Upcoming Events:
SIAM Conference on Optimization, The Hong Kong Polytechnic University, Hong Kong, May 26-29, 2020.
I am a member of the organizing committee.
Sparse Approximation and Sampling, The Alan Turing Institute, London, May/June 2019.
- This is a joint workshop of the Isaac Newton Institute and The Alan Turing Institute
- This is one of three workshops which are part of a 6 month programme on "Approximation, sampling and compression in high dimensional problems" held at the Isaac Newton Institute during January - June 2019.
- Workshop organizers: Robert Calderbank (Duke, USA), Anders Hansen (Cambridge, UK),
Peter Richtarik (KAUST, KSA - University of Edinburgh, UK - The Alan Turing Institute, UK), Miguel Rodrigues (UCL, UK).
- Scientific Advisory Committee: Robert Calderbank (Duke, USA), Emmanuel Candes (Stanford, USA), Ronald DeVore (Texas A&M, USA), Ingrid Daubechies (Duke, USA), Arieh Iserles (Cambridge, UK)
ISMP 2018, Bordeaux, France, July 1-6, 2018.
I am co-organizing the stream 4.a Learning: Machine Learning, Big Data, Cloud Computing, and Huge-Scale Optimization. Stream organizers: Alexandre d’Aspremont, Olivier Beaumont, Peter Richtarik, Suvrit Sra.
If you want to a propose a session within this stream, get in touch.
Past Events:
Optimization and Big Data 2018, KAUST, Thuwal, Saudi Arabia, February 5-8, 2018.
I am co-organzing this workshop with Marco Canini. Past editions of the event were held in Edinburgh, Scotland: OBD
2015, OBD
2013, OBD
2012. The 2018 event is funded by KAUST Office for Sponsored Research, and co-funded by the Alan Turing Institute.
IMA
Numerical Linear Algebra and Optimization, Birmingham,
September 7-9, 2016 (co-organizing 2 mini-symposia)
International Conference on
Internet of Things and Big Data, Rome, Italy, April 23-25, 2016
(I am on the Program Committee)
Mathematical Perspectives on Big Data, Edinburgh, December 10-11, 2015
- This is a joint meeting of the London Mathematical Society and the Edinburgh Mathematical Society, marking the end of the 150th anniversary celebrations of LMS.
Theoretical
and Computational Approaches to Large Scale Inverse Problems,
Alan Turing Institute Scoping Workshop, Edinburgh, December 2-4, 2015
Distributed
Machine Learning and Optimization, Alan Turing Institute
Scoping Workshop, Edinburgh, November 25-27, 2015
OR 2015, Vienna, September 1-4, 2015
- I am putting together one invited session in the Continuous Optimization stream. Speakers and talk titles:
- Alexander Gasnikov (Moscow): Addaptive sum randomization technique in network-applications
- Myself (Edinburgh): SDNA: Stochastic Dual Newton Ascent for empirical risk minimization
- Dominik Csiba (Edinburgh): Stochastic Dual Coordinate Ascent with Adaptive Probabilities
22nd Int. Symposium on Mathematical Programming (ISMP), Pittsburgh, July 12-17, 2015
- I am putting together two invited sessions. The speakers and talk titles are:
- Volkan Cevher (EPFL): Constrained convex minimization via model-based excessive gap
- Jakub Konecny (Edinburgh): Distributed optimization with arbitrary local solvers
- Zheng Qu (Edinburgh): Randomized dual coordinate ascent with arbitrary sampling
- Audrey Repetti (University of Paris-Est): Convergence analysis of block-coordinate primal-dual algorithms with arbitrary random sampling
- P.R. (Edinburgh): Stochastic dual Newton ascent for empirical risk minimization
- Lin Xiao (Microsft): Communication-efficient distributed optimization of self-concordant empirical loss
13th EUROPT Workshop on Advances in Continuous Optimization, Edinburgh, July 8-10, 2015
- I am a member of the programme committee.
- Plenary Speakers: Sven Leyffer (Argonne), Lieven Vandenberghe (UCLA), Serge Gratton (CERFACS)
International Conference on Machine Learning, Lille, France, July 6-11, 2015
I am on the program committee.Optimization and Big Data 2015, Edinburgh, May 6-8, 2015
- Keynote speaker: Arkadi Nemirovski (Georgia Institute of Technology)
- Following the success of two previous workshops which I established in 2012 and organized in 2012 and 2013, this is the third workshop in the series.
International BASP Frontiers Workshop 2015, Villars-sur-Ollon, Switzerland, January 25-30, 2015
- I am putting together an invited session on Optimization within
the Signal Processing Stream (in total, there are 3 streams with 3
sessions in each).
- Speakers: Amir Beck (Technion), Volkan Cevher (Lausanne), Jakub Konecny (Edinburgh), Julien Mairal (INRIA), Jean-Christophe Pesquet (Universite Paris-Est; keynote speaker), Carola Schoenlieb (Cambridge).
Workshop: Numerical Algorithms and Intelligent Software, Edinburgh, December 5, 2014
- I am co-organizing this event with James Maddison.
