MulTi - Multiple Time Series Analysis in Economics
MulTi - Multiple Time Series Analysis in Economics
批准号:
390996990
负责人:
Professor Dr. Helmut Herwartz
金额:
$0.0万
依托单位国家:
德国
项目类别:
Research data and software (Scientific Library Services and Information Systems)
财政年份:
2018
资助国家:
德国
项目状态:
已结题
起止时间:
2017-12-31 至 2020-12-31
中文摘要
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英文摘要
Within the recent decade, we observe a strongly growing demand for analysis tools unravelling dynamic relationships in (high dimensional) systems of socio-demographic, economic and financial processes. Considering more complex models which can be difficult to implement, the challenges for research software are also shifting. By meeting the needs of the scientific community, we contribute to modern multivariate time series analysis by means of developing an intuitive, comprehensive and consistent software framework: MulTi comprises a sophisticated research library and analysis tool for multiple time series research. In this project, we combine its transparent and web-based development with an innovative collaboration approach. The Java-based prototype JMulTi offers an extensive library of reference implementations promoting the use of time series methods. The software has proven successful in research, teaching and practice. However, we believe that the its potential can be largely increased. Incorporating a novel sustainability concept and recognizing recent trends in data science, we revise the software fundamentally in favor for its continuous usability. To this end, we adapt its structure to modern work flows and users preferences from the scientific community for distinct programming environments. Aiming for strongest possible contribution, we transfer JMulTis library from Java and GAUSS to Python. We publish the resulting module to distinct repositories from where it can be installed and employed freely. A new wizard-based graphical user interface is suitable for the training of young scientists. Meeting the versatile needs of an interdisciplinary community, we implement further interfaces to the programming environments R and Stata. We expand the library for models and methods by taking into account recent literature, such as Bayesian tools that mostly have not been included in any software. Jointly with the development of state-of-the-art frequentist methods, we design MulTi to become an important basis for replication studies in economics. Providing knowledge and training, we create interactive web-based teaching materials for workshops and seminars. Our key objective is to create a unique, consistent reference library for multivariate time series analysis. A number of internationally well-known time series researchers agreed to cooperate on this project. Throughout the project period, they support the development by means of methodical and technical contributions, supervision and dissemination. The entire development and a public documentation of the development progress take place transparently on the collaborative platform GitHub.
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会议论文
Structural Models of Volatility
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批准号:393703356
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2018
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负责人:Professor Dr. Helmut Herwartz
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依托单位:
Local financial development and economic growth in Vietnam
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批准号:314736701
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2016
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负责人:Professor Dr. Helmut Herwartz
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依托单位:
Causes and effects of time-dependent inflation uncertainty - measurement, evidence, and policy implications
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批准号:157678884
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2009
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负责人:Professor Dr. Helmut Herwartz
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依托单位:
Lineare und nichtlineare Panelmodelle mit verallgemeinerter Fehlertermstruktur und ihre Anwendung bei der Analyse von Leistungsbilanzsalden
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批准号:22585369
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:2006
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负责人:Professor Dr. Helmut Herwartz
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依托单位:
Robust structural analysis when theoretical information is scarce
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批准号:504720211
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项目类别:Research Grants
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资助金额:$0.0万
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财政年份:--
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负责人:Professor Dr. Helmut Herwartz
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依托单位:
国内基金
海外基金
基于Multiple Collocation的北半球多源雪深数据长时序融合研究
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批准号:42001289
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项目类别:青年科学基金项目
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资助金额:24.0万元
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批准年份:2020
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负责人:肖林
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依托单位: