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最优化与数据挖掘
  • 项目名称：最优化与数据挖掘
  • 项目类别：重点项目
  • 批准号：70531040
  • 申请代码：G010301
  • 项目来源：国家自然科学基金
  • 研究期限：2006-01-01-2009-12-31
  • 项目负责人：石勇
  • 负责人职称：教授
  • 依托单位：中国科学院大学
  • 批准年度：2005
中文摘要：

本项目建立了基于最优化的数据挖掘框架，并在此框架下利用最优化的原理开发出诸多有效的数据挖掘方法，包括基于多目标规划的数据挖掘方法，基于数据包络分析的数据挖掘方法，基于支持向量机的数据挖掘方法等等，并研究这些最优化数据挖掘方法的建模规则、算法实现、有效性和可扩展性，研究最优化数据挖掘建模中的非结构化、非线性、近似性和不确定性。这些理论成果在最优化与数据挖掘这一交叉领域取得了若干突破性的进展，尤其是开创了利用数据包络分析进行数据挖掘的先河，具有国际领先地位。本项目还将这些理论研究成果成功应用于诸多领域，包括中国人民银行征信系统开发，中国工商银行个人客户数据挖掘，石油勘探数据挖掘等，提供了可实际操作并能产生经济价值的最优化数据挖掘方案。

中文主题词： 最优化理论与方法；数据挖掘；多目标规划；数据包络分析；支持向量机
结论摘要：

英文主题词optimization theory and methods; data mining; multiple objective programming; deta envelopment analysis; support vector machines

