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Risks, Volume 6, Issue 2

2018 June - 39 articles

Cover Story: We have designed a stochastic simulation machine that allows the user to generate a synthetic insurance portfolio of individual claims histories. This simulation machine is based on neural networks to incorporate individual claims feature information and is calibrated using real non-life insurance data. The simulated individual claims histories enable the user to back-test classical aggregate claims reserving methods—such as the chain-ladder method—as well as to develop new claims reserving methods which are based on individual claims histories. This simulation machine may provide a common ground and publicly available (synthetic) data for research in the field of claims reserving. View this paper.
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Articles (39)

  • Article
  • Open Access
24 Citations
10,125 Views
26 Pages

11 June 2018

The Solvency II directive asks insurance companies to derive their solvency capital requirement from the full loss distribution over the coming year. While this is in general computationally infeasible in the life insurance business, an application o...

  • Article
  • Open Access
55 Citations
16,229 Views
28 Pages

1 June 2018

This article reviews two leading measures of financial risk and an emerging alternative. Embraced by the Basel accords, value-at-risk and expected shortfall are the leading measures of financial risk. Expectiles offset the weaknesses of value-at-risk...

  • Article
  • Open Access
12 Citations
8,493 Views
19 Pages

Risk Aversion, Loss Aversion, and the Demand for Insurance

  • Louis Eeckhoudt,
  • Anna Maria Fiori and
  • Emanuela Rosazza Gianin

25 May 2018

In this paper we analyze insurance demand when the utility function depends both upon final wealth and the level of losses or gains relative to a reference point. Besides some comparative statics results, we discuss the links with first-order risk av...

  • Article
  • Open Access
2 Citations
4,255 Views
16 Pages

23 May 2018

This paper studies the moments and the distribution of the aggregate discounted claims (ADCs) in a Markovian environment, where the claim arrivals, claim amounts, and forces of interest (for discounting) are influenced by an underlying Markov process...

  • Article
  • Open Access
11 Citations
4,927 Views
18 Pages

17 May 2018

We review two complementary mixture-based clustering approaches for modeling unobserved heterogeneity in an insurance portfolio: the generalized linear mixed cluster-weighted model (CWM) and mixture-based clustering for an ordered stereotype model (O...

  • Article
  • Open Access
12 Citations
5,882 Views
13 Pages

16 May 2018

Credit risk is a critical issue that affects banks and companies on a global scale. Possessing the ability to accurately predict the level of credit risk has the potential to help the lender and borrower. This is achieved by alleviating the number of...

  • Article
  • Open Access
43 Citations
7,360 Views
21 Pages

Stochastic Modeling of Wind Derivatives in Energy Markets

  • Fred Espen Benth,
  • Luca Di Persio and
  • Silvia Lavagnini

16 May 2018

We model the logarithm of the spot price of electricity with a normal inverse Gaussian (NIG) process and the wind speed and wind power production with two Ornstein–Uhlenbeck processes. In order to reproduce the correlation between the spot pric...

  • Article
  • Open Access
7 Citations
8,575 Views
11 Pages

15 May 2018

In this paper, we study the implications of diversification in the asset portfolios of banks for financial stability and systemic risk. Adding to the existing literature, we analyse this issue in a network model of the interbank market. We carry out...

  • Article
  • Open Access
15 Citations
6,907 Views
35 Pages

8 May 2018

Utility and risk are two often competing measurements on the investment success. We show that efficient trade-off between these two measurements for investment portfolios happens, in general, on a convex curve in the two-dimensional space of utility...

  • Article
  • Open Access
2 Citations
7,096 Views
22 Pages

Modelling and Forecasting Stock Price Movements with Serially Dependent Determinants

  • Rasika Yatigammana,
  • Shelton Peiris,
  • Richard Gerlach and
  • David Edmund Allen

7 May 2018

The direction of price movements are analysed under an ordered probit framework, recognising the importance of accounting for discreteness in price changes. By extending the work of Hausman et al. (1972) and Yang and Parwada (2012),This paper focuses...

