The Theory of Scale Functions for Spectrally Negative Lévy Processes

The purpose of this review article is to give an up to date account of the theory and applications of scale functions for spectrally negative Levy processes. Our review also includes the first extensive overview of how to work numerically with scale functions. Aside from being well acquainted with the general theory of probability, the reader is assumed to have some elementary knowledge of Levy processes, in particular a reasonable understanding of the Levy–Khintchine formula and its relationship to the Levy–Ito decomposition. We shall also touch on more general topics such as excursion theory and semi-martingale calculus. However, wherever possible, we shall try to focus on key ideas taking a selective stance on the technical details. For the reader who is less familiar with some of the mathematical theories and techniques which are used at various points in this review, we note that all the necessary technical background can be found in the following texts on Levy processes; (Bertoin, Levy Processes (1996); Sato, Levy Processes and Infinitely Divisible Distributions (1999); Kyprianou, Introductory Lectures on Fluctuations of Levy Processes and Their Applications (2006); Doney, Fluctuation Theory for Levy Processes (2007)), Applebaum Levy Processes and Stochastic Calculus (2009).

[1]  Florin Avram,et al.  On the optimal dividend problem for a spectrally negative Lévy process , 2007, math/0702893.

[2]  Niels Jacob,et al.  Pseudo-Differential Operators and Markov Processes , 1996 .

[3]  Ronnie Loeffen,et al.  An optimal dividends problem with transaction costs for spectrally negative Lévy processes , 2009 .

[4]  THE TWO-SIDED EXIT PROBLEM FOR SPECTRALLY POSITIVE LEVY PROCESSES , 1990 .

[5]  Juan Carlos Pardo,et al.  Continuous-State Branching Processes and Self-Similarity , 2008, Journal of Applied Probability.

[6]  N. H. Bingham,et al.  Continuous branching processes and spectral positivity , 1976 .

[7]  Ernesto Mordecki,et al.  WIENER-HOPF FACTORIZATION FOR LEVY PROCESSES HAVING POSITIVE JUMPS WITH RATIONAL TRANSFORMS , 2005 .

[8]  Feller William,et al.  An Introduction To Probability Theory And Its Applications , 1950 .

[9]  Amaury Lambert,et al.  Proof(s) of the Lamperti representation of Continuous-State Branching Processes , 2008, 0802.2693.

[10]  Non)Differentiability and Asymptotics for Potential Densities of Subordinators , 2011, 1106.5680.

[11]  J. Hawkes Intersections of Markov random sets , 1977 .

[12]  Alexey Kuznetsov Wiener-Hopf Factorization for a Family of Lévy Processes Related to Theta Functions , 2010, Journal of Applied Probability.

[13]  A. M. Cohen Numerical Methods for Laplace Transform Inversion , 2007 .

[14]  Some Explicit Krein Representations of Certain Subordinators, Including the Gamma Process , 2005, math/0503254.

[15]  Right Inverses of Nonsymmetric Lévy Processes , 2002 .

[16]  K. Miller,et al.  Completely monotonic functions , 2001 .

[17]  R. Song,et al.  Potential Theory of Subordinate Brownian Motion , 2009 .

[18]  Andreas E. Kyprianou,et al.  General tax Structures and the Lévy Insurance Risk Model , 2009, Journal of Applied Probability.

[19]  B. Surya Evaluating Scale Functions of Spectrally Negative Lévy Processes , 2008 .

[20]  A Potential-theoretical Review of some Exit Problems of Spectrally Negative Lévy Processes , 2005 .

[21]  R. Song,et al.  Convexity and Smoothness of Scale Functions and de Finetti’s Control Problem , 2008, 0801.1951.

[22]  D. P. Gaver,et al.  Observing Stochastic Processes, and Approximate Transform Inversion , 1966, Oper. Res..

[23]  A. Kyprianou,et al.  Special, conjugate and complete scale functions for spectrally negative Lévy processes , 2007, 0712.3588.

[24]  Andreas E. Kyprianou,et al.  A note on scale functions and the time value of ruin for Levy insurance risk processes , 2010 .

[25]  Alexey Kuznetsov,et al.  Computing the finite-time expected discounted penalty function for a family of Lévy risk processes , 2014 .

[26]  Parijat Dube,et al.  Scale functions of Lévy processes and busy periods of finite-capacity M/GI/1 queues , 2004 .

[27]  Amaury Lambert,et al.  Completely asymmetric Lévy processes confined in a finite interval , 2000 .

[28]  L. C. G. Rogers Evaluating first-passage probabilities for spectrally one-sided Lévy processes , 2000, Journal of Applied Probability.

[29]  Andreas E. Kyprianou,et al.  Optimal Control with Absolutely Continuous Strategies for Spectrally Negative Lévy Processes , 2010, Journal of Applied Probability.

[30]  Method of Potential in Boundary Problems for Processes with Independent Increases and Jumps of the Same Sign , 1977 .

