位置：成果数据库 > 期刊 > 期刊详情页
基于SVR的中国金融状况指数研究
  • ISSN号：1003-1952
  • 期刊名称：《管理评论》
  • 时间：0
  • 分类：TP309.2[自动化与计算机技术—计算机系统结构;自动化与计算机技术—计算机科学与技术]
  • 作者机构：[1]中国科学院虚拟经济与数据科学研究中心中国科学院大学管理学院,北京100190
  • 相关基金：国家自然科学基金（71110107026）;CAS/SAFEA创新研究群体海外团队计划联合资助
作者： 王烨[1,2], 张玲玲[1,2], 郭琨[1,2], 石勇[1,2,3]
关键词： 大数据, 数据异构性, 决策异构, 数据挖掘, 决策管理, Big Data, Data Heterogeneity, Decision-making Heterogeneity, Data mining, Decision-making management
中文摘要：

本文简述了对大数据引发科技新挑战的一些粗浅认识,这些认识会随着大数据时代的变迁而改变。作者首先描述了大数据时代需要解决的三个技术问题,即将非结构化与半结构化数据转化为可分析的数据形式;大数据复杂性描述与建模;数据异构性与决策异构性。本文还进一步讨论了特定的大数据流以及数据驱动的决策管理等基本的大数据问题。在结论中,本文提出了一些数据科学的公开性研究问题,这些问题日益发展,最终将超越大数据的范畴。

英文摘要：

This paper briefly presents the author’s understanding to the new challenges of science and technology, triggered by Big Data. These observations could change along with the changes of Big Data Era. Firstly, it describes three problems that need to be solved in the era of big data： 1） how to transform unstructured and semi-structured data into a data format that can be analyzed via known data mining; 2） how to describe and model the complexity of Big Data; 3） Data Heterogeneity and Decision-making Heterogeneity. This paper further discusses other important issues of Big Data, such as the Big Data Streams and Data-driven Decision-making. In the conclusion, this paper provides some open research problems, including Data Science, which is more fundamental and may eventually exceed the scope of Big Data.