  • Article
  • Open Access
2 Citations
4,018 Views
20 Pages

4 May 2018

We extend an existing numerical model (Grasselli (2011)) for valuing a real option to invest in a capital project in an incomplete market with a finite time horizon. In doing so, we include two separate effects: the possibility that the project value...

  • Feature Paper
  • Article
  • Open Access
2 Citations
6,048 Views
13 Pages

2 May 2018

Solvency II Standard Formula provides a methodology to recognise the risk-mitigating impact of excess of loss reinsurance treaties in premium risk modelling. We analyse the proposals of both Quantitative Impact Study 5 and Commission Delegated Regula...

  • Article
  • Open Access
3,733 Views
12 Pages

30 April 2018

There are extensive studies on the allocation problems in the field of insurance and finance. We observe that these studies, although involving different methodologies, share some inherent commonalities. In this paper, we develop a new framework for...

  • Article
  • Open Access
5,327 Views
20 Pages

28 April 2018

We study the gap between the state pension provided by the Italian pension system pre-Dini reform and post-Dini reform. The goal is to fill the gap between the old and the new pension by joining a defined contribution pension scheme and adopting an o...

  • Article
  • Open Access
1 Citations
3,963 Views
17 Pages

27 April 2018

According to the last proposals of the Basel Committee on Banking Supervision, banks or insurance companies under the advanced measurement approach (AMA) must use four different sources of information to assess their operational risk capital requirem...

  • Article
  • Open Access
12 Citations
5,974 Views
16 Pages

24 April 2018

One of the key components of financial risk management is risk measurement. This typically requires modeling, estimating and forecasting tail-related quantities of the asset returns’ conditional distribution. Recent advances in the financial ec...

  • Article
  • Open Access
8 Citations
6,483 Views
16 Pages

24 April 2018

It is impossible to discriminate between the commonly used stochastic volatility models of Heston, log-normal, and 3-over-2 on the basis of exponentially weighted averages of daily returns—even though it appears so at first sight. However, with...

  • Article
  • Open Access
5 Citations
6,735 Views
16 Pages

23 April 2018

Advanced machine learning has achieved extraordinary success in recent years. “Active” operational risk beyond ex post analysis of measured-data machine learning could provide help beyond the regime of traditional statistical analysis whe...

  • Review
  • Open Access
3 Citations
5,721 Views
25 Pages

23 April 2018

We review recent progress in modeling credit risk for correlated assets. We employ a new interpretation of the Wishart model for random correlation matrices to model non-stationary effects. We then use the Merton model in which default events and los...

  • Article
  • Open Access
10 Citations
5,802 Views
10 Pages

23 April 2018

In this paper, we analyse and construct a lifetime utility maximisation model with hyperbolic discounting. Within the model, a number of assumptions are made: complete markets, actuarially fair life insurance/annuity is available, and investors have...

  • Article
  • Open Access
14 Citations
5,874 Views
34 Pages

23 April 2018

During the last decades, life expectancy has risen significantly in the most developed countries all over the world. Greece is a case in point; consequently, higher governmental financial responsibilities occur as well as serious concerns are raised...

  • Article
  • Open Access
2 Citations
4,623 Views
16 Pages

19 April 2018

The topic of bank default risk in connection with government bailouts has recently attracted a great deal of attention. In this paper, the question of how a bank’s default risk is affected by a distress acquisition is investigated. Specifically...

  • Article
  • Open Access
202 Citations
45,803 Views
20 Pages

Credit Risk Analysis Using Machine and Deep Learning Models

  • Peter Martey Addo,
  • Dominique Guegan and
  • Bertrand Hassani

16 April 2018

Due to the advanced technology associated with Big Data, data availability and computing power, most banks or lending institutions are renewing their business models. Credit risk predictions, monitoring, model reliability and effective loan processin...

  • Article
  • Open Access
23 Citations
8,590 Views
21 Pages

14 April 2018

The estimation of future sea level rise (SLR) is a major concern for cities near coastlines and river systems. Despite this, current modelling underestimates the future risks of SLR to property. Direct risks posed to property include inundation, loss...

  • Article
  • Open Access
1 Citations
4,207 Views
23 Pages

13 April 2018

This work addresses crucial questions about the robustness of the PSDization process for applications in insurance. PSDization refers to the process that forces a matrix to become positive semidefinite. For companies using copulas to aggregate risks...

