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We consider an investment process that includes a number of features, each of which can be active or inactive. Our goal is to attribute or decompose an achieved performance to each of these features, plus a baseline value. There are many…

计算金融 · 定量金融 2021-02-12 Nicholas Moehle , Stephen Boyd , Andrew Ang

The profit and loss (p&l) attrition for each business year into different risk or risk factors (e.g., interest rates, credit spreads, foreign exchange rate etc.) is a regulatory requirement, e.g., under Solvency 2. Three different…

投资组合管理 · 定量金融 2023-12-22 Solveig Flaig , Gero Junike

This paper develops a decomposition of standard Risk Contribution (RC) into two economically interpretable components: inherent risk and correlation risk. Using a leave-one-out representation, each position's RC separates into a term…

风险管理 · 定量金融 2026-04-14 Nolan Alexander , Frank Fabozzi

This article proposes a method for measuring the latent risks involved in the recovery process of non performing loans in financial institutions and business firms that deal with collection and recovery processes. To that end, we apply the…

应用统计 · 统计学 2014-08-20 Mauro R. Oliveira , Francisco Louzada

The aim of this paper is to compare two asset allocation methods for a pension scheme during the decumulation phase in the simplified portfolio selection between a risky asset following a geometric Brownian motion and a riskless asset. The…

投资组合管理 · 定量金融 2010-01-13 Frédéric Planchet , Pierre-Emanuel Thérond

It is well known that quantile regression model minimizes the portfolio extreme risk, whenever the attention is placed on the estimation of the response variable left quantiles. We show that, by considering the entire conditional…

投资组合管理 · 定量金融 2015-07-02 Giovanni Bonaccolto , Massimiliano Caporin , Sandra Paterlini

A model is developed to assess the profitability of loans or mortgages with a specified repayment schedule. Financial institutions face two competing risks: default and prepayment, both influenced by the stochastic evolution of credit…

风险管理 · 定量金融 2025-08-12 Quirini Lorenzo , Vannucci Luigi , Quirini Giovanni

As they play an increasingly important role in determining access to credit, credit scoring models are under growing scrutiny from banking supervisors and internal model validators. These authorities need to monitor the model performance…

机器学习 · 统计学 2025-01-22 Hué Sullivan , Hurlin Christophe , Pérignon Christophe , Saurin Sébastien

We design a system for risk-analyzing and pricing portfolios of non-performing consumer credit loans. The rapid development of credit lending business for consumers heightens the need for trading portfolios formed by overdue loans as a…

风险管理 · 定量金融 2021-10-29 Siyi Wang , Xing Yan , Bangqi Zheng , Hu Wang , Wangli Xu , Nanbo Peng , Qi Wu

Performance prediction, the task of estimating a system's performance without performing experiments, allows us to reduce the experimental burden caused by the combinatorial explosion of different datasets, languages, tasks, and models. In…

计算与语言 · 计算机科学 2021-02-11 Zihuiwen Ye , Pengfei Liu , Jinlan Fu , Graham Neubig

This study presents a Reinforcement Learning (RL)-based portfolio management model tailored for high-risk environments, addressing the limitations of traditional RL models and exploiting market opportunities through two-sided transactions…

投资组合管理 · 定量金融 2024-08-13 Ali Habibnia , Mahdi Soltanzadeh

Financial undertakings often have to deal with liabilities of the form 'non-hedgeable claim size times value of a tradeable asset', e.g. foreign property insurance claims times fx rates. Which strategy to invest in the tradeable asset is…

风险管理 · 定量金融 2020-11-30 Andreas Kunz , Markus Popp

Recent developments in deep learning techniques have motivated intensive research in machine learning-aided stock trading strategies. However, since the financial market has a highly non-stationary nature hindering the application of…

投资组合管理 · 定量金融 2020-12-15 Kentaro Imajo , Kentaro Minami , Katsuya Ito , Kei Nakagawa

Building the future profit and loss (P&L) distribution of a portfolio holding, among other assets, highly non-linear and path-dependent derivatives is a challenging task. We provide a simple machinery where more and more assets could be…

风险管理 · 定量金融 2020-08-28 Pietro Rossi , Flavio Cocco , Giacomo Bormetti

Estimating the covariance of asset returns, i.e., the risk model, is a key component of financial portfolio construction and evaluation. Most risk modeling approaches produce a factor model that decomposes the asset variability into two…

We introduce predictable relative forward performance processes (PRFPP) as a new framework for studying portfolio management within a competitive and incomplete market environment. Each agent trades a distinct stock following a binomial…

数理金融 · 定量金融 2026-05-08 Gechun Liang , Moris S. Strub , Yuwei Wang

We introduce a neural network approach for assessing the risk of a portfolio of assets and liabilities over a given time period. This requires a conditional valuation of the portfolio given the state of the world at a later time, a problem…

风险管理 · 定量金融 2021-05-27 Patrick Cheridito , John Ery , Mario V. Wüthrich

The risk of a credit portfolio depends crucially on correlations between the probability of default (PD) in different economic sectors. Often, PD correlations have to be estimated from relatively short time series of default rates, and the…

统计力学 · 物理学 2008-12-02 Bernd Rosenow , Rafael Weissbach , Frank Altrock

Predictive models often degrade in performance due to evolving data distributions, a phenomenon known as data drift. Among its forms, concept drift, where the relationship between explanatory variables and the response variable changes, is…

机器学习 · 统计学 2026-05-18 Ugur Dar , Mustafa Cavus

For $n$ assets and discrete-time rebalancing, the probability to complete a given schedule of investments and withdrawals is maximized over progressively measurable portfolio weight functions. Applications consider two assets, namely the…

投资组合管理 · 定量金融 2024-10-22 Hayden Brown
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