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James
R. Lee
email: jrl @ cs dot
(obvious)
Associate Professor
Department of Computer Science and Engineering
University of Washington
(contact info at bottom)
I got my PhD in CS from Berkeley, advised by Christos Papadimitriou.
After that, I did a postdoc in Avi's
group at the Institute for
Advanced Study in Princeton.
Research interests:
Algorithms, complexity, optimization.
High-dimensional geometry, geometry of discrete metric spaces, spectral graph theory, probability.
Applications
of geometry and analysis in theoretical computer science.
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students: [Daniel Poore | Alex Jaffe | Mohammad Moharrami]
| funding: |
NSF CAREER Award (CCF
0644037) - Geometric phenomena in algorithms and complexity |
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NSF CCF-0915251: Spectral analysis, spectral algorithms, and beyond
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BSF 2006052 - On some
complexity issues between P and NP |
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(with Arora, Papadimidtriou, Safra) |
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Sloan Research Fellowship
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committees: APPROX 2006, FOCS 2007,
SODA 2009,
COCOON 2010, FOCS 2010, ESA 2011, SODA 2014.
- Markov type and the multi-scale geometry of metric spaces
Stanford probability seminar (Sep), Berkeley probability seminar (Oct), MSR Redmond (Nov), 2012.
- Vertex cuts, vertex capacities, and embeddings [ppt]
University of Washington Theory Seminar, Seattle, November, 2012.
- Cover times, blanket times, and the Gaussian free field [ppt]
2nd Montreal Summer School in Graph Theory, McGill Univ, Montreal, July 2012.
- Embeddings, flows, and cuts: An introduction [ppt]
Workshop on L1 embeddings and flow-cut gaps, SoCG 2012, UNC Chapel Hill, June 2012.
- Spectral clustering between friends [ppt]
Machine learning seminar, University of Washington, April 2012.
- Dimension reduction for finite trees in L1 [ppt]
Symposium on Discrete Algorithms (SODA) 2012, Kyoto, Japan.
- Spectral partitioning and higher-order Cheeger inequalities [ppt]
Quantitative geometry in Computer Science, MSRI, Berkeley, December 2011.
recent papers in spectral graph theory/random walks
Multi-way spectral partitioning and higher-order Cheeger inequalities, with S. Oveis Gharan and L. Trevisan (STOC'12)
Cover times, blanket times, and majorizing measures, with J. Ding and Y. Peres (STOC'11; Annals of Math)
Harmonic maps on amenable groups and a diffusive lower bound for random walks, with Y. Peres (Annals of Probability)
Metric uniformization and spectral bounds for graphs, with J. Kelner, G. Price, and S.-H. Teng (FOCS'09, GAFA)
Eigenvalue bounds, spectral partitioning, and metrical deformations via flows, with P. Biswal and S. Rao (FOCS'08, JACM)
recent papers in embeddings/metric geometry
On the 2-sum embedding conjecture, with D. Poore (SoCG'13)
A node-capacitated Okamura-Seymour theorem, with M. Mendel and M. Moharrami (STOC'13)
Markov type and threshold embeddings, with J. Ding and Y. Peres (GAFA)
Dimension reduction for finite trees in L1, with A. de Mesmay and M. Moharrami (SODA'12)
and
A lower bound on dimension ... (with M. Moharrami)
Near-optimal distortion bounds for embedding doubling spaces into L1, with A. Sidiropoulos (STOC'11)
Bilipschitz snowflakes and metrics of negative type, with M. Moharrami (STOC'10)
Pathwidth, trees, and random embeddings, with A. Sidiropoulos (STOC'09, Combinatorica)
some notes
all papers
- A lower bound on dimension reduction for trees in L1 (with M. Moharrami) [arxiv]
- On the 2-sum embedding conjecture (with D. Poore)
To appear, SoCG 2013.
- On expanders from the action of GL(2,Z)
[pdf]
- A node-capacitated Okamura-Seymour theorem (with M. Mendel and M. Moharrami) [arxiv]
To appear, STOC 2013.
- Markov type and threshold embeddings (with J. Ding and Y. Peres) [arxiv]
To appear, Geometric & Functional Analysis (GAFA).
- On the Hausdorff dimension of ultrametric subsets in Rn (with M. Mendel and M. Moharrami) [arxiv]
Fundamenta Mathematicae, 218: 285-290, 2012.
