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Research Group

Learning and Inference - Publications

Explore the scholarly works of the "Learning and Inference" group. Browse journal articles, contributions in books and conference proceedings, academic theses, or discover our latest research through preprints.


Academic
2023 Repository Open Access
Zachary P. Adams

Quasi-ergodicity of SPDE : spectral theory and phase reduction

Dissertation, Universität Leipzig, 2023
inJournal
2023 Repository Open Access
Zachary P. Adams

The asymptotic frequency of stochastic oscillators

In: SIAM journal on applied dynamical systems, 22 (2023) 1, pp. 311-338
inJournal
2023 Repository Open Access
Youngsoo Baek, Wilkins Aquino and Sayan Mukherjee

Generalized Bayes approach to inverse problems with model misspecification

In: Inverse problems, 39 (2023) 10, p. 105011
inJournal
2023 Repository Open Access
Michele Caprio and Sayan Mukherjee

Ergodic theorems in dynamic imprecise probability kinematics

In: International journal of approximate reasoning, 152 (2023), pp. 325-343
Preprint
2023 Repository Open Access
Marzieh Eidi and Sayan Mukherjee

Irreducibility of Markov chains on simplicial complexes, the spectrum of the discrete Hodge Laplacian and homology

inJournal
2023 Journal Open Access
Ian A. Hatton, Eric D. Galbraith, Cyrille Merleau Nono, Teemu P. Miettinen and Benjamin McDonald Smith

The human cell count and size distribution

In: Proceedings of the National Academy of Sciences of the United States of America, 120 (2023) 39, e2303077120
Preprint
2023 Repository Open Access
Kelly Maggs, Celia Hacker and Bastian Rieck

Simplicial representation learning with neural \(k\)-forms

Academic
2023 Repository Open Access
Cyrille Merleau Nono

From RNA folding to inverse folding : a computational study

Dissertation, Universität Leipzig, 2023
inJournal
2023 Journal Open Access
Kimberly Roche, Johannes R. Bjork, Mauna R. Dasari, Laura Grieneisen, David Jansen, Trevor J. Gould, Laurence R. Gesquiere, Luis B. Barreiro, Susan C. Alberts, Ran Blekhaman, Jack A. Gilbert, Jenny Tung, Sayan Mukherjee and Elizabeth A. Archie

Universal gut microbial relationships in the gut microbiome of wild baboons

In: eLife, 12 (2023), e8315
inJournal
2023
Alyssa Shi, Samuel I. Berchuck, Alessandro A. Jammal, Geetika Singh, Sydney Hunt, Kimberly Roche, Sayan Mukherjee and Felipe A. Medeiros

Identifying risk factors for blindness from glaucoma at first presentation to a tertiary clinic

In: American journal of ophthalmology, 250 (2023), pp. 130-137
Preprint
2023 Repository Open Access
Yun Wei, Sayan Mukherjee and Xuan Long Nguyen

Minimum \(\Phi\)-distance estimators for finite mixing measures

Preprint
2022 Repository Open Access
Zachary P. Adams and James MacLaurin

The isochronal phase of stochastic PDE and integral equations : metastability and other properties

inJournal
2022 Journal Open Access
Marzieh Eidi and Jürgen Jost

Floer homology : from generalized Morse-Smale dynamical systems to forman's combinatorial vector fields

In: Communications in mathematics and statistics, (2022)
inJournal
2022 Journal Open Access
Kimberly Roche and Sayan Mukherjee

The accuracy of absolute differential abundance analysis from relative count data

In: PLoS computational biology, 18 (2022) 7, e1010284
inJournal
2022 Journal Open Access
Mikael Vejdemo-Johansson and Sayan Mukherjee

Multiple hypothesis testing with persistent homology

In: Foundations of data science, 4 (2022) 4, pp. 667-705