Welcome on Dirk Nuyens's Personal Computer Science Department Homepage.
Topics on this Site are: Research, About Me and Other Things.
I work in the field of high dimensional quasi-Monte Carlo integration. More specifically I work on the construction of rank-1 lattice rules. You can find some recent work in the list below. The more recent work is listed on top, so for a good understanding you may want to read bottom up.
As a graphical experiment I am plotting a visual interpretation of a certain double character sum layed out on a circle. This then clearly shows symmetry and gives rise to other visual deducible properties.
I defended my PhD thesis on April 20th 2007.
Some Matlab codes for the fast construction of good lattice rules and good lattice sequences can be found on my code page. They work also with Octave.
The December issue of Notices of the AMS contains an image of the component-by-component matrix on the cover by me as well as a one page explanation of these matrices as accompaniment to an article by Ian Sloan and Frances Kuo. The image below is not the cover art, but the beautiful situation for n=90.
In joint work with Frances Y. Kuo and Roland Cools we construct embedded lattice rules which can be used as a finite low-discrepancy sequence.
You can download a preprint of “Constructing embedded lattice rules for multivariate integration”.
To be published in SIAM Journal on Scientific Computing.
The techniques on which the fast construction algorithm relies are independent of the kernel of the reproducing kernel Hilbert space, and thus the algorithm can also be applied to more exotic kernels. More over, the fast construction algorithm can directly be applied for polynomial lattice rules. We also supply a Matlab implementation of the fast algorithm for prime n.
You can download a preprint of “Fast Component-by-Component Construction, A Reprise for Different Kernels” which appears in the MC2QMC2004 proceedings.
The fast construction algorithm has been extended to work for any number of points. The construction cost for general n remains O(sn log(n)) for n points in s dimensions.
You can download a preprint of “Fast Component-by-Component Construction of Rank-1 Lattice Rules With a Non-Prime Number of Points” to appear in the Dagstuhl 2004 issue of Journal of Complexity.
The component-by-component (CBC) construction algorithm is a nice way to construct lattice rules which are extensible in the dimension. However the straight forward construction cost of this algorithm is O(s2n2), which is intractable for n and s large. We show a fast construction algorithm with time complexity O(sn log(n)) and memory complexity O(n).
“Fast Algorithms for Component-By-Component Construction of Rank-1 Lattice Rules in Shift-Invariant Reproducing Kernel Hilbert Spaces” (AMS link) which appears in Mathematics of Computation. There is also an extended version on this server as a TW-report with extra tables.
You can get an automated listing from our publication database.
My address: Dirk Nuyens, Department of Computer Science, K.U.Leuven, Celestijnenlaan 200A, B-3001 Heverlee.
My email address in a harder to read font, as an image, and hopefully not easy machine decipherable: ![]()
My thesis as industrial engineer EE was about approximate string matching to find duplicates in marketing databases and was rewarded the Information Technology Prize 1998. My thesis as civil engineer CS was about simulation techniques for quantum computers.
My favorite hobby is playing music. I own several synthesizers: an Ensoniq TS-12, a Kurzweil K2500S and a Ronald JV80. As well as an acoustic piano and a Rhodes Stage 73 piano. The website of my old band Torn is still online.
Liene was born at April 22th. These are some older pictures at 16 weeks pregnancy.
Some of the pictures will be put on line soon. As a preview my collection of license plates photographed at the National University of Australia during ODA05. Every state seems to have a slogan put on the plate: Canberra - The nation's capital; NSW - The premier state; Queensland - Sunshine state (Although it rained for the 2 days we were in Brisbane); Victoria - The place to be; Southern Australia - The festival state.