activity
20112023
most citedA new efficient approximation scheme for solving high-dimensional semilinear PDEs: control variate method for Deep BSDE solver

22 citations · 38 across the 17 of their papers we have counts for

collaborators

22 papers

math.PR2023

New asymptotic expansion formula via Malliavin calculus and its application to rough differential equation driven by fractional Brownian motion

Akihiko Takahashi, Toshihiro Yamada

This paper presents a novel generic asymptotic expansion formula of expectations of multidimensional Wiener functionals through a Malliavin calculus technique. The uniform estimate…

q-fin.MF2021

Equilibrium Price Formation with a Major Player and its Mean Field Limit

Masaaki Fujii, Akihiko Takahashi

In this article, we consider the problem of equilibrium price formation in an incomplete securities market consisting of one major financial firm and a large number of minor firms.…

math.NA2021★ 22 cited

A new efficient approximation scheme for solving high-dimensional semilinear PDEs: control variate method for Deep BSDE solver

Akihiko Takahashi, Yoshifumi Tsuchida, Toshihiro Yamada

This paper introduces a new approximation scheme for solving high-dimensional semilinear partial differential equations (PDEs) and backward stochastic differential equations (BSDEs…

q-fin.MF2020

Strong Convergence to the Mean-Field Limit of A Finite Agent Equilibrium

Masaaki Fujii, Akihiko Takahashi

We study an equilibrium-based continuous asset pricing problem for the securities market. In the previous work [16], we have shown that a certain price process, which is given by t…

q-fin.MF2020★ 2 cited

A Mean Field Game Approach to Equilibrium Pricing with Market Clearing Condition

Masaaki Fujii, Akihiko Takahashi

In this work, we study an equilibrium-based continuous asset pricing problem which seeks to form a price process endogenously by requiring it to balance the flow of sales-and-purch…

q-fin.CP2017

Asymptotic Expansion as Prior Knowledge in Deep Learning Method for high dimensional BSDEs

Masaaki Fujii, Akihiko Takahashi, Masayuki Takahashi

We demonstrate that the use of asymptotic expansion as prior knowledge in the "deep BSDE solver", which is a deep learning method for high dimensional BSDEs proposed by Weinan E, H…

q-fin.MF2017

Anticipated Backward SDEs with Jumps and quadratic-exponential growth drivers

Masaaki Fujii, Akihiko Takahashi

In this paper, we study a class of Anticipated Backward Stochastic Differential Equations (ABSDE) with jumps. The solution of the ABSDE is a triple where is a semimar…

q-fin.CP2016★ 3 cited

Solving Backward Stochastic Differential Equations with quadratic-growth drivers by Connecting the Short-term Expansions

Masaaki Fujii, Akihiko Takahashi

This article proposes a new approximation scheme for quadratic-growth BSDEs in a Markovian setting by connecting a series of semi-analytic asymptotic expansions applied to short-ti…

q-fin.CP2015

Quadratic-exponential growth BSDEs with Jumps and their Malliavin's Differentiability

Masaaki Fujii, Akihiko Takahashi

We investigate a class of quadratic-exponential growth BSDEs with jumps. The quadratic structure introduced by Barrieu & El Karoui (2013) yields the universal bounds on the possibl…

q-fin.CP2015

Asymptotic Expansion for Forward-Backward SDEs with Jumps

Masaaki Fujii, Akihiko Takahashi

This work provides a semi-analytic approximation method for decoupled forwardbackward SDEs (FBSDEs) with jumps. In particular, we construct an asymptotic expansion method for FBSDE…

q-fin.PR2015

A General Framework for the Benchmark pricing in a Fully Collateralized Market

Masaaki Fujii, Akihiko Takahashi

Collateralization with daily margining has become a new standard in the post-crisis market. Although there appeared vast literature on a so-called multi-curve framework, a complete…

q-fin.CP2014

Optimal Hedging for Fund & Insurance Managers with Partially Observable Investment Flows

Masaaki Fujii, Akihiko Takahashi

All the financial practitioners are working in incomplete markets full of unhedgeable risk-factors. Making the situation worse, they are only equipped with the imperfect informatio…

q-fin.CP2013

Making Mean-Variance Hedging Implementable in a Partially Observable Market

Masaaki Fujii, Akihiko Takahashi

The mean-variance hedging (MVH) problem is studied in a partially observable market where the drift processes can only be inferred through the observation of asset or index process…

q-fin.CP2013

An Asymptotic Expansion Formula for Up-and-Out Barrier Option Price under Stochastic Volatility Model

Takashi Kato, Akihiko Takahashi, Toshihiro Yamada

This paper derives a new semi closed-form approximation formula for pricing an up-and-out barrier option under a certain type of stochastic volatility model including SABR model by…

q-fin.CP2012

An FBSDE Approach to American Option Pricing with an Interacting Particle Method

Masaaki Fujii, Seisho Sato, Akihiko Takahashi

In the paper, we propose a new calculation scheme for American options in the framework of a forward backward stochastic differential equation (FBSDE). The well-known decomposition…

q-fin.CP2012★ 3 cited

Perturbative Expansion Technique for Non-linear FBSDEs with Interacting Particle Method

Masaaki Fujii, Akihiko Takahashi

In this paper, we propose an efficient Monte Carlo implementation of non-linear FBSDEs as a system of interacting particles inspired by the ideas of branching diffusion method. It…

q-fin.CP2012★ 7 cited

A Semi-group Expansion for Pricing Barrier Options

Takashi Kato, Akihiko Takahashi, Toshihiro Yamada

This paper presents a new asymptotic expansion method for pricing continuously monitoring barrier options. In particular, we develops a semi-group expansion scheme for the Cauchy-D…

q-fin.CP2012

Perturbative Expansion of FBSDE in an Incomplete Market with Stochastic Volatility

Masaaki Fujii, Akihiko Takahashi

In this work, we apply our newly proposed perturbative expansion technique to a quadratic growth FBSDE appearing in an incomplete market with stochastic volatility that is not perf…

q-fin.PR2011

Clean Valuation Framework for the USD Silo

Masaaki Fujii, Akihiko Takahashi

In the forthcoming ISDA Standard Credit Support Annex (SCSA), the trades denominated in non-G5 currencies as well as those include multiple currencies are expected to be allocated…

q-fin.CP2011

Analytical Approximation for Non-linear FBSDEs with Perturbation Scheme

Masaaki Fujii, Akihiko Takahashi

In this work, we have presented a simple analytical approximation scheme for generic non-linear FBSDEs. By treating the interested system as the linear decoupled FBSDE perturbed wi…

q-fin.PR2011★ 1 cited

Collateralized CDS and Default Dependence

Masaaki Fujii, Akihiko Takahashi

In this paper, we have studied the pricing of a continuously collateralized CDS. We have made use of the "survival measure" to derive the pricing formula in a straightforward way.…

q-fin.PR2011

Derivative Pricing under Asymmetric and Imperfect Collateralization and CVA

Masaaki Fujii, Akihiko Takahashi

The importance of collateralization through the change of funding cost is now well recognized among practitioners. In this article, we have extended the previous studies of collate…