Cylindrical Levy Processes and Their Applications

Lead Research Organisation: King's College London
Department Name: Mathematics

Abstract

Stochastic differential equations model a process evolving in time and subject to a random noise. Numerous phenomena in nature and economics are modelled by these equations. The reason for the random noise might be found in external or internal fluctuations which do not allow a deterministic description, in random events in the future or in uncertainty of the model. The complexity of the model, e.g. the numbers of parameters involved or the state space of the modelled process, often results in the necessity to consider stochastic differential equations in infinite dimensional spaces. However, up to now, most of these models are restricted to a continuous Gaussian noise and to infinite dimensional spaces with a very rich structure due to the lack of a satisfactory mathematical theory.The first objective of this project is to develop a theory which enables us to treat stochastic differential equations in infinite dimensional spaces of a general type. The random source might have discontinuous paths and is allowed to be of a very general form, such that the randomness not only depends on the evolution in time but also on the underlying space. In the second part of this project, the usability of the theory is verified by studying two concrete examples out of the numerous applications: one model describes the physical distribution of the heat in a given region subject to some external random noise, and the second model originates from financial mathematics and describes the evolution of interest rate curves.

Planned Impact

The outputs of this project have the potential to establish more realistic models with a better accordance to observed data, in turn impacting the numerous fields where stochastic differential equations in infinite dimensions are applied. Consequently, the outcomes of the project can be expected to have an impact not just within academia but also in the economy, industry and government where these models are applied.An important part of the project is the development of software for sampling methods and numerical approximations for the forward curves and prices of interest rate derivatives in a significantly improved model. The algorithms will be provided to the financial package em Premia, which has been used by a consortium of banks, including Credit Agricole, Societe Generale and Bank Austria. After two years the software becomes available on Premia's web site and can be freely downloaded for academic purposes.In modern areas of financial mathematics and related fields, such as real option theory, climatology and resource exploitation, the complexity of the models seem to be captured better by stochastic differential equations in infinite dimensional spaces. An important part of the proposed project is to explore the possibility of improving and of understanding the models in these and other non-standard areas by using an infinite dimensional approach. For this purpose, the PI will initiate several cooperations with groups working in these areas and the Centre for Interdisciplinary Computational and Dynamical Analysis at the University of Manchester along with its industrial contacts.

Publications

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Issoglio E (2014) Cylindrical fractional Brownian motion in Banach spaces in Stochastic Processes and their Applications

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Jakubowski A (2017) Stochastic integration with respect to cylindrical Lévy processes in The Annals of Probability

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Pavlyukevich I (2015) Non-Standard Skorokhod Convergence of Lévy-Driven Convolution Integrals in Hilbert Spaces in Stochastic Analysis and Applications

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Riedle M (2014) Stochastic integration with respect to cylindrical Lévy processes in Hilbert spaces: An L 2 approach in Infinite Dimensional Analysis, Quantum Probability and Related Topics

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Riedle, M (2018) Stable cylindrical Lévy processes and the stochastic Cauchy problem in Electronic Communications in Probability

 
Description The main success of the grant was the development of a theory of stochastic integration with respect to cylindrical Levy processes. This was a very challenging task which is why the completion of some parts of the grant are/were delayed. Now, that this theory is developed, one can study dynamical systems perturbed by this highly irregular noise.
Exploitation Route The findings are published in leading journals and presented at various conferences.
Sectors Creative Economy,Energy,Financial Services, and Management Consultancy,Pharmaceuticals and Medical Biotechnology,Other

 
Description Due to the unexpected difficulties in establishing a satisfactory theory of stochastic integration, the successful completion of milestone 3 has been delayed. As a consequence the work on milestone 6 could not start during the project. Since the anticipated results of milestone 6 were identified as the ones with the highest potential on impact beyond academia (economics), the project has so far only influenced the research in academia in different disciplines. I successfully finished the work on milestone 3 in 2017 (Volume 45, Annals of Probability).
First Year Of Impact 2014
Sector Other
Impact Types Economic

