Jason Morton
Applied algebraic geometry and tensor networks in statistics, computer science, and quantum information
Talks
Quantum and Classical Tensor Networks, Department of Mathematics Colloquium, University of California, San Diego 12/4/2012.
Introduction to algebraic geometry for physicists and computer scientists, Tensor Network States and Algebraic Geometry Conference, ISI Foundation, Turin, Italy 11/6-7/2012.
Quantum and Classical Tensor Networks, Department of Mathematics Colloquium, University of Southern California, 10/10/2012.
Quantum and classical tensor networks, Tensors and their Geometry in High Dimensions Workshop, U.C. Berkeley, 9/29/2012.
Geometry of revolutionary information processing systems, DARPA, Arlington VA, 8/1/2012.
Mathematical explorations of deep learning, DARPA Deep Learning Meeting, Arlington, VA 7/25/2012.
Algebraic and geometric approaches to deep learning (3 talks). Graduate Summer School: Deep Learning, Feature Learning, IPAM, University of California Los Angeles, 7/19-20/2012.
Quantum and Classical Tensor Networks, Naval Research Laboratory, Washington, D.C. 6/21/2012.
Quantum and Classical Tensor Networks, ISI Foundation Colloquium, Turin, Italy 5/15/2012.
Tensor Networks in Algebraic Geometry and Statistics, Centro de Ciencias de Benasque Pedro Pascual, Benasque, Spain 5/10/2012.
Applied Algebraic Geometry, DARPA Mathematics Summit, Lake Tahoe 2/21-23/12.
Pfaffian circuits, SSC Seminar, Departments of Mathematics, Statistics, and Computer Science, University of Chicago, 1/6/12.
Graphical models as monoidal categories, MAA session on Algebraic Statistics at the Joint Mathematics Meeting, Boston, Massachusetts, 1/4/12.
Holographic algorithms without matchgates, Centre for Quantum Technologies, Singapore, 11/15/11.
Geometry of deep belief networks, Minisymposium on Graphical Statistical Models, SIAM Conference on Applied Algebraic Geometry, North Carolina State University, 10/6-9, 2011.
Geometry of Hierarchical Learning, Penn State Applied Algebra Seminar, 8/24/11.
Geometry of deep learning, Deep Learning Phase 2 Kickoff Meeting, San Jose, CA, 8/10/11.
Pfaffian circuits, ICERM (inaugural) Topical Workshop on Mathematical Aspects of P versus NP and its Variants . Providence, RI, 8/1-8/5, 2011.
Pfaffian circuits, Quantum Computation Seminar, Dept. Mathematics, UCSD, 5/10/11.
Modelling higher-order dependence with cumulants, Center for Computational Mathematics Seminar, Dept. Mathematics, UCSD, 5/10/11.
Graphical models as monoidal categories, Penn State Probability Seminar, 3/25/11.
Tools for higher-order portfolio optimization, Financial Mathematics Seminar, Penn State Dept. Mathematics, 3/22/2011.
Pfaffian circuits, University of Kentucky Combinatorics, Algebra, Topology and Statistics Seminar, Lexington, KY 3/7/10.
Kernel counting, Algebraic geometry in the sciences, kickoff workshop for the 2011 Mittag-Leffler Institute program Algebraic Geometry with a view towards applications. Oslo, Norway 1/14 2011.
Kernel counting, Rice Department of Computational and Applied Mathematics Colloquium, Houston, TX 11/29/10.
Kernel counting, DARPA YFA Kickoff meeting, Arlington, VA 9/21/20.
Geometry of restricted Boltzmann machines, SIAM Minisymposium on Convex algebraic geometry at the 2010 SIAM Annual Meeting, Pittsburgh, PA, 7/14/2010.
A geometric approach to partition functions, SIAM Minisymposium on Algebraic statistics at the 2010 SIAM Annual Meeting, Pittsburgh, PA, 7/13/2010.
Holographic algorithms without matchgates, University of Michigan CS Theory Seminar, 6/3/2010.
Geometry of restricted Boltzmann machines, Special Session on Advances in Algebraic Statistics, AMS Spring Southeastern Sectional Meeting, 3/27-28/2010.
Kernel counting, Princeton Discrete Math Seminar, 3/25/10.
Kernel counting and algebraic complexity theory, Penn State Slow Pitch Seminar, 3/16/10.
Holographic algorithms without matchgates, Symbolic Computation Seminar, North Carolina State University, 2/17/2010.
Holographic algorithms without matchgates, Penn State CS Theory Seminar, 2/8/2010.
Geometry of the restricted Boltzmann machine, Penn State Probability Seminar, 2/5/10.
Relations among conditional probabilities, Penn State Probability Seminar, 1/29/10.
