

Concurrency and Collision Workflow Model Based on Petri Net in Electric Power Monitoring System

Map Polygon-Polygon Objects Spatial Conflicts Solution Using Simulated Annealing

Research on Coordination Platform for Distributed Manufacturers Using Multi-agent

The Control Theory and Implementation Method of Clamping Force on Metal Belt CVT

A Batch Dyeing Machine's Controller Based on Embedded System

A Novel Longitudinal Speed Estimator for Fully Automation Ground Vehicle on Cornering Maneuver

Application and Development of Artificial Intelligence Technology for the Data Management and Analysis in Forestry

Application of Artificial Intelligence (AI) in Power Transformer Fault Diagnosis

Augmented LQG Optimal Control of Dynamic Performance for ETG System

Bilevel Programming Model for Optimal Number and Scale of Coal Mining Companies

Complex Network Study of Yantai Tourism Industry

Design and Implementation of the Emotional Pedagogical Agent

Diagnosis of Transformer Dissolved Gas Analysis Based on Multi-class SVM

Distributed Intelligent Maintenance System for CNC Machine Tools Based on Kansei Engineering

Feature Extraction Combining PCA and Immune Clonal Selection for Hyperspectral Remote Sensing Image Classification

Fuzzy Multi-objective Programming Approach to Hazard Materials Treatment Center Location

Hopf Bifurcation in a Delayed Predator-Prey Model with a Holling-Type IV Functional Response

Improved on Maximum Intensity Projection

Intelligent Visual Surveillance System Based on DSP

Modeling a Complex Socioeconomic Systems Using Multi-agent Platform

Multisource Traffic Data Fusion with Entropy Based Method

Opportunities for AI in Intelligent Web-Based Technology-Supported Learning

Optimal Reliability Allocation for Modular Software Systems Basis on Support Vector Clustering and Fuzzy Decision

Power Transformer Condition Monitoring Based on MAS

Refreezing Process of Ground for Concrete Pile Group Foundation with Hydration Heat in Cold Regions

Strategy Analysis of the Management of Natural Resources and the Urban-Heat Island Effect Using a Fuzzy Analytic Hierarchy Process in the Miaoli County of Taiwan

Study and Realization of Multimedia Intelligent Tourism Navigation System

Study on ARM-Based Embedded NC System

Study on Bidding Schemes and Decision-Making Method for Power Plant in Day-Ahead Power Market

Study on the Spatial Variability of Farmland Soil Nutrient Based on the Kriging Interpolation

Study on Tourism Video Active Service System

Study on Travel Route Intelligent Navigation System Based on WEBGIS

The Application of Self Immune Genetic Arithmetic in Fault Diagnose of Electric System

The Performance Improvements of an Active Suspension with Grey-Fuzzy Algorithm Employing Passenger Car

Transformer Oil Dissolved Gas Concentration Prediction Based on Genetic Algorithm and Improved Gray Verhulst Model

Brain Actuated Interaction: An Application of BCI

A Web-Based Intelligent Tutoring System for English Dictation

A Method for 2D Image Texture Synthesis Based on LBP

Application of Gray Analytic Hierarchy Process in Project Risk Evaluation

On the Functional Equation for the Hurwitz Zeta-function

Spatial Data Mining on Cultural Stratums for Field Archaeology Based on Geography Information System Databases

The Application of the Least Square Method in Back Analysis of 3D Initial Geostress

Application of Simulated Annealing Particle Swarm Algorithm in Optimal Scheduling of Hydropower Plant

Author Index - Volume 4

Publisher Information - Volume 4

Volume 3 - 2009

Volume 2 - 2009

Volume 1 - 2009

Reckon the Parameter of DBSCAN for Multi-density Data Sets with Constraints

Content Provider	IEEE Xplore Digital Library
Author	Tian-qiang Huang Yang-qiang Yu Kai Li Wen-fu Zeng
Copyright Year	2009
Abstract	DBSCAN is a typical density-based clustering algorithm, but it is time-consuming to ascertain the parameter Eps and it does not perform well on multi-density datasets because of the global parameter Eps. In this paper, we use must-link constraints to ascertain the parameter Eps for each density distribution effectively and automatically, which will be used to deal with multi-density data sets for traditional DBSCAN algorithm. Experimental results reveal that our algorithm can reckon the parameter of DBSCAN for multi-density data sets with constraints effectively.
Starting Page	375
Ending Page	379
File Size	532667
Page Count	5
File Format	PDF
ISBN	9781424438358
DOI	10.1109/AICI.2009.393
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2009-11-07
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Computer science Shape Databases Clustering methods Clustering algorithms DBSCAN Mathematics Must-link constraint Multi-density Data mining Artificial intelligence Computational intelligence
Content Type	Text
Resource Type	Article

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