同期刊论文项目
数据挖掘与智能知识管理:理论与应用研究
期刊论文 130 会议论文 71 著作 3
最优化数据挖掘的商业智能方法以及在金融与银行管理中的应用
期刊论文 9
领域知识驱动的深层知识发现研究
期刊论文 25 会议论文 14 获奖 8
同项目期刊论文
A New Measurement of Sectoral Concentration of Credit Portfolios
IT项目管理中知识管理转移影响因素实证模型研究
行业咨询公司知识管理策略的选择与实施研究--基于业务类型的视角
基于改进的支持向量回归机的金融时序预测
基于领域知识的个性化推荐模型及其应用研究
Financial Distress Prediction for Chinese Listed Manufacturing Companies
Based on Information Fusion Technique with Data Mining in the Application of Finance Early-Warning
面向我国国立研究机构的人力资源配置模型研究
Credit card churn forecasting by logistic regression and decision tree
Knowledge push in knowledge-based information system
企业内部知识交易研究
基于平衡记分卡的科研学术机构信息化指数评价指标研究
Mining Intelligent Knowledge from A Two-phase Association Rules Mining,
基于领域知识的个性化推荐在企业交叉销售中的应用
基于粗糙集的多目标线性规划分类规则提取研究
基于领域知识和聚类的关联规则深层知识发现研究
基于信息融合的数据挖掘方法在公司财务预警中的应用
Research on Knowledge Sharing and Transfer in Remanufacturing Engineering Management Based on SECI Model
基于改进的支持向量回归机的金融时序预测
动态市场竞争环境下电子商务企业盈利能力的影响因素研究
电子商务企业全要素生产率变化及影响因素分析
社交媒体投资者关注、投资者情绪对中国股票市场的影响
人民币汇率对我国细分行业价格的传递效应研究
信用评分基本理论及其应用
Challenges to Engineering Management in the Big Data Era
基于多目标数学规划的网络入侵检测方法
Regularized multiple-criteria linear programming with universum and its application
A Spatial-Temporal Analysis of Health Care and Mortality Inequalities in China
Robust State Estimation for Discrete-Time Stochastic Neural Networks with Probabilistic Measurement
DEA based Analysis of Service Capacity for Beijing’s Public Libraries
Intelligent Knowledge for Product Innovation
Domain-Driven Classification Based on Multiple Criteria and Multiple Constraint-Level Programming fo
低价定向增发之谜:一级市场抑价或二级市场溢价?——来自中国证券市场的证据
Failure Prediction in Commercial Banks with A Hybrid Prediction Model
Two-stage hybrid feature selection algorithms for erythemato-squamous diseases
Twin support vector machine with Universum data
基于改进的支持向量机的金融时序预测
Parallel data mining techniques on Graphics Processing Unit with Compute Unified Device Architecture
FAMCDM A fusion approach of MCDM methods to rank multiclass classification algorithms
BIMM: A Bias Induced Matrix Model for Incomplete Reciprocal Pairwise Comparison Matrix
Analyses of impacts of China’s international trade on its water resources and uses
A FUZZY LINEAR PROGRAMMING-BASED CLASSIFICATION METHOD
A Dynamic Assessment Method for Urban Eco-environmental Quality Evaluation
基于期权视角的兼并价格确定的博弈分析
The game analyses to price the target enterprise of merger and acquisition based on the perspective
基于期权视角的海外市场拓展的双目标多项目多期优化随机机会约束模型
Multiple Criteria Programming for VIP Email Behavior Analysis
Multiple criteria decision making and decision support systems — Guest editor's introduction
Research on Knowledge Transfer and sharing in the Implement of Manufacturing EPR
High Utility Itemsets Mining
A multi-view approach to cDNA micro-array analysis
The spatial-temporal hierarchy of regional inequality of China
递进多目标粒子群算法的设计及应用
模糊信息环境下基于期权视角的兼并价格确定的博弈分析
低碳经济政策对区域发展格局演进的影响——基于动态多区域CGE模型的模拟分析
Kernel Subclass Convex Hull Sample Selection Method for SVM on Face Recognition
AN INPUT–OUTPUT ANALYSIS OF TRENDS IN VIRTUAL WATER TRADE AND THE IMPACT ON WATER RESOURCES AN
ENSEMBLE OF SOFTWARE DEFECT PREDICTORS AN AHP-BASED EVALUATION METHOD
How much real cost has China paid for its economic growth
突发公共事件应急信息系统框架与功能
Credit risk evaluation with kernel-based affine subspace nearest points learning method
中国各省区碳足迹与碳排放空间转移
Structural Regular Multiple Criteria Linear Programming for Classification Problem
Analyses of water footprint of Beijing in an interregional input–output framework
京津主导产业选择与优化研究
我国短期国际资本流动动因及其政策启示
新兴经济体国际资本流动态势
基于改进的支持向量回归机的金融时序预测
基于领域知识的个性化推荐模型及其应用研究
Improving resource utilization in hierarchy network by optimizing topological structure
碳排放许可的强度分配标准与中国区域经济协调发展——基于30省区CGE模型的分析
基于意外度的关联规则深层知识发现及应用研究
Knowledge Sharing in Quality Management
Recent Advances on Support Vector Machines Research
Optimum design of fractional order PIkDlcontroller for AVR system using chaotic ant swarm
Pinning adaptive synchronization of complex dynamical network with multi-links
Laplacian Twin Support Vector Machine for Semi-supervised Classification
Understanding Beijing’s Water Challenge: A Decomposition Analysis of Changes in Beijing’
Comment on “High-dimensional deterministic multiparty quantum secret sharing without unitary o
A CONCEPTUAL SNAPSHOT OF THE FIRST DECADE (2002-2011) OF THE INTERNATIONAL JOURNAL OF INFORMATION TE
Searching Dimension Incomplete Databases
Dynamics, space, and regional inequality in provincial China: A case study of Guangdong province
A framework for application-driven classification of data streams
Bug Detection in Source Code in Process Monitoring
The relationship between the Renminbi future spot return and the forward discount rate
Classifier Evaluation for Software Defect Prediction
国际资本流动特点与趋势
Regional earthquake vulnerability assessment using a combination of MCDM methods
Multi-party quantum secret sharing with the single-particle quantum state to encode the information
基于平衡计分卡视角的企业相对绩效评价研究
Multi-instance classification based on regularized multiple criteria linear programming
Error Correction Method in Classification by Using Multiple-Criteria and Multiple-Constraint Levels
Robust twin support vector machine for pattern classification
Data Consistency in Emergency Management
基于领域知识的个性化推荐在企业交叉销售中的应用
汇率制度效果及启示：基于1978—2009年间数据的实证研究
基于粗糙集的多目标线性规划分类规则提取研究
Delivery Efficiency and Supplier Performance Evaluation in China＇s E-retailing Industry
中国制造业分布的地理变迁与驱动因素
低价定向增发之谜：一级市场抑价或二级市场溢价？——来自中国证券市场的证据
我国大豆期货价格与现货价格波动关系的实证分析研究
低碳经济政策对区域发展格局演进的影响——基于动态多区域CGE模型的模拟分析
期刊信息
  • 《管理评论》
  • 北大核心期刊（2011版）
  • 主管单位:中国科学院
  • 主办单位:中国科学院大学
  • 主编：吕本富
  • 地址：北京市中关村东路80号7号楼112室中国科学院大学经济与管理学院
  • 邮编：100190
  • 邮箱：mreview@gucas.ac.cn
  • 电话：010-82680674
  • 国际标准刊号：ISSN：1003-1952
  • 国内统一刊号：ISSN：11-5057/F
  • 邮发代号:82-395
  • 获奖情况:
  • 国内外数据库收录:
  • 中国中国科技核心期刊,中国北大核心期刊（2008版）,中国北大核心期刊（2011版）,中国北大核心期刊（2014版）
  • 被引量:15896