Ryan O'Donnell

      Assistant Professor
      School of Computer Science
      Carnegie Mellon University
      7121 Wean Hall
      my email address

Research publications

    

Teaching

Testing Fourier dimensionality and sparsity
P. Gopalan, R. O'Donnell, R. Servedio, A. Shpilka, K. Wimmer.
      Submitted

Collisions lead to shallower decision trees (pdf)
J. Aspnes, M. Demirbas, R. O'Donnell, A. Rudra, S. Uurtamo.
      Submitted

3-Bit Dictator testing: 1 vs. 5/8 (pdf, U of T slides)
R. O'Donnell, Y. Wu.
      SODA '09

Spherical cubes and rounding in high dimensions (pdf)
G. Kindler, R. O'Donnell, A. Rao, A. Wigderson.
      FOCS '08

Learning geometric concepts via Gaussian surface area (pdf)
A. Klivans, R. O'Donnell, R. Servedio.
      FOCS '08

Some topics in analysis of boolean functions (pdf, STOC slides)
R. O'Donnell.
      Article accompanying STOC '08 tutorial

Polynomial regression under arbitrary product distributions (pdf)
E. Blais, R. O'Donnell, K. Wimmer.
      COLT '08

The Chow Parameters problem (pdf)
R. O'Donnell, R. Servedio.
      STOC '08

An optimal SDP algorithm for Max-Cut, and equally optimal Long Code tests (pdf)
R. O'Donnell, Y. Wu.
      STOC '08

Approximation by DNF: examples and counterexamples (pdf)
R. O'Donnell, K. Wimmer.
      ICALP '07

Understanding parallel repetition requires understanding foams (pdf, ICMS slides)
U. Feige, G. Kindler, R. O'Donnell.
      Complexity '07

Testing halfspaces (pdf, BIRS slides)
K. Matulef, R. O'Donnell, R. Rubinfeld, R. Servedio.
      SODA '09

SDP gaps and UGC-hardness for Max-Cut-Gain (pdf, Berkeley slides, UT Austin slides)
S. Khot, R. O'Donnell.
      FOCS '06

PAC learning mixtures of Gaussians with no separation assumption (pdf)
J. Feldman, R. O'Donnell, R. Servedio.
      COLT '06

Eliminating cycles in the discrete torus (pdf, LATIN slides)
B. Bollobás, G. Kindler, I. Leader, R. O'Donnell.
      Algorithmica 50(4), pp. 446-454 (2008).
      Conference version: LATIN '06

On the Fourier tails of bounded functions over the discrete cube (pdf)
I. Dinur, E. Friedgut, G. Kindler, R. O'Donnell.
      Israel Journal of Mathematics 160(1), pp. 389-412 (2007)
      Conference version: STOC '06

Noise stability of functions with low influences: invariance and optimality (pdf)
E. Mossel, R. O'Donnell, K. Oleszkiewicz.
      To appear in Annals of Mathematics
      10 page FOCS '05 version: pdf (NW Theory Day slides, CMU slides)

Every decision tree has an influential variable (pdf, UW slides)
R. O'Donnell, M. Saks, O. Schramm, R. Servedio.
      FOCS '05

Learning monotone decision trees in polynomial time (pdf)
R. O'Donnell, R. Servedio.
      SIAM Journal of Computing 37(3), pp. 827-844 (2007).
      Conference version: Complexity '06

Optimal inapproximability results for MAX-CUT and other two-variable CSPs? (pdf)
S. Khot, G. Kindler. E. Mossel, R. O'Donnell.
      SIAM Journal of Computing 37(1), pp. 319-357 (2007).
      Conference version: FOCS '04

Non-interactive correlation distillation, inhomogeneous Markov chains,
                                                      and the reverse Bonami-Beckner inequality
(pdf)
E. Mossel, R. O'Donnell, O. Regev, J. Steif, B. Sudakov.
      Israel Journal of Mathematics 154(1), pp. 299-336 (2006).

Learning mixtures of product distributions over discrete domains (pdf)
J. Feldman, R. O'Donnell, R. Servedio.
      SIAM Journal of Computing 37(5), pp. 1536-1564 (2008).
      Conference version: FOCS '05

My 2003 MIT PhD thesis: Computational applications of noise sensitivity (pdf, MIT slides)

Learning DNF from random walks (pdf)
N. Bshouty, E. Mossel, R. O'Donnell, R. Servedio.
      Journal of Computer and System Sciences 71(3), pp. 250-265 (2005)
      Conference version: FOCS '03

Extremal properties of polynomial threshold functions (pdf)
R. O'Donnell, R. Servedio.
      Journal of Computer and System Sciences 74(3), pp. 298-312 (2008)
      Conference version: Complexity '03

New degree bounds for polynomial threshold functions (pdf)
R. O'Donnell, R. Servedio.
      STOC '03

Learning juntas AKA Learning functions of k relevant variables (pdf)
E. Mossel, R. O'Donnell, R. Servedio.
      Journal of Computer and System Sciences 69(3), pp. 421-434 (2004)
      Conference version: STOC '03
Note (Aug. '06): Theorem 12 in this paper turns out to be not new.
      T. Siegenthaler proved it in Transactions of Information Theory 30(5) (1984).
      His result can also be used in place of our Theorem 13.
      Thanks to Eric Bach and Lisa Hellerstein for pointing this out.

Learning intersections and thresholds of halfspaces (pdf)
A. Klivans, R. O'Donnell, R. Servedio.
      Journal of Computer and System Sciences 68(4), pp. 808-840 (2004)
      Conference version: FOCS '02

Coin flipping from a cosmic source: On error correction of truly random bits (pdf)
E. Mossel, R. O'Donnell.
      Random Structures & Algorithms 26(4), pp. 418-436 (2005).

On the noise sensitivity of monotone functions (pdf)
E. Mossel, R. O'Donnell.
      Random Structures & Algorithms 23(3), pp. 333-350 (2003).
      Conference version:
            Trends in Mathematics: Mathematics and Computer Science II
            B. Chauvin et. al. ed., publ. by Birkhäuser, 2002

Hardness amplification within NP (pdf)
R. O'Donnell.
      Journal of Computer and System Sciences, 69(1), pp. 68-94 (2004).
      Conference version: STOC '02 / Complexity '02

Derandomized dimensionality reduction with applications (pdf)
L. Engebretsen, P. Indyk, R. O'Donnell.
      SODA '02

Spring 2009: 15-855: Intensive Intro to Complexity

Fall 2008: 15-359: Probability and Computing

Spring 2008: 15-854B: Advanced Approximation Algorithms

Fall 2007: 15-359: Probability and Computing

Spring 2007: 15-859S: Analysis of Boolean Functions

Autumn 2005: CSE 533: The PCP Theorem and Hardness of Approximation (University of Washington)


More

Ph.D. students:
     Eric Blais
     Karl Wimmer
     Yi Wu

Editor:
     Theory of Computing journal.

Program Committee member:
     Complexity 2009 (Paris)
     ICALP 2008 (Reykjavík)
     STOC 2007 (San Diego)
     Complexity 2005 (San Jose)
     STOC 2005 (Baltimore)

My CV (pdf)

A crossword
D. Liben-Nowell, R. O'Donnell.
      New York Times, August 3, 2005.

Another crossword
D. Liben-Nowell, R. O'Donnell.
      New York Times, March 25, 2004.