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Bio
My group's main research is studying how galaxies formed their stars. Past projects involved reconstructing star formation histories for all observable galaxies as a function of their halo mass and redshift, as well as making empirical connections between galaxies and their host dark matter halos. At present, we are refining these models to better model galaxies' colors, dust content, and metallicities.
Our group has also developed methodology for reconstructing growth histories also applies to black holes. Quasar luminosity functions combined with AGN occupation fractions and z=0 black hole mass functions provide constraints not only on black hole accretion histories but also on their typical Eddington ratios and duty cycles as a function of redshift and host galaxy mass.
Deep neural networks allow self-consistent inferences from multiple data sources that was not possible before. My group uses machine learning to measure halo properties beyond mass (e.g., accretion rates, concentrations, and spins) from combining many observable features simultaneously (e.g., satellite angular momentum distributions and galaxy environments). We are also developing new methods for Bayesian Deep Learning.
I am the main developer of the Rockstar (Robust Overdensity Calculation using K-Space Topologically Adaptive Refinement) phase-space halo finder. Rockstar excels at identifying halos and substructure where other halo finders often fail---in major mergers and at the centers of large clusters.
Our group has also developed methodology for reconstructing growth histories also applies to black holes. Quasar luminosity functions combined with AGN occupation fractions and z=0 black hole mass functions provide constraints not only on black hole accretion histories but also on their typical Eddington ratios and duty cycles as a function of redshift and host galaxy mass.
Deep neural networks allow self-consistent inferences from multiple data sources that was not possible before. My group uses machine learning to measure halo properties beyond mass (e.g., accretion rates, concentrations, and spins) from combining many observable features simultaneously (e.g., satellite angular momentum distributions and galaxy environments). We are also developing new methods for Bayesian Deep Learning.
I am the main developer of the Rockstar (Robust Overdensity Calculation using K-Space Topologically Adaptive Refinement) phase-space halo finder. Rockstar excels at identifying halos and substructure where other halo finders often fail---in major mergers and at the centers of large clusters.
Research Interests
Papers共 207 篇Author StatisticsCo-AuthorSimilar Experts
By YearBy Citation主题筛选期刊级别筛选合作者筛选合作机构筛选
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arxiv(2025)
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Yoshinobu Fudamoto,Jakob M. Helton, Xiaojing Lin,Fengwu Sun,Peter Behroozi, Tiger Yu-Yang Hsiao,Eiichi Egami,Andrew J. Bunker,Yuichi Harikane,Masami Ouchi, Yichen Liu, Weizhe Liu,Roberto Maiolino,Zhiyuan Ji, Xiangyu Jin, Wei Leong Tee,Feige Wang,Christopher N. A. Willmer, Yi Xu, Yongda Zhu
arxiv(2025)
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The Astrophysical Journalno. 2 (2025): 183
arxiv(2025)
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María Carranza-Escudero,Christopher J. Conselice, Nathan Adams,Thomas Harvey, Duncan Austin,Peter Behroozi,Leonardo Ferreira, Katherine Ormerod, Qiao Duan,James Trussler,Qiong Li, Lewi Westcott, Rogier A. Windhorst,Dan Coe, Seth H. Cohen, Cheng, Simon P. Driver,Brenda Frye, Lukas J. Furtak,Norman A. Grogin,Nimish P. Hathi,Rolf A. Jansen,Anton M. Koekemoer,Madeline A. Marshall, Rosalia O'Brien,Norbert Pirzkal, Maria Polletta,Aaron Robotham,Michael J. Rutkowski,Jake Summers,Stephen M. Wilkins,Christopher N. A. Willmer,Haojing Yan,Adi Zitrin
arxiv(2025)
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I. Marini, P. Popesso, K. Dolag, M. Bravo,A. Robotham, E. Tempel, Q. Li, X. Yang, B. Csizi,P. Behroozi,V. Biffi,A. Biviano, G. Lamer,N. Malavasi, D. Mazengo, V. Toptun
Astronomy & Astrophysics (2025)
Moka Nishigaki,Peter Behroozi,Masami Ouchi,Hong Guo,Rachel S. Somerville, Anna R. Gallazzi,Kimihiko Nakajima, Kuria Watanabe
arxiv(2025)
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arxiv(2025)
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Moka Nishigaki,Peter Behroozi,Masami Ouchi,Hong Guo, Rachel S. Somerville, Anna R. Gallazzi,Kimihiko Nakajima, Kuria Watanabe
The Astrophysical Journalno. 2 (2025): 135
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETYno. 4 (2024): 4868-4886
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Author Statistics
#Papers: 206
#Citation: 17654
H-Index: 63
G-Index: 132
Sociability: 7
Diversity: 2
Activity: 50
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