 
Description International Short Visit Grant
Amount £2,780 (GBP)
Funding ID 51801 
Organisation London Mathematical Society 
Sector Academic/University
Country United Kingdom
Start 02/2018 
End 03/2018
 
Description KC Wong Fellowship
Amount £59,000 (GBP)
Organisation K. C. Wong Education Foundation 
Sector Charity/Non Profit
Country Hong Kong
Start 12/2015 
End 11/2016
 
Description Research Workshop Grant (2013)
Amount £2,200 (GBP)
Organisation London Mathematical Society 
Sector Academic/University
Country United Kingdom
Start 10/2012 
End 11/2012
 
Description Research Workshop Grant (2014)
Amount £6,500 (GBP)
Organisation London Mathematical Society 
Sector Academic/University
Country United Kingdom
Start 03/2014 
End 04/2014
 
Description Working on the 3rd and 5th milestones of the project 
Organisation University of Tennessee
Country United States 
Sector Academic/University 
PI Contribution Introduce the approach to cylindrical Levy processes as developed together with D. Applebaum (Sheffiled) in 2010. Teach the host and the group on the approach to stochastic integration with respect to cylindrical Levy process as developed in the recent collaboration with A. Jakubowski (Torun) and published in the joint working paper Stochastic Integration with respect to cylindrical Levy processes; see Publications.
Collaborator Contribution The host taught a counterexample that the radonification procedure for the increments of the stochastic integral cannot be applied if the integrator does not have independent increments. This underpins that our approach in the collaboration Working on the 3rd milestone of the project (see Collaboration & Partnerships) with A. Jakubowski (Torun) is promising, as it is strongly based on the independence of integrand and increments of the integrator. Moreover, the host developed together with the PI an important counterexample on extension of cylindrical measures to Radon measures, which might have surprising consequences for the uniqueness of the stochastic Cauchy problem driven by cylindrical Levy processes, which is considered in milestone 5.
Impact We have developed a better understanding of the open problem of the existence of a solution with cadlag paths of the stochastic Cauchy problem such as the heat equation; see Milestone 5. In particular, we have identified a possible approach to tackle this problem, which is based on a recent publication by J. Rosinksi and A. Basse-O'Connor. This approach also uses tangent sequences, and thus it might benefit from the technique developed in the collaboration Working on the 3rd milestone of the project (see Collaboration & Partnershps). These results will have an impact on the research covered by Milestone 4 in the project.
Start Year 2013
 
Description Working on the 3rd milestone of the project 
Organisation Nicolaus Copernicus University in Torun
Country Poland 
Sector Academic/University 
PI Contribution The PI introduced the approach to cylindrical Levy processes as developed together with D. Applebaum (Sheffield) in 2010. In particular, we discussed several details of this developed theory, and the PI also taught part of his paper in 2011 in Studia Mathematica.
Collaborator Contribution The collaborator taught several aspects of tightness in infinite dimensional Hilbert spaces. In particular, in many sessions he taught important aspects on tangent sequences and tightness, which were part of his PhD thesis in 1982 and which is only available in Polish. This technique is the key technique which enables us to develop a satisfactory theory of stochastic integration with respect to cylindrical Levy processes, i.e. which means the successful completion of Milestone 3.
Impact The outcome of this collaboration is a satisfactory theory of stochastic integration of random integrands with respect to cylindrical Levy processes in Hilbert spaces. In order to develop this theory, we introduced a new technique using tangent sequences in order to establish tightness in Hilbert spaces. Further properties of the stochastic integrals, such as the existence of a version with cadlag paths, are also established in this work. These outcomes correspond to the successful completion of the Milestone 3. The results will be published in Annals of Probability.
Start Year 2012
 
