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Py学习  »  机器学习算法

量化前沿速递:机器学习[20240505]

量化前沿速递 • 1 年前 • 279 次点击  
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文献汇总

[1] Conceiving Naturally After IVF
试管婴儿后自然受孕
来源:ARXIV_20240502
[2] DAM
水坝
来源:ARXIV_20240502
[3] Pricing Catastrophe Bonds    A Probabilistic Machine Learning Approach
灾难债券定价的概率机器学习方法
来源:ARXIV_20240503
[4] Mathematics of Differential Machine Learning in Derivative Pricing and  Hedging
导数定价和套期保值中的微分机器学习数学
来源:ARXIV_20240503

[1] Conceiving Naturally After IVF

标题:试管婴儿后自然受孕
作者:Fabio I. Martinenghi, Xian Zhang, Luk Rombauts, Georgina M. Chambers
来源:ARXIV_20240502
Abstract : A growing share of the world s population is being born via assisted reproductive technology (ART), including in vitro fertilisation (IVF). However, two concerns persist. First, ART pregnancies correlate with predictors of poor outcomes at birth  and it is unclear whether this relationship is causal. Second, the emotional and financial costs associated with ART use might exacerbate defensive medical behaviour,......(摘要翻译及全文见知识星球)
Keywords :

[2] DAM

标题:水坝
作者:Yihang Fu, Mingyu Zhou, Luyao Zhang
来源:ARXIV_20240502
Abstract : In the distributed systems landscape, Blockchain has catalyzed the rise of cryptocurrencies, merging enhanced security and decentralization with significant investment opportunities. Despite their potential, current research on cryptocurrency trend forecasting often falls short by simplistically merging sentiment data without fully considering the nuanced interplay between financial market dynamics and external sentiment influences. This paper presents a novel Dual Attention Mechanism (DAM)......(摘要翻译及全文见知识星球)
Keywords :

[3] Pricing Catastrophe Bonds    A Probabilistic Machine Learning Approach

标题:灾难债券定价的概率机器学习方法
作者:Xiaowei Chen, Hong Li, Yufan Lu, Rui Zhou
来源:ARXIV_20240503
Abstract : This paper proposes a probabilistic machine learning method to price catastrophe (CAT) bonds in the primary market. The proposed method combines machine learning based predictive models with Conformal Prediction, an innovative algorithm that generates distribution free probabilistic forecasts for CAT bond prices. Using primary market CAT bond transaction records between January 1999 and March 2021, the proposed method is found to......(摘要翻译及全文见知识星球)
Keywords :

[4] Mathematics of Differential Machine Learning in Derivative Pricing and  Hedging

标题:导数定价和套期保值中的微分机器学习数学
作者:Pedro Duarte Gomes
来源:ARXIV_20240503
Abstract : This article introduces the groundbreaking concept of the financial differential machine learning algorithm through a rigorous mathematical framework. Diverging from existing literature on financial machine learning, the work highlights the profound implications of theoretical assumptions within financial models on the construction of machine learning algorithms. This endeavour is particularly timely as the finance landscape witnesses a surge in interest towards data......(摘要翻译及全文见知识星球)
Keywords :

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