Applied Math

Duke Applied Mathematics

Curriculum Vitae

Mauro Maggioni

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Duke University
Mathematics Department, 119 Physics
Box 90320
Durham, NC 27708-0320 		(919) 660-2825 (office)
(email)
Education

PhDWashington University, St. Louis2002
MSWashington University, St. Louis2000
Laurea in MatematicaUniversita' degli Studi di Milano, Italy1999
Areas of Research

Harmonic analysis, with applications to statistical analysis of high-dimensional data, machine learning, imaging.

Areas of Interest

Harmonic analysis
Multiscale analysis
Markov decision processes
Machine learning
High-dimensional data analysis
Stochastic dynamical systems
Signal processing
Imaging (e.g. hyperspectral)
Geometric measure theory

Professional Experience / Employment History

Duke University
Assistant Professor, Mathematics (primary) and Computer Science (secondary), August 1, 2006 - present
Yale University
Research Scientist, Mathematics/Program in Applied Mathematics, July 01, 2005 - June 30, 2006
Gibbs Assistant Professor, Mathematics/Program in Applied Mathematics, July 1, 2002 - June 30, 2005
Mettler-Toledo-Myriad
Software Engineer, February 23, 2001 - June 30, 2002
Awards, Honors, and Distinctions

Sloan Fellowship, Sloan Foundation, March, 2008
Popov prize, April, 2007
Recent Grant Support

  • EMSW21-RTG: Geometric, Topological and Statistical Methods for Analyzing Massive Datasets, National Science Foundation, DMS-1045153, 2011/08-2016/07.      
  • A Rigorous Statistical Framework for the Mathematics of Sensing, Exploitation and Execution, Defense Advanced Research Projects Agency, 2011/11-2014/11.      
  • CAREER: Multiscale methods for high-dimensional data, graphs and dynamical systems, National Science Foundation, DMS-0847388, 2009/07-2014/06.      
  • Knowledge Enhanced Exapixel Photography, Defense Advanced Research Projects Agency, N66001-11-1-4002, 2010/11-2013/11.      
  • Multiscale geometry for the analysis of high dimensional datasets, Washington State University, 113054 G002745, 2010/05-2013/05.      
  • NeTS: Small: Collaborative Research: Online Social Networks: Measurement and Characterization Methodologies, National Science Foundation, IIS-0916855, 2009/09-2012/08.      
  • Mathematical Foundations of Multiscale Graph Representations and Interactive Learning, National Science Foundation, CCF-0808847, 2008/05-2012/07.      
  • Collaborative Proposal: CDI-Type I: A multidisciplinary, multiscale approach to discover organizing principles in macromolecular dynamics and functions, National Science Foundation, NSF-CHE-0835712, 2008/10-2011/09.      
  • Collaborative Research: Learning Multiscale Representations Using Harmonic Analysis on Graphs, National Science Foundation, IIS-0803293, 2008/09-2011/08.      
  • Mathematical Foundations of Multiscale Graph Representations and Interactive Learning, National Science Foundation, NSF-0808847-001, 2009/05-2011/04.      
  • Mathematical Foundations of Multiscale Graph Representations and Interactive Learning, National Science Foundation, 2008/05-2011/04.      
  • Sloan Research Fellowship, Alfred P. Sloan Foundation, BR-4834, 2008/09-2010/09.      
  • Geometric Modeling OF and Function Approximation ON High Dimensional, Multi-Modal Data Sets, ONR, N000140710625, 2007/04-2010/06.      
Selected Recent Invited Talks