Description Working on the 4th milestone of the project 
Organisation University of Leoben
Country Austria 
Sector Academic/University 
PI Contribution The PI introduced the approach to cylindrical Levy processes as developed together with D. Applebaum (Sheffield) in 2010. In particular, we discussed several details of this developed theory, and the PI also taught part of his paper in 2011 in Studia Mathematica. Teach the collaborator on the approach to stochastic integration with respect to cylindrical Levy process as developed in Working on the 3rd milestone of the project (see Collaborations & Partnerships) with A. Jakubowski (Torun) and published in the joint working paper Stochastic integration with respect to cylindrical Levy processes (see Publications).
Collaborator Contribution The collaborator taught different methods to approximate and simulate solutions of stochastic partial differential equations driven by classical noises, in particular Gaussian noises. These methods are important for a numerical scheme, but often they also establish the existence of a solution. The collaborator updated the PI on her current research on stochastic partial differential equations driven by classical Levy processes in Hilbert spaces.
Impact This collaboration focuses on the completion of milestone 4, which requires results from Milestone 3. Due to the delay of completing Milestone 3 because of unexpected difficulties, the work of this collaboration on milestone 4 is at an intermediate level. However, we discussed the possibilities to apply standard methods, such as Euler scheme or Galerkin approximation and which are well developed for the Gaussian noise, to the cylindrical noise treated in this project. As the work on milestone 3 is now almost completed we plan to continue the work on this part of the project soon, if possible. the approximation of stochastic partial differential equations driven by classical noise
Start Year 2013
 
Description Working on the 7th milestone of the project 
Organisation Friedrich Schiller University Jena (FSU)
Country Germany 
Sector Academic/University 
PI Contribution The PI introduced the approach to cylindrical Levy processes as developed together with D. Applebaum (Sheffiled) in 2010. During the project the PI updated the collaborators on the success in developing a theory of stochastic integration with respect to cylindrical Levy processes.
Collaborator Contribution The collaborators introduced several models from applied areas such as climatology, biology and physics, where modelling a random perturbation by a cylindrical Levy process might be appropriate.
Impact This work is at a very initial level due to the delay in completing milestone 3. Together with the collaborators the PI has identified models in climatology as a promising area where random perturbations by cylindrical Levy proesses seem to be a natural choice. The PI had first discussions with scientist from climatology at the conference Exploring climate variability: physical models, statistical inference and stochastic dynamics; see Engagement Activities.
Start Year 2012
 
Description Conference on Progress in High Dimensional Probability (Aarhus) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation keynote/invited speaker
Geographic Reach International
Primary Audience Other audiences
Results and Impact The PI presented the results from the first milestone of this project at the conference Progress in High Dimensional Probability in Aarhus, Denmark. The audience was very interested in the PI's novel approach by cylindrical processes and a lively discussion sparked with several colleagues.


The PI was invited by Prof J. Rosinksi (Knoxville) to visit him and to collaborate with him on problems under milestone 3 of this project; this invitation resulted in the Collaboration and Partnership Working on the 3rd and 5th milestones of the project and the Engagement Activity American Mathematical Society Sectional Meeting (Knoxville).
Year(s) Of Engagement Activity 2013
URL http://thiele.au.dk/events/conferences/2013/hoffmann-joergensen/
 
Description 2nd Conference on Stochastics of Environmental and Financial Economics, Oslo 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Informed experts about recent progress on stochastic integration with respect to cylindrical Lévy processes.
Year(s) Of Engagement Activity 2015
 
Description 7th International Conference on Lévy Processes: Theory and Applications (Wroclaw) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other academic audiences (collaborators, peers etc.)
Results and Impact This conference is the most important European conference on Levy processes which are the fundamental object considered in this project. At this conference the main current research streams were presented and many international experts attended this event. The PI learned other research directions on Levy processes.

