BIGDATA: Collaborative Research: IA: F: Too Interconnected to Fail? Network Analytics on Complex Economic Data Streams for Monitoring Financial Stability
BIGDATA: Collaborative Research: IA: F: Too Interconnected to Fail? Network Analytics on Complex Economic Data Streams for Monitoring Financial Stability
批准号:
1632730
负责人:
George Michailidis
金额:
$47.0万
依托单位:
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2016
资助国家:
美国
项目状态:
已结题
起止时间:
2016-09-01 至 2020-12-31
中文摘要
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英文摘要
The recent financial crisis has accentuated the need for effective monitoring, oversight and regulation of financial markets and institutions. Complex market structures involving intricate interconnected relationships among financial institutions can help propagate and amplify shocks and hence also foster systemic risk. This project develops an integrative framework, based on accounting principles, that leverages a wide array of diverse quantitative financial datastreams, complemented by metadata and market announcements for the purpose of identifying and predicting market participants that could endanger the overall financial system.The proposed research builds upon modern statistics and computer science works, as well as recent financial and economic ideas aimed at assessing threats to financial stability and uncovering the complexity of financial systems in different market conditions. It will result in both new methods for complex Big Data and empirical results that can advance the state-of-the-art in financial research, as well as tools that support and enhance financial policymaking and decision-making. Key tasks of the project include: (1) Develop a rigorous accounting framework to integrate multiple financial and econometric data streams from many platforms and technologies. (2) Develop and customize a range of new network models and analysis tools for use with multiple financial data streams. An important idea will be to extend network and econometric tools in order to compare the structural evolution of different types of networks in response to external events and policy changes.
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DOI:
--
发表时间:
2018
期刊:
Journal of machine learning research
影响因子:
6
作者:
[Tarzanagh, Davoud Attae, Michailidis, George]
通讯作者:
Michailidis, George
Fast Randomized Algorithms for t-Product Based Tensor Operations and Decompositions with Applications to Imaging Data
基于 t 产品的张量运算和分解的快速随机算法及其在成像数据中的应用
DOI:
10.1137/17m1159932
发表时间:
2018
期刊:
SIAM Journal on Imaging Sciences
影响因子:
2.1
作者:
[Tarzanagh, Davoud Ataee, Michailidis, George]
通讯作者:
Michailidis, George
DOI:
10.1016/j.automatica.2018.07.008
发表时间:
2017-10
期刊:
ArXiv
影响因子:
--
作者:
[Mohamad Kazem Shirani Faradonbeh;Ambuj Tewari;G. Michailidis]
通讯作者:
Mohamad Kazem Shirani Faradonbeh;Ambuj Tewari;G. Michailidis
Regularized Estimation of High-dimensional Factor-Augmented Vector Autoregressive (FAVAR) Models
高维因子增强向量自回归 (FAVAR) 模型的正则化估计
DOI:
--
发表时间:
2020
期刊:
Journal of machine learning research
影响因子:
6
作者:
[Jiahe Lin, George Michailidis]
通讯作者:
Jiahe Lin, George Michailidis
DOI:
--
发表时间:
2018-06
期刊:
ArXiv
影响因子:
--
作者:
[Hossein Keshavarz;G. Michailidis;Y. Atchadé]
通讯作者:
Hossein Keshavarz;G. Michailidis;Y. Atchadé
共 10 条
ATD: Spatio-Temporal Modeling for Identifying Changes in Land Use
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批准号:2334735
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项目类别:Standard Grant
-
资助金额:$30.0万
-
财政年份:2023
-
负责人:George Michailidis
-
依托单位:
Change Point Detection for Data with Network Structure
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批准号:2348640
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项目类别:Standard Grant
-
资助金额:$30.0万
-
财政年份:2023
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负责人:George Michailidis
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依托单位:
Collaborative Research: ATD: Geospatial Modeling and Risk Mitigation for Human Movement Dynamics under Hurricane Threats
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批准号:2319552
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项目类别:Standard Grant
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资助金额:$4.5万
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财政年份:2023
-
负责人:George Michailidis
-
依托单位:
Collaborative Research: IMR: MM-1A: Scalable Statistical Methodology for Performance Monitoring, Anomaly Identification, and Mapping Network Accessibility from Active Measurements
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批准号:2319593
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项目类别:Standard Grant
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资助金额:$20.0万
-
财政年份:2023
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负责人:George Michailidis
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依托单位:
Change Point Detection for Data with Network Structure
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批准号:2210358
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项目类别:Standard Grant
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资助金额:$30.0万
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财政年份:2022
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负责人:George Michailidis
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依托单位:
ATD: Spatio-Temporal Modeling for Identifying Changes in Land Use
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批准号:2124507
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项目类别:Standard Grant
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资助金额:$30.0万
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财政年份:2021
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负责人:George Michailidis
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依托单位:
CDS&E: Statistical Methodology for Analysis and Forecasting with Large Scale Temporal Data
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批准号:1821220
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项目类别:Continuing Grant
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资助金额:$20.0万
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财政年份:2018
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负责人:George Michailidis
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依托单位:
ATD: Collaborative Research: Extremal Dependence and Change-Point Detection Methods for High-Dimensional Data Streams with Applications to Network Cybersecurity
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批准号:1830175
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项目类别:Continuing Grant
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资助金额:$8.8万
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财政年份:2018
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负责人:George Michailidis
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依托单位:
CyberSEES: Type 2: Collaborative Research: Tenable Power Distribution Networks
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批准号:1540093
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项目类别:Standard Grant
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资助金额:$24.48万
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财政年份:2015
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负责人:George Michailidis
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依托单位:
Collaborative Research: Statistical Methodology for Network based Integrative Analysis of Omics Data
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批准号:1545277
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项目类别:Standard Grant
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资助金额:$31.55万
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财政年份:2015
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负责人:George Michailidis
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依托单位:
CyberSEES: Type 2: Collaborative Research: Tenable Power Distribution Networks
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批准号:1442493
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项目类别:Standard Grant
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资助金额:$24.48万
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财政年份:2014
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负责人:George Michailidis
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依托单位:
Collaborative Research: Statistical Methodology for Network based Integrative Analysis of Omics Data
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批准号:1161838
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项目类别:Standard Grant
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资助金额:$44.77万
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财政年份:2012
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负责人:George Michailidis
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依托单位:
Third IEEE Workshop on Enabling the Future Service-Oriented Internet: Towards Socially-Aware Networks
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批准号:0947805
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项目类别:Standard Grant
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资助金额:$1.5万
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财政年份:2009
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负责人:George Michailidis
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依托单位:
Scientific Computing Research Environments for the Mathematical Sciences (SCREMS)
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批准号:0821196
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项目类别:Standard Grant
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资助金额:$5.0万
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财政年份:2008
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负责人:George Michailidis
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依托单位:
Design, Analysis, and Monitoring of Network Characteristics Using Tomography Techniques
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批准号:0505535
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项目类别:Standard Grant
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资助金额:$0.0万
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财政年份:2005
-
负责人:George Michailidis
-
依托单位:
Scientific Computing Research Environments for the Mathematical Sciences (SCREMS)
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批准号:0214171
-
项目类别:Standard Grant
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资助金额:$2.32万
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财政年份:2002
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负责人:George Michailidis
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依托单位:
Information Visualization Through Graph Drawing: Modeling, Analysis and Optimization Issues
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批准号:9988095
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项目类别:Continuing Grant
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资助金额:$21.47万
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财政年份:2001
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负责人:George Michailidis
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依托单位:
海外基金