- A note on mixing times of planar random walks (with T. Qin) [arxiv]
- Multi-way spectral partitioning and higher-order Cheeger inequalities (with S. Oveis Gharan and L. Trevisan) [arxiv]
STOC 2012.
- Dimension reduction for finite trees in L1 (with A. de Mesmay and M. Moharrami) [arxiv]
SODA 2012.
- Near-optimal distortion bounds for embedding doubling spaces into L1 (with A. Sidiropoulos)
STOC 2011
- Cover times, blanket times, and majorizing measures (with J. Ding and Y. Peres) [arxiv]
To appear, Annals of Math. [ STOC 2011 ]
- Bilipschitz snowflakes and metrics of negative type (with M. Moharrami)
STOC 2010
- Genus and the geometry of the cut graph (with T. Sidiropoulos)
SODA 2010
- Harmonic maps on amenable groups and a diffusive lower bound for random walks (with Y. Peres)
[arxiv]
To appear, Annals of Probability.
- On the optimality of gluing over scales (with A. Jaffe and M. Moharrami)
[arxiv]
To appear, Discrete & Computational Geometry. [ APPROX 2009 ]
- Metric uniformization and spectral bounds for graphs
(with J. Kelner, G. Price, and S.-H. Teng)
[arxiv]
Geometric & Functional Analysis (GAFA), 21(5): 1117-1143, 2011.
Announcement "Higher eigenvalues of graphs" in
FOCS 2009.
- Sparsest Cut on quotients of the hypercube (with A. Kolla)
- Randomly removing g handles at once (with G. Borradaile and T. Sidiropoulos)
[arxiv]
Computational Geometry, Theory and Applications, 43(8): 655-662, 2010. [ SoCG 2009 ]
- Pathwidth, trees, and random embeddings (with T. Sidiropoulos)
[arxiv]
To appear, Combinatorica.
This paper is part one of the full version of the following extended abstract.
On the geometry of graphs with a forbidden minor (with T. Sidiropoulos) [ps
| pdf]
STOC 2009
- Eigenvalue multiplicity and volume growth
(with Y. Makarychev)
[ps
| pdf]
Accepted to Journal of Topology and Analysis.
- Eigenvalue bounds, spectral partitioning, and metrical
deformations via flows
(with P. Biswal and S. Rao)
[arxiv]
Journal of the ACM, 57(3): 13(1-23), 2010. [
FOCS 2008 ]
- Euclidean sections of L1n with
sublinear randomness
and error-correction over the reals
(with V. Guruswami and A. Wigderson)
[ps
| pdf]
RANDOM 2008
- Local moves and lossy invariants in planar graph
embeddings
(with A. Chakrabarti, A. Jaffe, and J. Vincent)
[ps
| pdf]
FOCS 2008
- Almost Euclidean subspaces of L1n
via
expander codes (with V. Guruswami and A. Razborov)
[ps
| pdf]
Combinatorica, 30(1): 47-68, 2010. [
SODA
2008 ]
- Eigenvectors of random graphs: Nodal domains
(with Y. Dekel
and N. Linial)
[ps |
pdf]
Random Strucures & Algorithms, 39(1): 39-58, 2011.
[ RANDOM
2007 ]
- Coarse differentiation and planar multi-flows
(with P. Raghavendra)
[ps
| pdf]
Discrete & Computational Geometry, 43(2): 346-362, 2010. [ APPROX
2007 ]
- Vertex cuts, random walks, and dimension reduction in
series-parallel graphs (with B. Brinkman and A. Karagiozova)
[pdf]
STOC 2007
- Trees and Markov convexity (with A. Naor and Y.
Peres)
[arxiv]
Geometric
and Functional Analysis (GAFA), 18(5): 1609-1659, 2009.
[ SODA 2006 ]
- Improved distortion bounds for metrics of negative type
in preparation, 2006. [comment]
- Lp metrics on the Heisenberg group and the
Goemans-Linial conjecture (with A. Naor)
[ps
| pdf]
FOCS 2006
- Algorithms on negatively curved spaces (with R.
Krauthgamer)
[ps
| pdf]
FOCS 2006
- Volume distortion for subsets of Euclidean spaces
[ps
| pdf]
Discrete
& Computational Geometry, 41(4): 590-615, 2009. [
SoCG
2006 ]
- Frechet embeddings of negative type metrics.