The attendance of this conference was very important since it gave the opportunity to the PI to discuss the problems and outcomes of this project at its half time with several experts on Levy processes. These discussions were one of the reasons to slightly change the approach to stochastic integration with respect to cylindrical Levy processes in Working on the 3rd milestone under Collaborations and Partnerships.
Year(s) Of Engagement Activity 2013
URL http://bcc.impan.pl/13Levy/
 
Description 8th International Conference on Lévy Processes 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Given a talk at the most important conference on Levy processes.
Year(s) Of Engagement Activity 2016
 
Description American Mathematical Society Sectional Meeting (Knoxville) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation keynote/invited speaker
Geographic Reach International
Primary Audience Other audiences
Results and Impact The PI was invited to give a talk in a special session at the American Mathematical Society sectional meeting in Knoxville. He extended his visit to work together with his collaborator on Working on the 3rd and 5th milestones of the project; see Collaboration & Partnerships. The outcome of this stay were some intermediate results.



By giving a talk on this project to an American audience, the PI had the chance to present the developed theory and results to colleagues who most of them were not aware of this project and the results. After the talk, the PI was invited to visit the University of Macau, China, in 2015.
Year(s) Of Engagement Activity 2014
 
Description Banach Center Conference on Stochastic Analysis and its Applications 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Given a talk on cylindrical Levy processes and collaborated on research problems.
Year(s) Of Engagement Activity 2017
URL https://www.impan.pl/en/activities/banach-center/conferences/17-stochastic
 
Description CNRS-PAN Mathematics Summer Institute (Krakow) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation keynote/invited speaker
Geographic Reach International
Primary Audience Other audiences
Results and Impact I gave an overview on the developed theory of cylindrical Levy processes and stochastic integration as developed in Working on the 3rd milestone of the project under Collaboration & Partnerships. The talk initiated a lively discussion with several international experts in the area of stochastic analysis.

Together with the host we discussed a possible approach to tackle the problem of the existence of a solution with cadlag trajectories to the stochastic Cauchy problem (Milestone 5).
Year(s) Of Engagement Activity 2014
URL http://wms.mat.agh.edu.pl/~peszat/workshop5.html
 
Description Conference Stochastic Analysis and Control (Bedlewo) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation paper presentation
Geographic Reach International
Primary Audience Other audiences
Results and Impact The PI presented the results from the first milestones of this project at the conference Stochastic Analysis and Control in Bedlewo, Poland. The audience was very interested in the PI's novel approach by cylindrical processes and a lively discussion sparked with several colleagues.

This conference was very important for the project since the most important and most influential group of researchers in this area are in Poland and attended this conference.

The PI was invited to Krakow for a research stay by one of the international leading experts on stochastic differential equations driven by Levy processes. This resulted in the Engagement Activities CNRS-PAN Mathematics Summer Institute (Krakow).
Year(s) Of Engagement Activity 2013
URL http://bcc.impan.pl/13Zabczyk/
 
Description Exploring climate variability: physical models, statistical inference and stochastic dynamics (Bielefeld) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation keynote/invited speaker
Geographic Reach International
Primary Audience Other audiences
Results and Impact The PI presented the results from the first milestones of this project at the conference Stochastic Analysis and Control in Exploring climate variability: physical models, statistical inference and stochastic dynamics (Bielefeld). The audience was very interested in the PI's novel approach by cylindrical processes and a lively discussion sparked with several colleagues.

The PI learnt many things on modelling in climatology and had several discussions with scientists from climatology.
Year(s) Of Engagement Activity 2013
URL http://www.uni-bielefeld.de/%28en%29/ZIF/KG/2012Climatevariability/
 
Description International conference dedicated to the 120th anniversary of Stefan Banach (Lviv) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation keynote/invited speaker
Geographic Reach International
Primary Audience Other audiences
Results and Impact Invited keynote speaker at the International conference dedicated to the 120th anniversary of Stefan Banach,Lviv, Ukraine. It was planned to present the approach to cylindrical Levy processes as developed together with D. Applebaum (Sheffiled) in 2010, and to introduce the aims of this project. However, due to a sudden illness the PI could not attend this conference.



Further dissemination of my approach developed in this project. The audience were international outstanding experts on probability theory in infinite dimensional spaces.

