activity
20142026
most citedRationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulator

4 citations · 4 across the 14 of their papers we have counts for

collaborators

17 papers

stat.ML2026

Wong--Zakai Convergence and FNO Learning for Stochastic Volterra Equations

Wonjae Lee, Jiuk Jang, Hyungbin Park

This paper studies Wong--Zakai convergence and Fourier neural operator learning for stochastic Volterra integral equations (SVIEs) describing random systems with memory. A Wong--Za…

math.PR2023

Picard Approximation and Martingale Integrand Estimation for Path-Dependent FBSDEs

Jiuk Jang, Hyungbin Park

This paper develops a Picard iteration method for path-dependent forward-backward stochastic differential equations (FBSDEs). We construct a Picard iteration scheme, prove its conv…

cs.RO2022★ 4 cited

Rationale-aware Autonomous Driving Policy utilizing Safety Force Field implemented on CARLA Simulator

Ho Suk, Taewoo Kim, Hyungbin Park +3

Despite the rapid improvement of autonomous driving technology in recent years, automotive manufacturers must resolve liability issues to commercialize autonomous passenger car of…

math.PR2022

Option pricing under path-dependent stock models

Kiseop Lee, Seongje Lim, Hyungbin Park

This paper studies how to price and hedge options under stock models given as a path-dependent SDE solution. When the path-dependent SDE coefficients have Fréchet derivatives, an o…

q-fin.MF2021

Influence of risk tolerance on long-term investments: A Malliavin calculus approach

Hyungbin Park

This study investigates the influence of risk tolerance on the expected utility in the long run. We estimate the extent to which the expected utility of optimal portfolios is affec…

q-fin.PM2021

A deep learning algorithm for optimal investment strategies

Daeyung Gim, Hyungbin Park

This paper treats the Merton problem how to invest in safe assets and risky assets to maximize an investor's utility, given by investment opportunities modeled by a -dimensional…

q-fin.MF2020

Conditions for bubbles to arise under heterogeneous beliefs

Seunghyun Lee, Hyungbin Park

This paper studies the equilibrium price of a continuous time asset traded in a market with heterogeneous investors. We consider a positive mean reverting asset and two groups of i…

q-fin.MF2019

Convergence rates of large-time sensitivities with the Hansen--Scheinkman decomposition

Hyungbin Park

This paper investigates the large-time asymptotic behavior of the sensitivities of cash flows. In quantitative finance, the price of a cash flow is expressed in terms of a pricing…

q-fin.MF2019

Hedging short-maturity Asian options in local volatility models

Jiuk Jang, Jaehyun Kim, Hyungbin Park +1

This paper discusses the short-maturity behavior of Asian option prices and hedging portfolios. We consider the risk-neutral valuation and the delta value of the Asian option havin…

q-fin.MF2019

A sensitivity analysis of the long-term expected utility of optimal portfolios

Hyungbin Park, Stephan Sturm

This paper discusses the sensitivity of the long-term expected utility of optimal portfolios for an investor with constant relative risk aversion. Under an incomplete market given…

q-fin.MF2018

A representative agent model based on risk-neutral prices

Hyungbin Park

In this paper, we determine a representative agent model based on risk-neutral information. The main idea is that the pricing kernel is transition independent, which is supported b…

q-fin.MF2016

Long-Term Growth Rate of Expected Utility for Leveraged ETFs: Martingale Extraction Approach

Tim Leung, Hyungbin Park

This paper studies the long-term growth rate of expected utility from holding a leveraged exchanged-traded fund (LETF), which is a constant proportion portfolio of the reference as…

q-fin.MF2015

Sensitivity Analysis of Long-Term Cash Flows

Hyungbin Park

In this article, a sensitivity analysis of long-term cash flows with respect to perturbations in the underlying process is presented. For this purpose, we employ the martingale ext…

q-fin.MF2015

The Martin Integral Representation of Markovian Pricing Kernels

Hyungbin Park

The purpose of this article is to describe all possible beliefs of market participants on objective measures under Markovian environments when a risk-neutral measure is given. To a…

q-fin.MF2014

The Intrinsic Bounds on the Risk Premium of Markovian Pricing Kernels

Jihun Han, Hyungbin Park

The risk premium is one of main concepts in mathematical finance. It is a measure of the trade-offs investors make between return and risk and is defined by the excess return relat…

q-fin.MF2014

Pricing and Hedging Long-Term Options

Hyungbin Park

In this article, we investigate the behavior of long-term options. In many cases, option prices follow an exponential decay (or growth) rate for further maturity dates. We determin…

q-fin.MF2014

Ross Recovery with Recurrent and Transient Processes

Hyungbin Park

Recently, Ross showed that it is possible to recover an objective measure from a risk-neutral measure. His model assumes that there is a finite-state Markov process X that drives t…