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2010


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Using an Infinite Von Mises-Fisher Mixture Model to Cluster Treatment Beam Directions in External Radiation Therapy

Bangert, M., Hennig, P., Oelfke, U.

In pages: 746-751 , (Editors: Draghici, S. , T.M. Khoshgoftaar, V. Palade, W. Pedrycz, M.A. Wani, X. Zhu), IEEE, Piscataway, NJ, USA, Ninth International Conference on Machine Learning and Applications (ICMLA), December 2010 (inproceedings)

Abstract
We present a method for fully automated selection of treatment beam ensembles for external radiation therapy. We reformulate the beam angle selection problem as a clustering problem of locally ideal beam orientations distributed on the unit sphere. For this purpose we construct an infinite mixture of von Mises-Fisher distributions, which is suited in general for density estimation from data on the D-dimensional sphere. Using a nonparametric Dirichlet process prior, our model infers probability distributions over both the number of clusters and their parameter values. We describe an efficient Markov chain Monte Carlo inference algorithm for posterior inference from experimental data in this model. The performance of the suggested beam angle selection framework is illustrated for one intra-cranial, pancreas, and prostate case each. The infinite von Mises-Fisher mixture model (iMFMM) creates between 18 and 32 clusters, depending on the patient anatomy. This suggests to use the iMFMM directly for beam ensemble selection in robotic radio surgery, or to generate low-dimensional input for both subsequent optimization of trajectories for arc therapy and beam ensemble selection for conventional radiation therapy.

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Web DOI [BibTex]

2010


Web DOI [BibTex]


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Coherent Inference on Optimal Play in Game Trees

Hennig, P., Stern, D., Graepel, T.

In JMLR Workshop and Conference Proceedings Volume 9: AISTATS 2010, pages: 326-333, (Editors: Teh, Y.W. , M. Titterington ), JMLR, Cambridge, MA, USA, Thirteenth International Conference on Artificial Intelligence and Statistics, May 2010 (inproceedings)

Abstract
Round-based games are an instance of discrete planning problems. Some of the best contemporary game tree search algorithms use random roll-outs as data. Relying on a good policy, they learn on-policy values by propagating information upwards in the tree, but not between sibling nodes. Here, we present a generative model and a corresponding approximate message passing scheme for inference on the optimal, off-policy value of nodes in smooth AND/OR trees, given random roll-outs. The crucial insight is that the distribution of values in game trees is not completely arbitrary. We define a generative model of the on-policy values using a latent score for each state, representing the value under the random roll-out policy. Inference on the values under the optimal policy separates into an inductive, pre-data step and a deductive, post-data part. Both can be solved approximately with Expectation Propagation, allowing off-policy value inference for any node in the (exponentially big) tree in linear time.

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PDF Web [BibTex]

PDF Web [BibTex]


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Comment on biomimetic ultrathin whitening by capillary-force-induced random clustering of hydrogel micropillar arrays

Bernardino, N. R., Dietrich, S.

ACS Applied Materials \& Interfaces, 2(3):603-604, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Wetting of surfaces covered by elastic hairs

Bernardino, N. R., Blickle, V., Dietrich, S.

Langmuir, 26(10):7233-7241, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Phase diagrams of binary mixtures of oppositely charged colloids

Bier, M., van Roij, R., Dijkstra, M.

Journal of Chemical Physics, 133(12), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Narrow-escape times for diffusion in microdomains with a particle-surface affinity: mean-field results

Oshanin, G., Tamm, M., Vasilyev, O.

Journal of Chemical Physics, 132(23), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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The localization transition of the two-dimensional Lorentz model

Bauer, T., Höfling, Felix, Munk, T., Frey, E., Franosch, T.

European Physical Journal - Special Topics, 189(1):103-118, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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DDFT for Brownian particles and hydrodynamics

Rauscher, M.

Journal of Physics: Condensed Matter, 22(36), 2010 (article)

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link (url) DOI [BibTex]

link (url) DOI [BibTex]


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Colloidal particles in liquid crystal films and at interfaces

Tasinkevych, M., Andrienko, D.

Condensed Matter Physics, 13(3), 2010 (article)

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[BibTex]

[BibTex]


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Nanofluidics of thin liquid films

Rauscher, M., Dietrich, S.

In Handbook of Nanophysics, Principles and Methods, 1, pages: 11-1-11-23, Handbook of Nanophysics, CRC Press, Boca Raton, 2010 (incollection)

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[BibTex]

[BibTex]


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Phase behavior of ionic liquid crystals

Kondrat, S., Bier, M., Harnau, L.

The Journal of Chemical Physics, 132, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Nanoindentation studies on crosslinking and curing effects of PDMS

Deuschle, J. K., de Souza, E. J., Arzt, E., Enders, S.

International Journal of Materials Research, 101(8):1014-1023, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Fundamental measure theory for hard-sphere mixtures: a review

Roth, R.

