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Quant 4.0: Engineering Quantitative Investment with Automated, Explainable and Knowledge-driven Artificial Intelligence
[article]
2022
arXiv
pre-print
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Second, explainable AI develops new techniques to better understand and interpret investment decisions made by machine learning black-boxes, and explains complicated and hidden risk exposures. ...
Despite its advantage in prediction, deep learning relies on extremely large data volume and labor-intensive tuning of "black-box" neural network models. ...
kernel method or kernel machine, is a family of nonparametric learning methods which make predictions by computing the similarity between samples. ...
arXiv:2301.04020v1
fatcat:vvr3p7vgxvhqronkmhwh3rsjuq
Development of Cultural and Creative Industries and the Innovation of Packaging Design under the Background of Big Data
2022
Computational Intelligence and Neuroscience
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Clustering methods include statistical analysis methods, machine learning methods, neural network methods, etc. e results of cluster analysis can be used to understand customer preferences and bring economic ...
Much experience can be learned from methods and data analysis. ...
doi:10.1155/2022/5622901
pmid:36035847
pmcid:PMC9410945
fatcat:bi3p6wuibjajtjzd6dm5swoo4y
A Century of Uneven and Combined Development: The Erosion of United States Hegemony and The Rise of China
2017
Vestnik MGIMO-Universiteta
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China's ascent was remarkably anticipated by Hobson [24] in his study of imperialism in which he wrote: "In our dealings with backward races capable of instruction in Western industrial methods there ...
China established control over its capital account enabling the Central Bank to accumulate reserves and the government to create a Sovereign Wealth Fund. ...
doi:10.24833/2071-8160-2017-4-56-7-32
fatcat:it5dghzfz5ewzdpv24qfx5tpam
The Rise and Fall of the Great Powers in the Twenty-first Century: China's Rise and the Fate of America's Global Position
2016
International Security
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a short one), inclusive wealth aims to provide information on the state of a country's capital stock for generating wealth over the long term: "Inspecting the stocks of produced capital, natural capital ...
Inclusive wealth measures a country's stock of assets in three areas: "(1) manufactured capital (roads, buildings, machines, equip-Great Powers in the 21st Century 31 ment), (2) human capital (skills, ...
doi:10.1162/isec_a_00225
fatcat:jzg475zszvazlhhv7ozredzoiy
Infrastructure Finance and Industrial Takeoff in England
2010
Journal of Money, Credit and Banking
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Agents can sell capital direct to firms but infrastructure is supplied via financial intermediaries who 'raise' the funding from agents. ...
Cottrell (1980) 1 Consider China's current investment in infrastructure to connect remote parts of that country or the capital expenditure on the Trans-Amazon Highway in the 1970s. ...
doi:10.1111/j.1538-4616.2010.00317.x
fatcat:gseultk7djcwxd522vugog7yq4
2. Financial Reform in China Progress and Challenges
[chapter]
2013
How Finance Is Shaping the Economies of China, Japan, and Korea
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We also try to explain the logic behind China's unique pattern of financial reform. Finally, we identify eight priority areas for financial reforms going forward. ...
It is not until China's entry to WTO that the country really started to put those financial institutions in the map of its national-wide reform. ...
The direct measure of the effectiveness of capital control is the method of covered interest parity. ...
doi:10.7312/park16526-002
fatcat:ektoxl3do5gnlphiu4nj3h6mn4
From Divergence to Convergence: Reevaluating the History Behind China's Economic Boom
2014
Journal of Economic Literature
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China's long-term economic dynamics pose a formidable challenge to economic historians. ...
While the timing remains in dispute, a vast gap emerged between newly rich industrial nations and China's lagging economy in the wake of the Industrial Revolution. ...
A poem by the Song emperor eloquently sketches the connection between learning, wealth and power that the examination system imprinted in the consciousness of Chinese households (MIYAZAKI 1976, p. 17 ...
doi:10.1257/jel.52.1.45
fatcat:5y5srmacefeivlh5b7pydeniwi
Supply and Demand Matching of Financial Support Policies for Private Enterprises Based on Text Measurement
2021
Discrete Dynamics in Nature and Society
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In this paper, we use policy text computing method that integrates topic mining, text classification, and training set predictions to study the supply and demand matching of China's financial support policies ...