The PI was invited for a research stay at the University of Kiev in 2014.
Year(s) Of Engagement Activity 2012
URL http://lnu.edu.ua/faculty/mechmat/Departments/banach/
 
Description Invited seminar talk (Innsbruck) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact In a mini-course, the PI introduced the approach to cylindrical Levy processes as developed together with D. Applebaum (Sheffiled) in 2010. By these talks, several Phd students, PostDocs and senior researchers became aware of this project and its aims.




PhD students started to think to include cylindrical Levy processes as a model of random noise in their Phd theses.
Year(s) Of Engagement Activity 2012
 
Description LMS-EPSRC Durham Research Symposia 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Given a talk at one of the most important conferences on Stochastic Analysis in the UK.
Year(s) Of Engagement Activity 2017
URL http://www.maths.dur.ac.uk/lms/106/index.html
 
Description Prague working group 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Given a talk and gave an introduction on cylindrical Levy processes to several PhD students at the Charles University of Prague.
Year(s) Of Engagement Activity 2017
 
Description Probability and Applications Seminar, Queen Mary University of London 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact established new contacts and collaborations
Year(s) Of Engagement Activity 2019
 
Description Probability and Statistics Seminar, University of Manchester 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact presented my research partially from this grant
Year(s) Of Engagement Activity 2019
 
Description Second Conference on Ambit Fields and Related Topics 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Given a talk and started some research collaborations.
Year(s) Of Engagement Activity 2017
URL http://thiele.au.dk/events/conferences/2017/ambitfields2017/
 
Description Stochastic Processes and Differential Equations in Infinite Dimensional Spaces (London) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation workshop facilitator
Geographic Reach International
Primary Audience Other audiences
Results and Impact More than 50 international experts attended this conference, organised by the PI with means of this project and additional funding (see Research Workshop Grant (2014) under further funding). The feedback by the participant was excellent. In particular, apart from the perfect organisation, they mentioned the very interesting audience with researchers from different communities, which usually do not meet. By securing an essential amount from another source (see Research Workshop Grant (2014) under further funding) the PI was able to extend the planned scale of this event from a small workshop to a much bigger conference.

By organising this conference the PI improved his and his group's standing in the international scientific community working in this area. The PI could establish new contacts and collaborations during this conference. In particular, participants recognise London and King's College London as a location, where research is actively conducted in this area.
Year(s) Of Engagement Activity 2014
URL http://www.kcl.ac.uk/nms/depts/mathematics/news/Event-Information/eventsrecords/stochasticprocesses....
 
Description The 10th AIMS Conference on Dynamical Systems, Differential Equations and Applications (Madrid) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation keynote/invited speaker
Geographic Reach International
Primary Audience Other audiences
Results and Impact I gave an overview on the developed theory of cylindrical Levy processes and stochastic integration as developed in Working on the 3rd milestone of the project under Collaboration & Partnerships.The talk initiated a lively discussion with several international experts in the area of stochastic analysis.

After the talk colleagues suggested a possible collaboration on a related problem.
Year(s) Of Engagement Activity 2014
URL http://www.aimsciences.org/conferences/2014/index.html
 
Description Workshop on Levy-Driven Stochastic Dynamics (Jena) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Type Of Presentation keynote/invited speaker
Geographic Reach National
Primary Audience Other audiences
Results and Impact At this workshop several collaborators were present. I introduced some of the problems which appeared when working on milestone 5, i.e. the possible non-uniqueness of a solution to a stochastic Cauchy problem. The main result was to inform my collaborators of this problem and to discuss possible solutions.

My collaborators are aware of the difficulty of the phenomena I taught.
Year(s) Of Engagement Activity 2014
URL http://www.stochastik.uni-jena.de/stochastik/Workshops/Mini_Workshop+on+Levy_Driven+Stochastic+Dynam...
 
Description Workshop on PDEs/SPDEs and Functional Inequalities 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact present and discuss ideas
Year(s) Of Engagement Activity 2018
URL https://www.impan.pl/en/activities/banach-center/conferences/18-sspdes-spdes