Journal of Physics: Condensed Matter, 22(6), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Universality of the glassy transitions in the two-dimensional \pmJ Ising model

Parisen Toldin, F., Pelissetto, A, Vicari, E.

Physical Review E, 82(2), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Dynamics of complex fluids at liquid-solid interfaces

Almenar Egea, L.

Universität Stuttgart, Stuttgart, 2010 (phdthesis)

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link (url) [BibTex]

link (url) [BibTex]


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Nanotropfen an Stufen

Maier, D.

Universität Stuttgart, Stuttgart, 2010 (mastersthesis)

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[BibTex]

[BibTex]


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Phoretic motion of spheroidal particles due to self-generated solute gradients

Popescu, M. N., Dietrich, S., Tasinkevych, M., Ralston, J.

European Physical Journal E, 31(04):351-367, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Critical Casimir forces involving a chemically structured substrate

Parisen Toldin, F., Dietrich, S.

In International Journal of Modern Physics, 25, pages: 355-359, University of Oklahoma, USA, 2010 (inproceedings)

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DOI [BibTex]

DOI [BibTex]


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Vapor pressure of ionic liquids

Bier, M., Dietrich, S.

Molecular Physics, 108(2):211-214, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Colloidal aggregation and critical Casimir forces

Gambassi, A., Dietrich, S.

Physical Review Letters, 105(5), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Localization phenomena in models of ion-conduction glass formers

Horbach, J., Voigtmann, T., Höfling, F., Franosch, T.

European Physical Journal - Special Topics, 189(1):141-145, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Tensorial density functional theory for non-spherical hard-body fluids

Hansen-Goos, H., Mecke, K.

Journal of Physics: Condensed Matter, 22(36), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Thermoresponsive colloidal molecules

Hoffmann, M., Siebenbürger, M., Harnau, L., Hund, M., Hanske, C., Wagner, C. S., Drechsler, M., Ballauff, M.

Soft Matter, 6, pages: 1125-1128, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Untersuchung der kritischen Adsorption an kolloidalen Teilchen mit Hilfe von Streutechniken

Slupina, C.

Universität Stuttgart, Stuttgart, 2010 (mastersthesis)

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[BibTex]

[BibTex]


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Critical Casimir forces and adsorption profiles in the presence of a chemically structured substrate

Parisen Toldin, F., Dietrich, S.

Journal of Statistical Mechanics: Theory and Experiment, (Nov.), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Free energy of colloidal particles at the surface of sessile drops

Guzowski, J., Tasinkevych, M., Dietrich, S.

European Physical Journal, 33(3):219-242, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Casimir interactions in Ising strips with boundary fields: exact results

Abraham, D. B., Maciolek, A.

Physical Review Letters, 105(5), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Ballistic deposition patterns beneath a growing Kardar-Parisi-Zhang interface

Khanin, K., Nechaev, S., Oshanin, G., Sobolevski, A., Vasilyev, O.

Physical Review E, 82(6), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Dynamics of nanoscopic capillary waves

Mecke, K., Falk, K., Rauscher, M.

In Nonlinear Dynamics of Nanosystems, pages: 121-142, Wiley-VCH, Berlin, 2010 (incollection)

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DOI [BibTex]

DOI [BibTex]


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Critical Casimir interaction between a cylindrical particle and a chemically structured substrate

Labbe-Laurent, M.

Universität Stuttgart, Stuttgart, 2010 (mastersthesis)

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[BibTex]

[BibTex]


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Vapour pressure of ionic liquids. Corrigendum

Bier, M., Dietrich, S.

Molecular Physics, 108(10):1413-1413, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Wetting of nanopatterned grooved surfaces

Hofmann, T., Tasinkevych, M., Checco, A., Dobisz, E., Dietrich, S., Ocko, B. M.

Physical Review Letters, 104(10), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Critical Casimir effect for colloids close to chemically patterned substrates

Tröndle, M., Kondrat, S., Gambassi, A., Harnau, L., Dietrich, S.

Journal of Chemical Physics, 133(7), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Dynamics of colloidal particles with capillary interactions

Dominguez, A., Oettel, M., Dietrich, S.

Physical Review E, 82(1), 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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A fluorescence correlation spectroscopy study of macromolecular tracer diffusion in polymer solutions

Zettl, U., Ballauff, M., Harnau, L.

Journal of Physics: Condensed Matter, 22, 2010 (article)

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DOI [BibTex]

DOI [BibTex]


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Capillary interactions between colloidal particles at curved fluid interfaces

Guzowski, J.

Universität Stuttgart, Stuttgart, 2010 (phdthesis)

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link (url) [BibTex]

link (url) [BibTex]


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Anomalous transport resolved in space and time by fluorescence correlation spectroscopy

Höfling, F., Bamberg, K. U., Franosch, T.

Soft Matter, 7(4):1358-1363, 2010 (article)

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DOI [BibTex]

DOI [BibTex]