Persistent algebraic topology and topological data analysis

Introductory

Carlsson, Persistent Homology and Applied Homotopy Theory, arXiv:2004.00738 [math.AT]

Huber, Persistent homology in data science

Edelsbrunner and Harrer, Persistent homology – a survey

Zomorodian and Carlsson, Computing persistent homology

Comprehensive

Oudot, Persistence Theory: From Quiver Representations to Data Analysis

Edelsbrunner and Harrer, Computational topology: an introduction

Persistent homotopy

Jardine, Persistent homotopy theory

Some applications to physics

M. Biagetti, A. Cole, G. Shiu, The Persistence of Large Scale Structures I: Primordial non-Gaussianity, JCAP 04 (2021) 061

A. Cole, M. Biagetti, G. Shiu, Topological Echoes of Primordial Physics in the Universe at Large Scales, arXiv:2012.03616 [astro-ph.CO] 

J. H. T. Yip, A. Rouhianen, G. Shiu, Learning from Topology: Cosmological Parameter Estimation from the Large-scale Structure, arXiv:2308.02636 [astro-ph.CO]

J. H. T. Yip et al, Cosmology with Persistent Homology: a Fisher Forecast, JCAP 09 (2024) 034.