[31]  M. Yor,et al.  Continuous martingales and Brownian motion , 1990 .

[32]  Christian Berg,et al.  Potential Theory on Locally Compact Abelian Groups , 1975 .

[33]  Mladen Savov,et al.  Smoothness of scale functions for spectrally negative Lévy processes , 2009, 0903.1467.

[34]  A. Talbot The Accurate Numerical Inversion of Laplace Transforms , 1979 .

[35]  David H. Bailey,et al.  A Fortran 90-based multiprecision system , 1995, TOMS.

[36]  Right inverses of non-symmetric Lévy processes , 2000 .

[37]  R. Loeffen,et al.  On optimality of the barrier strategy in de Finetti’s dividend problem for spectrally negative Lévy processes , 2008, 0811.1862.

[38]  D. Applebaum Lévy Processes and Stochastic Calculus: Preface , 2009 .

[39]  D. P. Kennedy Some martingales related to cumulative sum tests and single-server queues , 1976 .

[40]  Larry A Shepp,et al.  The Russian Option: Reduced Regret , 1993 .

[41]  Multifractal spectra and precise rates of decay in homogeneous fragmentations , 2006, math/0602065.

[42]  L. Rogers Wiener–Hopf Factorization of Diffusions and Lévy Processes , 1983 .

[43]  Pierre Patie,et al.  A transformation for Lévy processes with one-sided jumps and applications , 2010, 1010.3819.

[44]  A. Iserles On the numerical quadrature of highly‐oscillating integrals I: Fourier transforms , 2004 .

[45]  L. Chaumont Conditionings and path decompositions for Lévy processes , 1996 .

[46]  V. N. Suprun Problem of desteuction and resolvent of a terminating process with independent increments , 1976 .

[47]  David H. Bailey,et al.  The Fractional Fourier Transform and Applications , 1991, SIAM Rev..

[48]  Marc Yor,et al.  Generalized Gamma Convolutions, Dirichlet means, Thorin measures, with explicit examples , 2007, 0708.3932.

[49]  Some Martingales Associated to Reflected Lévy Processes , 2005 .

[50]  N. H. Bingham,et al.  Fluctuation theory in continuous time , 1975, Advances in Applied Probability.

[51]  Harry Kesten,et al.  Hitting probabilities of single points for processes with stationary independent increments , 1969 .

[52]  L. Chaumont Sur certains processus de lévy conditionnés à rester positifs , 1994 .

[53]  Lajos Takács,et al.  Combinatorial Methods in the Theory of Stochastic Processes , 1967 .

[54]  Murad S. Taqqu,et al.  Numerical Computation of First-Passage Times of Increasing Lévy Processes , 2009, 0904.4232.

[55]  J. Abate,et al.  Multi‐precision Laplace transform inversion , 2004 .

[56]  P. Patie Exponential functional of a new family of Lévy processes and self-similar continuous state branching processes with immigration , 2009 .

[57]  David Applebaum,et al.  Lévy Processes and Stochastic Calculus by David Applebaum , 2009 .

[58]  Loic Chaumont,et al.  On Lévy processes conditioned to stay positive. , 2005, math/0502012.

[59]  佐藤 健一 Lévy processes and infinitely divisible distributions , 2013 .

[60]  M. Pistorius,et al.  On Exit and Ergodicity of the Spectrally One-Sided Lévy Process Reflected at Its Infimum , 2004 .

[61]  Aleksandr Alekseevich Borovkov,et al.  Stochastic processes in queueing theory , 1976 .

[62]  V. S. Korolyuk,et al.  Boundary Problems for a Compound Poisson Process , 1974 .

[63]  Jean Bertoin,et al.  Exponential decay and ergodicity of completely asymmetric Lévy processes in a finite interval , 1997 .

[64]  R. Song,et al.  Potential theory of subordinate Brownian motions revisited , 2011, 1102.1369.

[65]  D. J. Emery Exit problem for a spectrally positive process , 1973, Advances in Applied Probability.

[66]  René L. Schilling,et al.  Bernstein Functions: Theory and Applications , 2010 .

[67]  Vincent Vigon Votre Lévy Rampe‐T‐IL? , 2002 .

[68]  R. Loeffen,et al.  An Optimal Dividends Problem with a Terminal Value for Spectrally Negative Lévy Processes with a Completely Monotone Jump Density , 2009, Journal of Applied Probability.

[69]  J. Hawkes On the potential theory of subordinators , 1975 .

[70]  Florin Avram,et al.  Exit problems for spectrally negative Levy processes and applications to (Canadized) Russian options , 2004 .

[71]  R. Doney,et al.  Some Excursion Calculations for Spectrally One-sided Lévy Processes , 2005 .

[72]  Jean Bertoin On the First Exit Time of a Completely Asymmetric Stable Process from a Finite Interval , 1996 .