成果综合统计
成果类型
数量
  • 期刊论文
  • 会议论文
  • 专利
  • 获奖
  • 著作
  • 70
  • 74
  • 0
  • 0
  • 4
期刊论文
A Piecewise-defined Severity Distribution based Loss Distrubtion approach to Estimate Operational Ri
Evaluating Efficiency of Decision Making Units with Network Structures
经验模式分解算法的分析及应用
具有阶段最终产出的链式网络DEA模型
THE DATA ENVELOPMENT ANALYSIS MODEL WITH INTERSECTION FORM PRODUCTION POSSIBILITY SET
国际石油价格波动周期性分析
城镇居民住房购买力研究
Research on data mining and knowledge Management and its applications in China ’s economic developme
投机对上海燃料油期货价格的影响分析
基于HKKP估计的商业银行操作风险估计
我国商业银行操作风险的度量研究
基于可拓集的企业数据挖掘应用方案初探
Multiple Criteria Optimization based Data Mining Methods and Applications: A Systematic Survey
基于模糊前沿面的分类方法
Bandwidth empirical mode decomposition and its application
Sampling based succinct matrix approximation
A Way to Accelerate Knowledge Management: from the Perspective of Knowledge Potential
DEA 的非参数规模收益预测方法
度量银行操作风险的POT幂律模型及其应用
我国商业银行操作风险模拟估计
A rough set-based multiple criteria linear programming approach for the medical diagnosis and progno
Decision analysis of data mining project based on Bayesian risk
An effective classification approach based on fuzzy set and multiple criteria linear programming
Problems and systematic Solutions in Data Quality
Multiple criteria mathematical programming for multi-class classification and application in network
Regularized multiple criteria linear programs for classification
A class of classification and regression methods by multiobjective programming
Several multi-criteria programming methods for classification
Foundations of Intelligent Knowledge Management
Modeling dynanmic correlations and spillover effects of country risk: evidence from Russia and Kazak
电力消费量周期性分析
Credit risk evaluation using adaptive Lq penalty SVM with Gauss kernel
DEA的交形式生产可能集及其应用
基于X-11-ARIMA方法的取暖油价格季节性波动分析
基于POT方法的商业银行操作风险极端值估计
外商直接投资质量评价
上海燃料油期货市场价格发现功能的实证研究
A multiple kernel support vector machine scheme for feature selection and rule extraction from gene
最优生产规模的DEA方法
关于 DEA 有效性“新方法”的探讨
Predicting the distance between antibody's interface residue and antigen to recognize antigen types
Characteristics and structures of weak efficient surfaces of production possibility sets
低质量数据下的知识获取方案研究
Feature selection via Least Squares Support Feature Machine
一类有投放率系统的控制策略
基于广义模糊数的软件成本加权CBR估算研究
风险相关性下的信用风险、市场风险和操作风险集成度量
基于粗糙集的多目标线性规划分类规则提取研究
基于数据挖掘的财富指数提取
基于风险调整后资本收益率的最优资产投资组合模型
三种分类算法偏差-方差结构的比较：MCLP,LDA和C5.0
改进的基于均衡约束数学规划的分类模型
生猪价格波动特征及影响事件的混合分析模型与实证
基于距离协调度模型的系统协调发展定量评价方法
会议论文
Imbalanced Data Classification: a LS-SVM Based Feature Shrinkage-Expansion Approach
Utility-based Web path traversal pattern mining
A multi-criteria decision support system of water resource allocation scenarios
Kimberlites identification by classification methods
Pushing frequency constraint to utility mining model
A new multi-criteria quadratic-programming linear classification model for VIP E-mail analysis
A Two-Layer Least Squares Support Vector Machine Approach to Credit Risk Assessment
Data Mining for Customer Segmentation in Personal Financial Market
The Influence of IPO to the Operational Risk of Chinese Commercial Banks
A Two-Layer Least Squares Support Vector Machine Approach to Credit Risk Assessment
Identifying the risk-return spectrum of the FSU oil economies
A New research Field: Intelligent Knowledge Management
Modeling on oil-importing risk under risk correlation
A Multiple Criteria and Multiple Constraints Mathematical Programming Model for Classification
A knowledge management model for middle And small enterprises
Bias-variance analysis for ensembling regularized multiple criteria linear programming models
An aggregate ensemble for mining concept drifting data streams with noise
Nonlinear Knowledge in Kernel-based Multiple Criteria Linear Programming Classifier
A New Classification Method for PCA-based Face Recognition
A Multi-criteria Risk Optimization Model for Trustworthy Software Process Management
Transfer knowledge via relational K-means method
Knowledge-rich data mining in financial risk detection
The Pareto-frontier Solution to the Multiproject and Multiple Item Stochastic Chance-Constrained Inv
Research on Ratchet Effects in Enterprises' Knowledge Sharing Based on Game Models
A Novel MCQP Approach for Predicting the Distance Range between Interface Residues in Antibody-Antig
A bias-variance analysis of Multiple Criteria Linear Programming classification ensembles
Data Mining Integrated with Domain Knowledge
A Simulation Model of Technological Adoption with an Intelligent Agent
Nearest Neighbor Convex Hull Classification Method for Face Recognition
Multiple Criteria Quadratic Programming for Financial Distress Prediction of the Listed Manufacturin
Kernel Based Regularized Multiple Criteria Linear Programming Model
The Measurement of Distinguishing Ability of Classification in Data Mining Model and Its Statistical
Multiple criteria mathematical programming and data mining
Study on dynamic model and demonstration analysis for urban housing purchasing power measuring
Cluster analysis and optimization in color-based clustering for image abstract
Mining Knowledge from Multiple Criteria Linear Programming Models
Knowledge Intelligence: A New Field in Business Intelligence
Finding the Hidden Pattern of Credit Card Holder’s Churn: A Case of China
Data Envelopment Analysis Assessment Machines
A Data Mining Approach to Classify Credit Cardholders’ Behavior
A RBF classifier with supervised center selection and weighted norm
Select representative samples for regularized multiple-criteria linear programming classification
Bound for the L2 Norm of Random Matrix and Succinct Matrix Approximation
An optimization-based classification approach with the non-additive measure
The Analysis on the Customers Churn of Charge Email Based on Data Mining Take One Internet Company f
Classification by linear programming with signed fuzzy Measures
Assessment the operational risk for Chinese commercial banks
Credit assessment: A least squares support feature machine approach
Pattern Recognition for MCNs Using Fuzzy Linear Programming
Least squares support feature machine
Operational risk assessment: An ERM-POT approach
Sparse and robust least squares support vector machine: A linear programming formulation
A Fuzzy Comprehensive Evaluation Method on Firms' Credit Sale Risk
An analysis about market efficiency in international petroleum markets: Evidence from three oil comm
Dynamic Concept of Returns to Scale in DEA Model
Optimal System Design Parallel Network DEA Models
The characteristic analysis of web user clusters based on frequent browsing patterns
Succinct Matrix Approximation and Efficient k-NN Classification
A combined web mining model and its application in crisis management
Investor sentiment and return predictability in Chinese fuel oil futures markets
EMD Algorithm Based on Bandwidth and the Application on Economic Data Analysis
Active learning from data streams
Application of Classification Methoods to Individual Disability Income Insurance Fraud Detection
ERM-POT method for quantifying operational risk for Chinese commercial banks
A multiple Kernel support vector machine scheme for simultaneous feature selection and rule-based cl
A regularized multiple criteria linear program for classification
Maker gene identification: A multiple kernel support vector machine approach
Feature Selection for VIP E-Mail Accounts Analysis
Epsilon-support vector and large-scale data mining problems
The application of data mining in mobile subscriber classification
Network lifetime of application-specific randomly deployed wireless sensor networks in arbitrary sen
Research on Business Process-oriented Knowledge Auditing Model
Credit risk evaluation using support vector machine with mixture of kernel
A dynamic committee scheme on multiple-criteria linear programming classification method
著作
经济与管理中的数学规划
Multiple Criteria Linear Program mining Decision Systems: Theory and Applications
信用评分系统与我国信用体系建设
评价相对有效性的 DEA 模型
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