GPZ: Non-stationary sparse Gaussian processes for heteroscedastic uncertainty estimation in photometric redshifts

Monthly Notices of the Royal Astronomical Society 462:1 (2016) 726-739

Authors:

IA Almosallam, MJ Jarvis, SJ Roberts

Abstract:

漏 2016 The Authors.The next generation of cosmology experiments will be required to use photometric redshifts rather than spectroscopic redshifts. Obtaining accurate and well-characterized photometric redshift distributions is therefore critical for Euclid, the Large Synoptic Survey Telescope and the Square Kilometre Array. However, determining accurate variance predictions alongside single point estimates is crucial, as they can be used to optimize the sample of galaxies for the specific experiment (e.g. weak lensing, baryon acoustic oscillations, supernovae), trading off between completeness and reliability in the galaxy sample. The various sources of uncertainty in measurements of the photometry and redshifts put a lower bound on the accuracy that any model can hope to achieve. The intrinsic uncertainty associated with estimates is often non-uniform and input-dependent, commonly known in statistics as heteroscedastic noise. However, existing approaches are susceptible to outliers and do not take into account variance induced by non-uniform data density and in most cases require manual tuning of many parameters. In this paper, we present a Bayesian machine learning approach that jointly optimizes the model with respect to both the predictive mean and variance we refer to as Gaussian processes for photometric redshifts (GPZ). The predictive variance of the model takes into account both the variance due to data density and photometric noise. Using the Sloan Digital Sky Survey (SDSS) DR12 data, we show that our approach substantially outperforms other machine learning methods for photo-z estimation and their associated variance, such as TPZ and ANNZ2. We provide a MATLAB and PYTHON implementations that are available to download at https://github.com/OxfordML/GPz.

HELP star : star formation as a function of galaxy environment with Herschel

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY 462:1 (2016) 277-289

Authors:

S Duivenvoorden, S Oliver, V Buat, B Darvish, A Efstathiou, D Farrah, M Griffin, PD Hurley, E Ibar, M Jarvis, A Papadopoulos, MT Sargent, D Scott, JM Scudder, M Symeonidis, M Vaccari, MP Viero, L Wang

The multifaceted Type II-L supernova 2014G from pre-maximum to nebular phase

Monthly Notices of the Royal Astronomical Society Oxford University Press (OUP) 462:1 (2016) 137-157

Authors:

G Terreran, A Jerkstrand, S Benetti, SJ Smartt, P Ochner, L Tomasella, DA Howell, A Morales-Garoffolo, A Harutyunyan, E Kankare, I Arcavi, E Cappellaro, N Elias-Rosa, G Hosseinzadeh, T Kangas, A Pastorello, L Tartaglia, M Turatto, S Valenti, P Wiggins, F Yuan

EVIDENCE FOR SIMULTANEOUS JETS AND DISK WINDS IN LUMINOUS LOW-MASS X-RAY BINARIES

The Astrophysical Journal Letters American Astronomical Society 830:1 (2016) l5

Authors:

Jeroen Homan, Joseph Neilsen, Jessamyn L Allen, Deepto Chakrabarty, Rob Fender, Joel K Fridriksson, Ronald A Remillard, Norbert Schulz

Search for high-mass new phenomena in the dilepton final state using proton-proton collisions at root s=13 TeV with the ATLAS detector

PHYSICS LETTERS B 761 (2016) 372-392

Authors:

M Aaboud, G Aad, B Abbott, J Abdallah, O Abdinov, B Abeloos, R Aben, OS AbouZeid, NL Abraham, H Abramowicz, H Abreu, R Abreu, Y Abulaiti, BS Acharya, L Adamczyk, DL Adams, J Adelman, S Adomeit, T Adye, AA Affolder, T Agatonovic-Jovin, J Agricola, JA Aguilar-Saavedra, SP Ahlen, F Ahmadov, G Aielli, H Akerstedt, TPA Akesson, AV Akimov, GL Alberghi, J Albert, S Albrand, MJ Alconada Verzini, M Aleksa, IN Aleksandrov, C Alexa, G Alexander, T Alexopoulos, M Alhroob, B Ali, M Aliev, G Alimonti, J Alison, SP Alkire, BMM Allbrooke, BW Allen, PP Allport, A Aloisio, A Alonso, F Alonso, C Alpigiani, M Alstaty, B Alvarez Gonzalez, D Alvarez Piqueras, MG Alviggi, BT Amadio, K Amako, Y Amaral Coutinho, C Amelung, D Amidei, SP Amor Dos Santos, A Amorim, S Amoroso, G Amundsen, C Anastopoulos, LS Ancu, N Andari, T Andeen, CF Anders, G Anders, JK Anders, KJ Anderson, A Andreazza, V Andrei, S Angelidakis, I Angelozzi, P Anger, A Angerami, F Anghinolfi, AV Anisenkov, N Anjos, A Annovi, C Antel, M 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Zobernig, A Zoccoli, M zur Nedden, L Zwalinski, ATLAS Collaboration