[73]  J. Bertoin An Extension of Pitman's Theorem for Spectrally Positive Levy Processes , 1992 .

[74]  Olof Thorin,et al.  On the infinite divisibility of the lognormal distribution , 1977 .

[75]  John Frank Charles Kingman,et al.  Markov transition probabilities , 1967 .

[76]  J. Rosínski Tempering stable processes , 2007 .

[77]  Hansjörg Albrecher,et al.  A Lévy Insurance Risk Process with Tax , 2008, Journal of Applied Probability.

[78]  M. Pistorius On doubly reflected completely asymmetric Lévy processes , 2003 .

[79]  H. Gerber,et al.  On the Time Value of Ruin , 1997 .

[80]  S. Zacks,et al.  Combinatorial Methods in the Theory of Stochastic Processes , 1968 .

[81]  Onno Boxma,et al.  Useful Martingales for Stochastic Storage Processes with Lévy-Type Input , 2013, Journal of Applied Probability.

[82]  L. Filon III.—On a Quadrature Formula for Trigonometric Integrals. , 1930 .

[83]  Kazutoshi Yamazaki,et al.  Phase-type fitting of scale functions for spectrally negative Lévy processes , 2010, J. Comput. Appl. Math..

[84]  Ward Whitt,et al.  An Introduction to Numerical Transform Inversion and Its Application to Probability Models , 2000 .

[85]  Survival of homogeneous fragmentation processes with killing , 2011, 1104.5078.

[86]  K. Bichteler Stochastic Integration with Jumps , 2002 .

[87]  Ward Whitt,et al.  The Fourier-series method for inverting transforms of probability distributions , 1992, Queueing Syst. Theory Appl..

[88]  Masahiko Egami,et al.  On Scale Functions for Spectrally Negative L evy Processes with Phase-type Jumps , 2010 .

[89]  W. Whitt,et al.  Useful martingales for stochastic storage processes with Lévy input , 1992, Journal of Applied Probability.

[90]  On a generalization of the Gerber–Shiu function to path-dependent penalties☆ , 2010 .

[91]  L. Fosdick A special case of the Filon quadrature formula , 1968 .

[92]  Alexey Kuznetsov,et al.  Wiener–Hopf factorization and distribution of extrema for a family of Lévy processes , 2010, 1011.1790.

[93]  Ronnie Loeffen,et al.  De Finetti's optimal dividends problem with an affine penalty function at ruin , 2010 .

[94]  Larry A Shepp,et al.  A New Look at Pricing of the ”Russian Option“ , 1995 .

[95]  M. Pistorius,et al.  ON MAXIMA AND LADDER PROCESSES FOR A DENSE CLASS OF LEVY PROCESS , 2005 .

[96]  S. Asmussen,et al.  Russian and American put options under exponential phase-type Lévy models , 2004 .

[97]  R. Wolpert Lévy Processes , 2000 .

[98]  A. Lambert Species abundance distributions in neutral models with immigration or mutation and general lifetimes , 2010, Journal of mathematical biology.

[99]  Lennart Bondesson,et al.  Generalized Gamma Convolutions and Related Classes of Distributions and Densities , 1992 .

[100]  J. Doob Stochastic processes , 1953 .

[101]  V. Zolotarev The First Passage Time of a Level and the Behavior at Infinity for a Class of Processes with Independent Increments , 1964 .

[102]  Xiaowen Zhou,et al.  Distribution of the Present Value of Dividend Payments in a Lévy Risk Model , 2007, Journal of Applied Probability.

[103]  Hansjörg Furrer,et al.  Risk processes perturbed by α-stable Lévy motion , 1998 .

[104]  StehfestHarald Remark on algorithm 368: Numerical inversion of Laplace transforms , 1970 .

[105]  D. Widder,et al.  The Laplace Transform , 1943, The Mathematical Gazette.

[106]  Florin Avram,et al.  On the efficient evaluation of ruin probabilities for completely monotone claim distributions , 2010, J. Comput. Appl. Math..

[107]  E. Mordecki The distribution of the maximum of a Lévy process with positive jumps of phase-type ∗ , 2022 .

[108]  Andreas E. Kyprianou,et al.  Meromorphic Lévy processes and their fluctuation identities. , 2010, 1004.4671.

[109]  Ward Whitt,et al.  A Unified Framework for Numerically Inverting Laplace Transforms , 2006, INFORMS J. Comput..

[110]  J. Kingman Markov transition probabilities. I , 1967 .

[111]  Some explicit identities associated with positive self-similar Markov processes. , 2007, 0708.2383.

[112]  R. Song,et al.  Some Remarks on Special Subordinators , 2010 .

[113]  A. Kyprianou,et al.  Old and New Examples of Scale Functions for Spectrally Negative Levy Processes , 2007, 0801.0393.

[114]  Jim Pitman,et al.  Fluctuation identities for Levy processes and splitting at the maximum , 1980 .