Scalable implicit symmetric tensor approximation, Computational Methods for Tensors minisymposium, SIAM Conference on Applied Linear Algebra, 10/28/2009, Monterey Bay-Seaside, CA. Slides.
Geometry of restricted Boltzmann machines, AMS Fall Eastern Section Meeting, University Park, Pennsylvania, 10/25/2009.
Tools for higher-order portfolio optimization, Practitioner's Financial Mathematics Seminar, School of Mathematics, University of Minnesota, 10/9/2009.
Holographic algorithms without matchgates, Combinatorics seminar, School of Mathematics, University of Minnesota, 10/9/2009.
Algebraic models for multilinear dependence, IMS NRC, Johns Hopkins University 7/31/09.
Distributions representable by restricted Boltzmann machines (poster), ICML 2009 Workshop on Learning Feature Hierarchies, Montreal, Canada, 6/18/09.
A visualization is a hypothesis, San Francisco Data Visualization Salon, 5/5/09.
Holographic algorithms without matchgates, Stanford CS Theory Lunch, 4/23/09.
Holographic algorithms without matchgates, U.C. Berkeley Discrete Math Seminar, 4/20/09.
Algebraic models for multilinear dependence, Sandia National Laboratory, 4/16/09.
Algebraic models for multilinear dependence, Penn State Department of Mathematics, 4/8/09.
Tools for higher-order portfolio optimization, MSCI Barra, 3/31/09.
Tools for higher-order portfolio optimization, Berkeley IEOR Seminar, 2/23/09.
Algebraic models for multilinear dependence, NSF Workshop: Future Directions in Tensor-Based Computation and Modeling, Arlington, VA 2/21/09.
Mapping the geometry of heart rate data, DARPA Topological Data Analysis meeting, Santa Barbara, CA 1/23/09.
Algebraic models for multilinear dependence , Duke Statistical Science Seminar, 1/19/09.
Algebraic models for multilinear dependence, U.C. Berkeley Special Algebraic Statistics Seminar, 1/13/09.
Algebraic models for multilinear dependence, at the Algebraic Statistical Models Workshop, SAMSI, Research Triangle Park, North Carolina, 1/15-1/17, 2009.
Tools for higher-order portfolio optimization, QWAFAFEW, San Francisco, 1/12/09. Slides.
Algebraic models for multilinear dependence, at the Algebraic methods in machine learning minisymposium, part of NIPS, Vancouver and Whistler, 12/11/08.
Tensor geometry and cumulants. Texas A&M Geometry Seminar, 11/14/08.
Mapping the geometry of heart rate data, DARPA FunBio meeting, San Francisco, 8/21/08.
Tensors and statistics, AIM Geometry and representation theory of tensors for computer science, statistics and other areas Palo Alto, 7/23/08.
A series of video lectures given at the MSRI graduate workshop on the geometry of tensors.
Practitioner's Financial Mathematics Seminar, School of Mathematics, University of Minnesota, 4/11/08.
Conditional probability, bipartite graphs, and permutohedra, at the University of Minnesota Combinatorics Seminar, 4/11/08.
Relations among conditional probabilities at Geometric Aspects of Conditional Independence and Information, conference at the Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany, 3/14/08.
Topological regularization of large graphical models, TMSCSCS Seminar, Stanford University 3/12/08
Relations among conditional probabilities, Computational Genomics and Algebraic Statistics Seminar, U.C. Berkeley, 11/13/07.
Relations among conditional probabilities, AMS Special Session on Combinatorial Enumeration, Optimization, Geometry, and Statistics at the Murfreesboro, Tennessee meeting, 11/03/07.
Schur modules in algebraic statistics, U.C. Berkeley Special Algebraic Statistics Seminar, 7/2/07.
How to Write Down Polynomials I and II (on using Schur-Weyl Duality to decompose ideals), Special Geometry Seminar at Texas A&M, 6/4/07 and 6/6/07.
Geometry of Rank Tests, poster at IMA session on Applications of Algebraic Geometry (Applications in Biology, Dynamics, and Statistics), 3/5/07.
The Toric Geometry of Conditional Probability, U. C. Berkeley Student Algebraic Statistics Seminar, 11/13/06.
Semigraphoids and the Permutohedron, MIT Combinatorics Seminar, 10/6/06
Geometry of Rank Tests, Texas A&M Algebra and Combinatorics Seminar, 9/29/06
Geometry of Rank Tests, Third European Workshop on Probabilistic Graphical Models, Prague 9/14/06
Rank Tests for Microarray Data, Duke Systems Biology Seminar, 8/31/06
Geometry of Rank Tests, MSRI Summer Graduate Workshop on Mathematical aspects of computational biology, 6/27/06