  • Article
  • Open Access
2 Citations
3,547 Views
18 Pages

12 April 2018

Modeling the interactions between a reinsurer and several insurers, or between a central management branch (CB) and several subsidiary business branches, or between a coalition and its members, are fascinating problems, which suggest many interesting...

  • Article
  • Open Access
14 Citations
3,779 Views
11 Pages

11 April 2018

In the classical bonus-malus system the premium assigned to each policyholder is based only on the number of claims made without having into account the claims size. Thus, a policyholder who has declared a claim that results in a relatively small los...

  • Article
  • Open Access
18 Citations
3,420 Views
39 Pages

5 April 2018

Given a spectrally-negative Lévy process and independent Poisson observation times, we consider a periodic barrier strategy that pushes the process down to a certain level whenever the observed value is above it. We also consider the versions with ad...

  • Article
  • Open Access
2 Citations
5,459 Views
16 Pages

Under What Conditions Do Rules-Based and Capability-Based Management Modes Dominate?

  • Lukas Michel,
  • Johanna Anzengruber,
  • Marco Wölfle and
  • Nick Hixson

4 April 2018

Despite real changes in the work place and the negative consequences of prevailing hierarchical structures with rigid management systems, little attention has yet been paid to shifting management modes to accommodate the dynamics of the external envi...

  • Article
  • Open Access
5 Citations
4,248 Views
23 Pages

An Optimal Investment Strategy for Insurers in Incomplete Markets

  • Mohamed Badaoui,
  • Begoña Fernández and
  • Anatoliy Swishchuk

3 April 2018

In this paper we consider the problem of an insurance company where the wealth of the insurer is described by a Cramér-Lundberg process. The insurer is allowed to invest in a risky asset with stochastic volatility subject to the influence of an econo...

  • Article
  • Open Access
1 Citations
3,075 Views
9 Pages

31 March 2018

Under state-dependent preferences, probabilities and units of scale of state-dependent utilities are not separately identified. In standard models, only their products matter to decisions. Separate identification has been studied under implicit actio...

  • Article
  • Open Access
48 Citations
11,425 Views
32 Pages

An Individual Claims History Simulation Machine

  • Andrea Gabrielli and
  • Mario V. Wüthrich

30 March 2018

The aim of this project is to develop a stochastic simulation machine that generates individual claims histories of non-life insurance claims. This simulation machine is based on neural networks to incorporate individual claims feature information. W...

  • Article
  • Open Access
3,378 Views
13 Pages

27 March 2018

The precise large deviations asymptotics for the sums of independent identical random variables when the distribution of the summand belongs to the class S of heavy tailed distributions is studied. Under mild conditions, we extend the previ...

  • Article
  • Open Access
3 Citations
5,248 Views
15 Pages

Analyzing the Risks Embedded in Option Prices with rndfittool

  • Andrea Barletta and
  • Paolo Santucci de Magistris

27 March 2018

This paper introduces a new computational tool for the analysis of the risks embedded in a set of prices of European-style options. The software enables the estimation of the risk-neutral density (RND) from the observed option prices by means of orth...

  • Article
  • Open Access
2 Citations
4,872 Views
28 Pages

26 March 2018

In this paper, we propose an Adaptive Hyperbolic EGARCH (A-HYEGARCH) model to estimate the long memory of high frequency time series with potential structural breaks. Based on the original HYGARCH model, we use the logarithm transformation to ensure...

  • Article
  • Open Access
6 Citations
3,860 Views
25 Pages

23 March 2018

Despite the widespread use of chain-ladder models, so far no theory was available to test for model specification. The popular over-dispersed Poisson model assumes that the over-dispersion is common across the data. A further assumption is that accid...

  • Article
  • Open Access
4 Citations
4,332 Views
16 Pages

22 March 2018

This paper investigates the optimal investment strategy for a defined contribution (DC) pension plan during the decumulation phase which is risk-averse and pays close attention to inflation risk. The plan aims to maximize the expected constant relati...

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Risks - ISSN 2227-9091