Multiscale geometric methods for noisy point clouds in high dimensions, Harvard EECS, December, 2011  
Multiscale Analysis of 
Dynamic Graphs, I.M.A., Univ. Minneapolis, October, 2011  
Graph-based and multiscale geometric methods for the analysis of data sets in high dimensions, I.M.A., Univ. Minnesota, September, 2011  
Data sets in high dimensional spaces: Geometry and Random Walks, S.P.I.E., San Diego, August, 2011  
Multiscale Analysis of 
Dynamic Graphs, I.C.I.A.M., Vancouver, July, 2011  
Multiscale Geometric Analysis of Data Sets and Dictionary Learning, I.C.I.A.M., Vancouver, July, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, F.O.C.M., Budapest, July, 2011  
Graphs, High-dimensional Data Sets, and Multiscale Analysis, I.P.A.M., June, 2011  
Multiscale Geometric Dictionaries for Point-cloud Data, SPARS 11 conference, Edinburgh, June, 2011  
Geometric Multi-Resolution Analysis and Dictionary Learning, Shanks conference, Vanderbilt, May 17, 2011  
Multi-Resolution Geometric Analysis and Dictionary Learning, SAMPTA conference, N.T.U. Singapore, May, 2011  
Multiscale Analysis of 
Dynamic Graphs, SAMPTA conference, N.T.U. Singapore, May, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, I.C.C.H.A., Hong Kong, May, 2011  
Multiscale geometric methods for noisy point clouds: intrinsic dimension estimation, SAMPTA conference, N.T.U. Singapore, May, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, Yale, April 04, 2011  
Geometric analysis of molecular dynamics data, diffusion geometry and reaction coordinates, I.P.A.M, April, 2011  
Multiscale geometric methods for noisy low-dimensional point clouds in high dimensions, I.I.S.A. conference, NCSU., April, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, Caltech, April, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, Univ. of Chicago, March 28, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, NCSU, March 18, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, U.S.C., I.M.I., February 19, 2011  
Geometric MultiResolution Analysis, Univ. of Maryland College Park, February 18, 2011  
Multiscale geometric methods for noisy point clouds in high dimensions, Univ. Colorado Boulder, January 14, 2011  
Multiple scales in high-dimensional noisy data sets and images, SAMSI - undergraduate workshop, Complex Networks program, October, 2010  
Novel multiscale representations of data sets for interactive learning, Salt Lake City - Visweek - Extreme Scale Visual Analytics workshop, October, 2010  
Multiscale geometric methods for point clouds in high-dimensions, Los Angeles, IPAM - Machine reasoning workshop, September, 2010  
Multiscale methods for the analysis of dynamic graphs, SAMSI, August, 2010  
Intrinsic dimensionality estimation and multiscale geometry of data sets, San Francisco - Stanford, MMDS conference, June, 2010  
Multiscale geometric methods for low-dimensional point clouds in high dimensions, Paris - Workshop on "High dimensional problems and solutions", June, 2010  
Multiple scales in high-dimensional noisy data sets and images, Chicago - SIAM Imaging Science conference 2010, April, 2010  
On the intrinsic dimensionality of data sets in high-dimensions", Princeton, CISS conference, March, 2010  
Geometry and Analysis of point sets in high dimensions, Princeton, 14 December 2009  
Harmonic and Multiscale Analysis of, and on, Data Sets, Luminy, S.A.M.P.T.A., 14 December 2009  
Harmonic and multiscale analysis of and on data in high-dimensions, Physikzentrum, Bad Honnef, Germany, December 12, 2007  
Super fast tour on the basics of compressive sensing, SAMSI, November 27, 2007  
Diffusion analysis of and on data sets through diffusion operators, IPAM, UCLA, October 29, 2007  
Diffusion analysis of and on graphs, and high-dimensional data, TTI-Chicago, October 08, 2007  
Diffusion analysis of and on graphs, and high-dimensional data, Chicago, October 06, 2007  
Diffusion analysis of and on graphs, and high-dimensional data, IPAM, UCLA, October 03, 2007  
Diffusion analysis of and on graphs, and high-dimensional data, Banff, September 27, 2007  
Diffusion analysis of and on graphs, and high-dimensional data, July, 2007  
Diffusion processes on graphs and multiscale analysis of high dimensional data, San Antonio, Texas, March 06, 2007  
Multiscale analysis of diffusion processes on graphs and analysis of high-dimensional data, M.I.T., February 14, 2007  
Multiscale analysis of diffusion processes on graphs and analysis of high-dimensional data, N.C.S.U., January 26, 2007  
Analisi armonica multiscala applicata all'analisi di dati digitali in alte dimensioni e su grafi, Dipt Mat Appl, Milano, December 20, 2006  
Multiscale Analysis of Diffusion Processes on Graphs and Analysis of High-dimensional Data, JHU, Dept. Appl. Math., October, 2006  
Multiscale Analysis of Diffusion Processes on Graphs and Analysis of High-dimensional Data, Dipt. Sci. Inf. Mat. Appl., May, 2006  
Multiscale analysis on manifolds and graphs: constructions and applications, Brown Univ, February, 2006  
Multiscale analysis on manifolds and graphs: constructions and applications, GATech, February, 2006  
Multiscale analysis on manifolds and graphs: constructions and applications, Stanford Univ., February, 2006  
Multiscale analysis on manifolds and graphs: constructions and applications, Univ. Minnesota, Dept. Math., January, 2006  
Multiscale analysis on manifolds and graphs: constructions and applications, UCLA, January, 2006  
Diffusion Wavelets for multiscale analysis on manifolds and graphs: constructions and applications, EPFL, Lausanne, December, 2005  
Diffusion Wavelets for multiscale analysis on manifolds and graphs: constructions and applications, Cornell Univ., October, 2005  
Diffusion Wavelets for multiscale analysis on manifolds and graphs: constructions and applications, Penn State, September, 2005  
Doctoral Theses Directed

Arthur D Szlam, Multiscale Analysis on Graphs and Applications, (2006)  
Publications (listed separately)
Last modified: 2012/03/04
Duke University * Arts & Sciences * Mathematics * May 26, 2012

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