Publications

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1579 Publications visible to you, out of a total of 1579

Abstract (Expand)

The goal of the presented work is the application of data-driven methods on complex and high- dimensional astronomical databases. The focus of the work is the exploration of novel data representations in order to enable the use of statistical learning approaches in the analysis of data. With the help of diverse science cases, the advantages of the introduced approaches for classication, visualization and regression tasks are shown by applying the developed methodology to astronomical data. In the first part, an alternative approach for estimating redshifts of spectra by using the knowledge about the redshifts provided by the SDSS pipeline is presented. A novel data repre- sentation is employed which contains only information relevant for estimating the redshift and the detection of multiple redshift systems. Subsequently, a novel data representation for regu- larly sampled light curves based on recurrent networks is presented. This allows an explorative investigation of huge databases with unlabeled data. Finally, a new way of representing the static part of irregularly sampled light curves by a mixture of Gaussians is discussed. This represen- tation is more general than the extraction of features, as it allows the inclusion of photometric uncertainties and avoids the introduction of observational biases.

Author: Sven Dennis Kugler

Date Published: 9th Dec 2015

Publication Type: Doctoral Thesis

Abstract

Not specified

Authors: Natalie J Stanford, Katherine Wolstencroft, Martin Golebiewski, Renate Kania, Nick Juty, Christopher Tomlinson, Stuart Owen, Sarah Butcher, Henning Hermjakob, Nicolas Le Novère, Wolfgang Mueller, Jacky Snoep, Carole Goble

Date Published: 8th Dec 2015

Publication Type: Journal

Abstract

Not specified

Authors: S. Jones, C. Ritter, F. Herwig, C. Fryer, M. Pignatari, M. G. Bertolli, B. Paxton

Date Published: 3rd Dec 2015

Publication Type: Journal

Abstract

Not specified

Authors: Ivo R. Seitenzahl, Matthias Herzog, Ashley J. Ruiter, Kai Marquardt, Sebastian T. Ohlmann, Friedrich K. Röpke

Date Published: 1st Dec 2015

Publication Type: Journal

Abstract

Not specified

Authors: Zheng-Wei Liu, T. M. Tauris, F. K. Röpke, T. J. Moriya, M. Kruckow, R. J. Stancliffe, R. G. Izzard

Date Published: 1st Dec 2015

Publication Type: Journal

Abstract (Expand)

Systems biology research typically involves the integration and analysis of heterogeneous data types in order to model and predict biological processes. Researchers therefore require tools and resources to facilitate the sharing and integration of data, and for linking of data to systems biology models.

Authors: Katherine Wolstencroft, Stuart Owen, Olga Krebs, Quyen Nguyen, Natalie J Stanford, Martin Golebiewski, Andreas Weidemann, Meik Bittkowski, Lihua An, David Shockley, Jacky L. Snoep, Wolfgang Mueller, Carole Goble

Date Published: 1st Dec 2015

Publication Type: Journal

Abstract

Not specified

Authors: Emily Jane McTavish, David M Hillis

Date Published: 1st Dec 2015

Publication Type: Journal

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