IMA Numerical Linear Algebra and Optimization, Birmingham, September 3-5, 2014
- I am co-organizing two minisymposia at this event:
- 1. First-Order Methods and Big Data Optimization (with Z. Qu and J. Konecny)
- Speakers: Coralia Cartis (Oxford), Quoc Tran Dinh (Lausanne),
Francois Glineur (Louvain), Jakub Konecny (Edinburgh), Martin Jaggi
(ETH Zurich), Simon Lacoste-Julien (INRIA / Ecole Normale Superieure),
Zheng Qu (Edinburgh), Peter Richtarik (Edinburgh).
- 2. Optimisation and Decomposition for Image Processing and Related Topics (with T. Valkonen and C. Schoenlieb)
- Speakers: Olivier Fercoq (Edinburgh), Maria Hanel (University of Bayreuth), Andreas Hauptmann (University of Helsinki / AJAT Ltd), Andreas Langer (University of Graz), Thomas Pock (Technical University of Graz), Tuomo Valkonen (Escuela Politcnica Nacional de Quito).
SIAM Conference on Optimization, San Diego, California, May 19-22, 2014
- Lin Xiao (Microsoft), Zhaosong Lu (SFU) and myself are organizing a symposium (consisting of 6 minisymposia) on Coordinate Descent Methods.
- Here is the detailed programme
- Speakers: Amir Beck (Technion), Joseph Bradley (Berkeley), Alexandra Chouldechova (Stanford), Cong D. Dang (Florida), Miro Dudik (Microsoft), Olivier Fercoq (Edinburgh), Yin Tat-Lee (MIT), Chih-Jen Lin (NTU), Zhaosong Lu (SFU), Tom Luo (Minnesota), Yurii Nesterov (Louvain), Andrei Patrascu (Bucharest), Peter Richtarik (Edinburgh), Taiji Suzuki (Tokyo Institute of Technology), Martin Takac (Edinburgh), Rachael Tappenden (Edinburgh), Xiaocheng Tang (Lehigh), Ambuj Tewari (Michigan), Ji Liu (Wisconsin-Madison), Lin Xiao (Microsoft), Tong Zhang (Rutgers), Zaikun Zhang (Coimbra)
4th International Conference on Continuous Optimization, Lisbon, Portugal, July 27-August 1, 2013
- I am organizing the "Convex and nonsmooth optimization" cluster (with F. Glineur).
Optimization and Big Data, Edinburgh, May 1-3, 2013
- I am the organizer of this workshop.
- Speakers: Shai Shalev-Shwartz (Jerusalem), Anatoli Juditsky (Joseph Fourier University), myself (Edinburgh), Imre Polik (SAS), Olivier Fercoq (Edinburgh), Zaid Harchaoui (INRIA), Richard Samworth (Cambridge), Steve Wright (Wisconsin-Madison; keynote speaker), Martin Takac (Edinburgh), Martin Jaggi (Ecole Polytechnique), Jacek Gondzio (Edinburgh), Robert Freund (MIT), Des Higham (Strathclyde)
INFORMS Annual Meeting, Phoenix, Arizona, October 14-17, 2012
- I organized the session "Gradient methods for large-scale optimization" (programme)
- Speakers: Peter Richtarik (Edinburgh), Oliver Devolder (Louvain), Martin Takac (Edinburgh), Guanghui Lan (Florida)
3rd IMA Conf. on Numerical Linear Algebra and Optimisation, Birmingham, September 10–12, 2012
- I organized the minisymposium ''Gradient methods for large-scale optimization'' (programme)
- Speakers: Raphael Hauser (Oxford), Guillaume Obozinski (INRIA/ENS), P. R. (Edinburgh), Michel Baes (ETH Zurich), Martin Takac (Edinburgh), Vinh Xuan Doan (Warwick), Rachael Tappenden (Edinburgh), Carola-Bibiane Schoenlieb (Cambridge)
21st ISMP, Berlin, Germany, August 19–24, 2012
- I organized a session on "Coordinate descent methods"
- Speakers: P.R. (Edinburgh), Martin Takac (Edinburgh), Rachael Tappenden (Edinburgh)
Advances in Large-Scale Optimization, Edinburgh, May 24–25, 2012
- I am the organizer of this workshop.
- Speakers: Yurii Nesterov (Louvain; keynote speaker), Mark Schmidt (INRIA), Peter Richtarik (Edinburgh), Alexandre D'Aspremont (Ecole Polytechnique), Jacek Gondzio (Edinburgh), Michal Kocvara (Birmingham), Coralia Cartis (Edinburgh), Nati Srebro (TTI Chicago)
24th Biennial Conference on Numerical Analysis, June 28–July 1, 2011
- I have organized 2 minisymposia at this conference:
- Minisymposium
1:"Optimization and Applications".
Speakers: Olivier Devolder (Louvain-la-Neuve), Martin Takac (Edinburgh), Michal Kocvara (Birmingham) - Minisymposium
2: "Compressed Sensing: algorithms and theory".
Speakers: Jeffrey Blanchard (Grinnell), P.R. (Edinburgh), Martin Lotz (Edinburgh), Andrew Thompson (Edinburgh)