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数据挖掘与智能知识管理:理论与应用研究
  • 项目名称：数据挖掘与智能知识管理:理论与应用研究
  • 项目类别：创新研究群体科学基金
  • 批准号：70621001
  • 申请代码：G0103
  • 项目来源：国家自然科学基金
  • 研究期限：2007-01-01-2009-12-31
  • 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：2006
中文摘要：

本数据挖掘与智能知识理论与应用研究项目的目标是首先针对现存于数据挖掘和知识管理领域的挑战性问题进行研究，创造性的提出了了一个新的概念称之为"智能知识"，即从那些大规模数据中，通过数据挖掘方法挖掘出的有用的知识。其次，本项目聚焦于研究那些可以从粗糙知识中进行有效地基于最优化数据挖掘的新算法。第三，本研究探索了数据挖掘和智能知识的理论框架。最后，本群体还针对基于最优化的数据挖掘和智能知识领域的大量的实证与应用进行了研究。在三年期间，本群体在这4个研究领域取得了大量研究成果。群体出版了8部学术专著，发表43篇期刊文章，在国际或国内学术会议上发表论文82篇，向国家管理部门提供政策报告5篇，主办重要国际学术会议4次(ICCS 2007, ICDM 2007, ICLP 2009, MCDM 2009)，群体成员主持国际会议workshop12次。另外，本研究团队培养硕士和博士25人，博士后4人，其中2人成为了知名国际学者。

