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Advanced Structured Prediction
Advanced Structured Prediction

Nowozin, S., Gehler, P. V., Jancsary, J., Lampert, C. H.

Advanced Structured Prediction, pages: 432, Neural Information Processing Series, MIT Press, November 2014 (book)

Abstract
The goal of structured prediction is to build machine learning models that predict relational information that itself has structure, such as being composed of multiple interrelated parts. These models, which reflect prior knowledge, task-specific relations, and constraints, are used in fields including computer vision, speech recognition, natural language processing, and computational biology. They can carry out such tasks as predicting a natural language sentence, or segmenting an image into meaningful components. These models are expressive and powerful, but exact computation is often intractable. A broad research effort in recent years has aimed at designing structured prediction models and approximate inference and learning procedures that are computationally efficient. This volume offers an overview of this recent research in order to make the work accessible to a broader research community. The chapters, by leading researchers in the field, cover a range of topics, including research trends, the linear programming relaxation approach, innovations in probabilistic modeling, recent theoretical progress, and resource-aware learning.

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publisher link (url) [BibTex]

publisher link (url) [BibTex]


Convertor
Convertor

Fischer, P., Mark, A.

May 2014 (patent)

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[BibTex]

[BibTex]


Modeling the Human Body in 3D: Data Registration and Human Shape Representation
Modeling the Human Body in 3D: Data Registration and Human Shape Representation

Tsoli, A.

Brown University, Department of Computer Science, May 2014 (phdthesis)

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pdf [BibTex]

pdf [BibTex]


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Wetting phenomena in electrolyte solutions

Ibagon, I.

Universität Stuttgart, Stuttgart, 2014 (phdthesis)

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link (url) [BibTex]

link (url) [BibTex]


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Trajectory to trajectory fluctuations in first-passage phenomena in bounded domains

Mattos, Thiago G., Mejia-Monasterio, Carlos, Metzler, Ralf, Oshanin, Gleb, Schehr, G.

In First-passage phenomena and their applications, pages: 203-225, World Scientific Publishing, Singapore, 2014 (incollection)

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DOI [BibTex]

DOI [BibTex]


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Dynamik einer fast-kritischen binären Flüssigkeit in zwei Dimensionen

Maisch, J.

Universität Stuttgart, Stuttgart, 2014 (mastersthesis)

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[BibTex]

[BibTex]


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Brownsche Bewegung schraubenförmiger Nanoteilchen

Gehrmann, C.

Universität Stuttgart, Stuttgart, 2014 (mastersthesis)

icm

[BibTex]

[BibTex]


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Electromagnetic self-propulsion for small objects in the near field

Müller, Boris

Universität Stuttgart, Stuttgart, 2014 (mastersthesis)

icm

[BibTex]

[BibTex]


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Thermal and structural properties of dense ionic liquids

Bartsch, Hendrik

Universität Stuttgart, Stuttgart, 2014 (mastersthesis)

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[BibTex]

[BibTex]


Simulated Annealing
Simulated Annealing

Gall, J.

In Encyclopedia of Computer Vision, pages: 737-741, 0, (Editors: Ikeuchi, K. ), Springer Verlag, 2014, to appear (inbook)

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[BibTex]

[BibTex]


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Interplay between geometry and fluid properties

König, P.-M.

Universität Stuttgart, Stuttgart, 2005 (phdthesis)

icm

link (url) [BibTex]

link (url) [BibTex]


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Molecular dynamics of wet granular media

Goll, C.

Universität Stuttgart, Stuttgart, 2005 (mastersthesis)

icm

[BibTex]

[BibTex]


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The Boolean Model: from Matheron till today

Stoyan, D., Mecke, K.

In Space, Structure and Randomness: contributions in honor of Georges Matheron in the fields of geostatistics, random sets, and mathematical morphology, 183, pages: 151-182, Lecture Notes in Statistics, Springer, New York, 2005 (incollection)

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[BibTex]

[BibTex]


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Grenzflächenfluktuationen binärer Flüssigkeiten

Hiester, T.

Universität Stuttgart, Stuttgart, 2005 (phdthesis)

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link (url) [BibTex]

link (url) [BibTex]

2004


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Morphometry of convection patterns in the earth\textquotesingles mantle

Kaminke, Ralf

Universität Stuttgart, Stuttgart, 2004 (mastersthesis)

icm

[BibTex]

2004


[BibTex]