SPA Webinar Series

A virtual and online seminar on Stochastic Processes and their Applications

The Working Group on «Stochastic Processes and their Aplications» organizes a virtual and online seminar, which usually takes place within the last week of the month.

The SPA Webinar Series is aimed at the scientific community interested in stochastic processes and their applications, and hosts talks by well-recognized experts and young researchers, as well as training courses for pre-doctoral students.

The talks are announced at least two weeks in advance and can be attended by sending an email to the Coordinators ( You will receive an email with the link to access the seminar a few hours before the seminar starts.

Upcoming talks

May-June, 2021
Online course: Introduction to Malliavin Calculus and Applications
Instructor: Carlos Escudero Liébana, Universidad Nacional de Educación a Distancia

Abstract: This course will give a short introduction to the Malliavin calculus or stochastic calculus of variations. It is well known as powerful framework that allows for the construction of a pure probabilistic proof of the Hörmander theorem and for an extension of the Itô theory of stochastic integration. We will give a relatively accessible introduction to the subject and to one of its financial applications, the computation of hedging portfolios by means of pure probabilistic tools. General prerequisites for the course: the Itô theory of stochastic integration. Specific prerequisites for the financial part: the Black-Scholes theory of option pricing.

Content: Double Wiener-Itô integrals; Chaos expansions; Multiple Wiener-Itô integrals; The Wiener-Itô theorem; Malliavin derivatives; The Itô and martingale representation theorems; The Clark-Ocone formula; Computation of hedging portfolios

Course structure: The teaching will be delivered using eight one-hour-and-a-half recorded lectures and four live seminars with the instructor, as follows:

  • Week 1: Lectures 1 and 2 (May 17-20); seminar 1 (May 21)
  • Week 2: Lectures 3 and 4 (May 24-27); seminar 2 (May 28)
  • Week 3: Lectures 5 and 6 (June 7-10); seminar 3 (June 11)
  • Week 4: Lectures 7 and 8 (June 14-17); seminar 4 (June 18)

Language: Spanish

Registration: There is no registration fee for the online course, but registration is mandatory. To register, send an email to the organizers (agcorral (at) including the name of the applicant. Every received application will be confirmed by email.

Past talks

April 29, 2021, Thursday, at 16:30 p.m. (UTC+2)
Title: Near-maxima and near-records
Speaker: F. Javier López Lorente, Universidad de Zaragoza

Abstract: There are several definitions of observations near the maximum in the literature. These definitions can be roughly classified in two types, depending on whether observations are recorded sequentially or not. Examples of the first type are near-records and delta-records while near-maxima and epsilon-repetitions of a record are examples of the second type. In this talk we give an overview of the main probabilistic properties of these objects. Near-maxima were introduced by Pakes and Steutel (1997) extending the idea of Eisenberg, Stengle and Strang (1993) on the number of winners in a discrete sample. The main problem is to establish the asymptotic behaviour of the number of near-maxima when the sample size tends to infinity. Near-records, which can be seen as the sequential version of near-maxima, were introduced by Balakrishnan, Pakes and Stepanov (2005). Here, the results in the literature focus both on the number of near-records in a random sequence and on their values. The tools used in the proofs are extreme value theory, point processes and martingales, among others. We also discuss some statistical applications of near-maxima and near-records, such as the estimation of tail-related quantities, maximum likelihood estimation of parameters, Bayesian inference or nonparametric estimation of the hazard function.

March 24, 2021, Wednesday, at 16:30 p.m. (UTC+1)
Title: Some structural aspects related to spatial deformation, threshold exceedance and risk in random fields
Speaker: José Miguel Angulo, Universidad de Granada

Abstract: In this talk I intend to give a synthetic view on some significant aspects related to the effect of deformation transformations of the spatial support of random fields. In particular, I will refer to the assessment regarding the implications derived on structural characteristics of excursion sets defined by threshold exceedance, related risk indicators, and risk measures. Among other approaches, information measures constitute useful tools for quantitative analysis in this context.