中文主题词： 数据；知识；理论；应用
结论摘要：

英文主题词Data;Knowledge;Theory;Application

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
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期刊论文
Process-oriented knowledge-sharing platform for chemical engineering design projects
密云县土地利用景观格局时空变化及驱动力分析
基于矿产资源价值核算的中国真实国民储蓄及其区域分异
中国水土流失经济损失的货币化评价
Modeling technology adoptions for sustainable development under increasing returns, uncertainty, and
A DESCRIPTIVE FRAMEWORK FOR THE FIELD OF DATA MINING AND KNOWLEDGE DISCOVERY
A Multi-criteria Convex Quadratic Programming model for credit data analysis
新一轮跨境资本流动对中国宏观经济的影响及对策
知识过载与智能知识管理
曲线分类建模方法及其在多地区GDP预测中的应用
基于成分数据的市场集中度指标预测建模方法及应用
基于知识位势的组织知识转移与共享的激励机制研究
2008年国际资本流动展望:全球与中国
动态住房购买力测算模型及实证分析
成分数据相关系数计算方法研究
股指期货跨期套利交易保证金设置方法的比较
Credit risk evaluation using adaptive Lq penalty SVM with Gauss kernel
中国北方地区沙漠化造成经济损失的货币评价
Research on Evaluation Model of Organizational Knowledge Assets
A Rough Set-based Multiple Criteria Linear Programming Approach for Improving Classification Perform
Global and Local Bagging Approach for Classifying Noisy Dataset
Supportive Instances for Regularized Multiple Criteria Linear Programming
CEPA and interrelation between Chinese yuan and Hong Kong dollar
金融风暴下国际资本流动态势及其对中国宏观经济的影响
中国地级行政区域市场潜力评价
资本管制有效性实证研究述评
Prediction the distance range between antibody interface residues and antigen surface using Multiple
The Application of Knowledge Management in the Internet-Witkey Mode in China
Comparison study of two kernel-based learning algorithms for predicting the distance range between a
究竟是大股东利益输送抑或投资者乐观情绪推高了定向增发折扣——来自中国证券市场的证据
香港金融监管体制安排的发展历程及趋势
数据挖掘获取的知识的智能评价方法
市场潜力与中国制造业区域差异
京津冀都市圈经济增长的空间极化及其模拟研究
基于货币市场压力指数的银行危机预警研究
CEPA and interrelationship between Chinese yuan and Hong Kong dollar
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
IT系统运维中的知识转移研究
MCLP-based methods for improving "Bad" catching rate in credit cardholder behavior analysis
我国食品产业空间集聚的实证研究
电力消费量周期性分析
会议论文
Study on knowledge transfer and sharing of the core process within knowledge-intensive organizations
E-business intelligence via MCMP-based data mining methods
Network lifetime of application-specific randomly deployed wireless sensor networks in arbitrary sen
Research on Evaluation Model of Organizational Knowledge Assets
The Production Function Analysis of Technological Activities for Large and Medium-size Industrial En
Study on a Process-oriented Knowledge Management Model
Bias-variance analysis for ensembling regularized multiple criteria linear programming models
Transfer knowledge via relational K-means method
An aggregate ensemble for mining concept drifting data streams with noise
Knowledge-rich data mining in financial risk detection
Mining Knowledge from Multiple Criteria Linear Programming Models
Research Challenges and Solutions for the Knowledge Overload with Data Mining
Nearest Neighbor Convex Hull Classification Method for Face Recognition
A Novel MCQP Approach for Predicting the Distance Range between Interface Residues in Antibody-Antig
C3M: A classification model for multivariate motion time series
A Study of Protein-protein Interaction Sites Using Rough Set-based Multiple Criteria Linear Programm
A New Hierarchical Document Clustering Method
Computation and comparative study of PIR and HAI with demonstration analysis in Beijing
A study of the gap from data mining to its application with cases
Short-term capital flows in China: Trend, determinants and policy implications
An adaptive ensemble classifier for concept drifting stream
Affine subspace nearest points classification algorithm for wavelet face recognition
Automatic generation of traditional style painting by using density-based color clustering
A study on the relationship between ERP logic and direct consume coefficient of I/O table
A new multi-criteria quadratic-programming linear classification model for VIP E-mail analysis
Cleansing Noisy Data Streams
An intelligent process oriented knowledge management system between human, process and knowledge
A Comparative Empirical Study on the Margin Setting of Stock Index Futures Calendar Spread Trading
Wireless video-based sensor networks for surveillance of residential districts
A bias-variance analysis of Multiple Criteria Linear Programming classification ensembles
The knowledge discovery research on user's mobility of communication service provider
Select representative samples for regularized multiple-criteria linear programming classification
A Standard Process for Data Mining based Software Debugging
Kernel-based nonparametric regression method
A Comparative Study of Classification Methods in Financial Risk Detection
A Domain Knowledge-driven Framework for Multi-Criteria Optimization-based Data Mining Methods
Study on knowledge management modes of large-scale scientific construction projects
Data Mining for Online Game Customer Retention
Dea-based comprehensive evaluation of intelligent knowledge
A rough set-based multiple criteria linear programming approach for classification
Data mining for Seismic exploration
A Comparative Empirical Study on the Margin Setting Methodology——Based on Hang Seng Index Futures
Causality Relationship between CNY NDF and CNY Spot Rates
Predictive modeling of large-scale sequential curves based on clustering
A Simulation Model of Technological Adoption with an Intelligent Agent
A survey of interestingness measures for association rules
Study on the application of data mining algorithms in credit card management
Data Mining for Software Trustworthiness
A Multiple Criteria and Multiple Constraints Mathematical Programming Model for Classification
Heterogeneous Information Integration and Mining – A Review and Case Study on Real-time Incident Man
Nonlinear Knowledge in Kernel-based Multiple Criteria Linear Programming Classifier
Data-oriented early warning indicators of financial crisis
智能知识管理研究
A Multiple Criteria Quadratic Programming Method for Protein Surface Residues Classification
Research on Ratchet Effects in Enterprises' Knowledge Sharing Based on Game Models
Research on Domain-Driven Actionable Knowledge Discovery
Data Mining Integrated with Domain Knowledge
ELES-based Model and Demonstration analysis for Housing Affordability Measuring in Beijing
An Effective Feature Selection Method Using the Contribution Likelihood Ratio of Attributes for Clas
Toward domain-driven data mining
A quantitative study on the mutual fund rating with LDA
Study on dynamic model and demonstration analysis for urban housing purchasing power measuring
Select objective functions for multiple criteria programming classification
Inter-Frame Change Directing online clustering of multiple moving objects for video-based sensor net
Categorizing and mining concept drifting data streams
Synchronized Wavelet Universal Representations on Error Bound
Cluster analysis and optimization in color-based clustering for image abstract
The characteristic analysis of web user clusters based on frequent browsing patterns
The application of data mining in mobile subscriber classification
A combined web mining model and its application in crisis management
The Analysis of Logistic Regression in Customers’Churn of VIP Electronic Mailbox
Active learning from data streams
Research on improving efficiency of organizational knowledge transfer and sharing based on knowledge
The model research of the knowledge transfer and sharing in the ERP implement
Using WordNet to disambiguate word senses for text classification
Kimberlites identification by classification methods
Pushing frequency constraint to utility mining model
Utility-based Web path traversal pattern mining
Epsilon-support vector and large-scale data mining problems
Study on Process-oriented intelligent knowledge management Meta-Synthesis system model
An empirical analysis of influence factors on access amount of Chinese provincial government portals
A multi-criteria decision support system of water resource allocation scenarios
Multiple-criteria linear programming for VIP E-Mail behavior analysis
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