Our research implies that China's development of a multiple-layer financial market has promoted the diversification of financing channels, which has improved the financing conditions for private enterprises ...
After initial merging and data processing of the news texts, 5 topics can be obtained through the elbow method, and the classification methods in machine learning with NLPIR-Parser are used to find out ...
doi:10.1155/2021/1433600
fatcat:miervrmj3bdthbioadodsfr7ty
How Intellectual Capital Combination Method Can Improve Corporate Performance in China's Information Technology Industry
2019
IEEE Access
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Then, the rough set method is introduced to empirically explore ideal IC combination methods in diversified situations using 539 valid samples from China's information technology industry. ...
INDEX TERMS Intellectual capital (IC), IC combination method, balance scorecard (BSC), IC dimension and corporate performance theoretical framework, the rough set method. ...
growth and gross operating profit via relational capital [37] . ...
doi:10.1109/access.2019.2963060
fatcat:eqdp2iscirdnrj2ksdgdnxcotq
Cryptocurrency trading: a comprehensive survey
2022
Financial Innovation
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and machine learning methods in cryptocurrency trading. ...
It contains backtesting, mapping and money management tools, and strategy optimization through machine learning (Fretrade 2020). ...
McLean and Pontiff (2016) pointed out that investors learn about mispricing in stock markets from academic publications. ...
doi:10.1186/s40854-021-00321-6
fatcat:d3d2pkxy5fgcfa4s6gi4h2snua
The Power of Nations: Measuring What Matters
2018
International Security
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lifeline linking the Chinese capital to China's rice ªelds in the south. ...
Carroll and Brenton Kenkel try to get around this problem by using machine learning techniques, CINC data, and militarized interstate dispute (MID) data to develop a proxy for power called the Dispute ...
doi:10.1162/isec_a_00328
fatcat:zvk6haq6rjgrpn74capybztm2u
From External Propaganda to Mediated Public Diplomacy: The Construction of the Chinese Dream in President Xi Jinping's New Year Speeches
[chapter]
2020
Public Diplomacy and the Politics of Uncertainty
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When a water shortage occurred in the capital of the Maldives, we provided assistance. ...
The stock political language to define national identity in official documents is missing from the New Year speeches. ...
doi:10.1007/978-3-030-54552-9_2
fatcat:4srsuiuk2ra6dftbz5hhfizwly
Cryptocurrency Trading: A Comprehensive Survey
[article]
2022
arXiv
pre-print
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It contains backtesting, mapping and money management tools, and strategy optimization through machine learning [86] . ...
Table 2 2 Comparison among Different machine learning methods Supervised Learning Unsupervised Learning Reinforcement Learning Definition The machine learns by using labeled data Machine training through ...
arXiv:2003.11352v5
fatcat:l7eih2yoazbq5i5lv4wh7c24ha
Shi-nematic afterimages: semiocapitalism and Chinese cine-cities
2021
Journal of Chinese Film Studies
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Revisiting our multi-scalar fractal method, on this outing we specifically engage with a nexus of new semiocapitalist images and urban sites/sights that foreground how rapidly the psychogeographic circumstances ...
Echoes here of a Casino logic to modern Capitalism. ...
Other patterns include a vertical scale mapping to be explored in more detail below. ...
doi:10.1515/jcfs-2021-0015
fatcat:gdcctk3qljay3lhu4k3eagm65y
Fantastic Beasts: Blockchain Based Banking
2021
Journal of Risk and Financial Management
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This review is further supplemented by a machine learning based textual analysis that identifies key themes, trends, divergences and gaps between academic and practitioner led industry literature. ...
In addition, our study identifies the cross-industry potential of blockchains via banking, thus, linking much disconnected prior literature. ...
The algorithms used were statistical, but they employed nonlinear dynamics and machine learning. ...
doi:10.3390/jrfm14040170
fatcat:wctdyumd5vhzzkejx7qyi7qf6e
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