(with S. Arora and A. Naor)
[ps
| pdf]
Discrete
& Computational Geometry, 38(4): 726-739, 2007.
- An improved approximation ratio for the minimum linear
arrangement
problem (with U. Feige) [ps
| pdf]
Information Processing
Letters, 101(1): 26-29, 2007.
- Euclidean distortion and the Sparsest Cut
(with S. Arora and A. Naor)
[ps
| pdf]
Journal of the American
Mathematical Society, 21(1): 1-21, 2008.
[ STOC 2005 ]
- Improved approximation algorithms for minimum-weight
vertex separators.
(with U. Feige and M. T. Hajiaghayi)
[ps
| pdf]
SIAM
Journal on Computing, 38(2): 629-657, 2008.
[ STOC 2005 ]
- Distance scales, embeddings, and metrics of negative type
[ps
| pdf]
(prelim version in SODA 2005)
- Measured descent: A new embedding method for finite
metrics.
(with Robert Krauthgamer, Manor Mendel, and Assaf Naor)
Geometric
and Functional Analysis (GAFA), 15(4): 839-858, 2005.
Prelim. version in FOCS 2004
(Rome, Italy).
[preprint: pdf]
- The black-box complexity of nearest neighbor search.
(with Robert Krauthgamer)
Special (ICALP'04) issue of Theoretical
Computer Science 348(2): 129-366, 2005.
Prelim. version in ICALP 2004
(Turku, Finland).
[preprint: ps
| pdf]
- Navigating nets: Simple algorithms for proximity
search.
(with Robert Krauthgamer)
Proceedings of SODA 2004
(New Orleans, LA).
[conf. version: ps
| pdf]
- Absolute Lipschitz extendability.
(with Assaf Naor)
Comptes
Rendus de l'Acadèmie
des Sciences - Series I - Mathematics, 338(11): 859-862, 2004.
- Extending Lipschitz functions via random metric
partitions.
(with Assaf Naor)
Math.
Invent., 160(1): 59-95, 2005.
[preprint: ps
| pdf]
- Metric structures in L1:
Dimension, snowflakes,
and average distortion.
(with Manor Mendel and Assaf Naor)
European
Journal of Combinatorics,
26(8): 1180-1190, 2005.
[preprint: ps
| pdf]
- Embedding the diamond graph in Lp
and dimension
reduction in L1.
(with Assaf Naor)
Geometric
and Functional Analysis (GAFA), 14(4): 745-747, 2004.
[ps
| pdf]
- Bounded geometries, fractals, and low-distortion
embeddings.
(with Anupam Gupta and Robert Krauthgamer)
Prelim. version in FOCS
2003 (Cambridge, MA).
[conf. version: ps
| pdf]
- The intrinsic dimensionality of graphs.
(with Robert Krauthgamer)
Combinatorica,
27(5): 551-585, 2007.
Prelim. version in STOC 2003 (San
Diego, CA).
[full version: ps | pdf]
- Hardness
of approximating vertex-connectivity
network design problems.
(with Guy Kortsarz and Robert Krauthgamer)
SIAM
Journal on Computing,
33(3):704-720, 2004.
Prelim. version in APPROX 2002 (Rome, Italy).
[ps
| pdf]
happiness is a warm theorem.
| old teaching: |
CSE 599S Algorithmic Spectral Graph Theory (Spring'12)
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CSE 312 Foundations of CS II (Winter'12)
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CSE 431 Introduction to the Theory of Computation (Spring'11)
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CSE 312: Foundations of CS, II (Autumn'10)
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CSE 421 Design and Analysis of Algorithms (Autumn 09) |
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CSE 521 Design and Analysis of Algorithms (Spring 09)
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CSE 599S Analytical and geometric methods in the theory
of computation (Fall 08)
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CSE 431 Introduction to
the Theory of Computation (Spring '08) |
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CSE 525
Randomized Algorithms & Probabilistic Analysis (Winter'08) |
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CSE
321 Discrete Structures (Autumn'07) |
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CSE 525
Randomized algorithms and probabilistic analysis (Spring'07) |
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CSE
599I Geometric embeddings and high-dimensional phenomena (Winter'07) |
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CSE
321 Discrete Structures (Autumn'06) |
address:
James R. Lee
Department of Computer Science and Engineering
Box 352350
University of Washington
Seattle, WA 98195-2350