Integration of spatial and single-cell data across modalities with weakly linked features
Although single-cell and spatial sequencing methods enable simultaneous measurement of
more than one biological modality, no technology can capture all modalities within the same …
more than one biological modality, no technology can capture all modalities within the same …
Robust single-cell matching and multimodal analysis using shared and distinct features
The ability to align individual cellular information from multiple experimental sources is
fundamental for a systems-level understanding of biological processes. However, currently …
fundamental for a systems-level understanding of biological processes. However, currently …
Matching recovery threshold for correlated random graphs
Matching recovery threshold for correlated random graphs Page 1 The Annals of Statistics
2023, Vol. 51, No. 4, 1718–1743 https://doi.org/10.1214/23-AOS2305 © Institute of …
2023, Vol. 51, No. 4, 1718–1743 https://doi.org/10.1214/23-AOS2305 © Institute of …
Optimal thresholds and algorithms for a model of multi-modal learning in high dimensions
C Keup, L Zdeborová - arXiv preprint arXiv:2407.03522, 2024 - arxiv.org
This work explores multi-modal inference in a high-dimensional simplified model,
analytically quantifying the performance gain of multi-modal inference over that of analyzing …
analytically quantifying the performance gain of multi-modal inference over that of analyzing …
Integration of spatial and single-cell data across modalities with weak linkage
Abstract single-cell sequencing methods have enabled the profiling of multiple types of
molecular readouts at cellular resolution, and recent developments in spatial barcoding, in …
molecular readouts at cellular resolution, and recent developments in spatial barcoding, in …
Database matching under noisy synchronization errors
S Bakirtas, E Erkip - IEEE Transactions on Information Theory, 2024 - ieeexplore.ieee.org
The re-identification or de-anonymization of users from anonymized data through matching
with publicly available correlated user data has raised privacy concerns, leading to the …
with publicly available correlated user data has raised privacy concerns, leading to the …
A polynomial-time iterative algorithm for random graph matching with non-vanishing correlation
J Ding, Z Li - arXiv preprint arXiv:2306.00266, 2023 - arxiv.org
We propose an efficient algorithm for matching two correlated Erd\H {o} s--R\'enyi graphs
with $ n $ vertices whose edges are correlated through a latent vertex correspondence …
with $ n $ vertices whose edges are correlated through a latent vertex correspondence …
Database matching under adversarial column deletions
S Bakirtas, E Erkip - 2023 IEEE Information Theory Workshop …, 2023 - ieeexplore.ieee.org
The de-anonymization of users from anonymized microdata through matching or aligning
with publicly-available correlated databases has been of scientific interest recently. While …
with publicly-available correlated databases has been of scientific interest recently. While …
Matching Map Recovery with an Unknown Number of Outliers
A Minasyan, T Galstyan, S Hunanyan… - International …, 2023 - proceedings.mlr.press
We consider the problem of finding the matching map between two sets of $ d $-dimensional
noisy feature-vectors. The distinctive feature of our setting is that we do not assume that all …
noisy feature-vectors. The distinctive feature of our setting is that we do not assume that all …
A polynomial time iterative algorithm for matching Gaussian matrices with non-vanishing correlation
J Ding, Z Li - arXiv preprint arXiv:2212.13677, 2022 - arxiv.org
Motivated by the problem of matching vertices in two correlated Erd\H {o} sR\'enyi graphs,
we study the problem of matching two correlated Gaussian Wigner matrices. We propose an …
we study the problem of matching two correlated Gaussian Wigner matrices. We propose an …