Papers

Persistent homology of density filtration on rips complex
Jaehyeok Shin, Jisu Kim, Alessandro Rinaldo, Larry Wasserman.

Distribution Regression in Semi-supervised Learning
Kwangho Kim, Jisu Kim, Barnabás Póczos.

Causal effects based on distributional distances
Kwangho Kim, Jisu Kim, Edward H. Kennedy. [2018]
[ arXiv | BibTeX ]

Think before You Discard: Accurate Triangle Counting in Graph Streams with Deletions
Kijung Shin, Bryan Hooi, Jisu Kim, Christos Faloutsos. [2017]
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2018
[ paper | appendix | BibTeX ]

Estimating the Reach of a Manifold
Eddie Aamari, Jisu Kim, Frédéric Chazal, Bertrand Michel, Alessandro Rinaldo, Larry Wasserman. [2017]
[ arXiv | HAL | BibTeX ]

DenseAlert: Incremental Dense-Subtensor Detection in Tensor Streams
Kijung Shin, Bryan Hooi, Jisu Kim, Christos Faloutsos. [2017]
The 23rd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2017)
[ paper | appendix | BibTeX ]

D-Cube: Dense-Block Detection in Terabyte-Scale Tensors
Kijung Shin, Bryan Hooi, Jisu Kim, Christos Faloutsos. [2017]
The 10th ACM International Conference on Web Search and Data Mining (WSDM 2017).
[ paper | appendix | BibTeX ]

Statistical Inference for Cluster Trees
Jisu Kim, Yen-Chi Chen, Sivaraman Balakrishnan, Alessandro Rinaldo, Larry Wasserman. [2017]
Advances in Neural Information Processing Systems 29 (NIPS 2016).
[ arXiv | NIPS | BibTeX ]

Minimax Rates for Estimating the Dimension of a Manifold
Jisu Kim, Alessandro Rinaldo, Larry Wasserman. [2016]
[ arXiv | BibTeX ]

Introduction to the R package TDA
Brittany Terese Fasy, Jisu Kim, Fabrizio Lecci, Clement Maria. [2014]
[ arXiv | BibTeX ]


Talks

R Package TDA for Topological Data Analysis
Educational Forum on the Teaching of Computational Geometry and Topology: Some History, Current Practice, and Future Trends in The 34th International Symposium on Computational Geometry, Budapest (Hungary) [2018-06-13]
[ slides | tutorial | code ]

Estimating the Reach of a Manifold
Statistical Topological Data Analysis II in 42nd SIAM Southeastern Atlantic Sectional Conference, Chapel Hill (USA) [2018-03-10]
[ slides ]

Introduction to the R package TDA
Synergies in Geometric Data Analysis in Advances in Neural Information Processing Systems 30 (NIPS 2017), Long Beach (USA) [2017-12-09]
[ slides | tutorial | code ]

Statistical inference on persistent homology of density filtration on Rips complex
Topological Methods in Brain Network Analysis, Banff (Canada) [2017-05-08]
[ slides | video ]

R Package TDA for Statistical Inference on Topological Data Analysis
Topological Methods in Brain Network Analysis, Banff (Canada) [2017-05-08]
[ slides | tutorial | code | video ]

Statistical Inference on Topological Data Analysis
AMS Special Session on Statistical Methods in Computational Topology and Applications in 2017 Joint Mathematics Meetings, Atlanta (USA) [2017-01-04]
[ slides | abstract ]

R Package TDA for Statistical Inference on Topological Data Analysis
5th Mini Symposium on Computational Topology in The 32nd International Symposium on Computational Geometry, Boston (USA) [2016-06-16]
[ slides | abstract ]

Minimax Rate for Estimating the Dimension of a Manifold
Special Session on Topological Data Analysis: Computations, Statistics, and Applications in AMS Fall Eastern Sectional Meeting, New Brunswick (USA) [2015-11-14]
[ slides | abstract ]

Minimax Rate for Dimension Estimator
The 60th ISI World Statistics Congress, Rio de Janeiro (Brazil) [2015-07-27]
[ slides ]

Tutorial on the R Package TDA
The 4th Annual Minisymposium on Computational Topology in The 31st International Symposium on Computational Geometry, Eindhoven (Netherlands) [2015-06-23]
[ slides | tutorial | code ]

Minimax Rate for Estimating the Dimension of a Manifold
TopData in Inria Geometrica, Paris (France) [2015-05-28]
[ slides ]


Poster

R Package TDA for Statistical Inference on Topological Data Analysis
Joint Statistical Meetings 2017, Baltimore (USA) [2017-07-30]
[ poster | abstract ]

Estimating the Reach of a Manifold
UC Davis RTG Statistical Sciences Symposium: Geometry, Statistics and Data Analysis,Davis (USA) [2017-05-19]
[ poster ]

R Package TDA: Statistical Tools for Topological Data Analysis
ASA Pittsburgh Chapter Spring Banquet, Pittsburgh (USA) [2017-04-04]
[ poster ]

Statistical Inference for Cluster Trees
Advances in Neural Information Processing Systems 29 (NIPS 2016), Barcelona (Spain) [2016-12-06]
[ poster ]

Minimax Reach Estimator
Topology, Geometry, and Data Analysis Conference at OSU, Columbus (USA) [2016-05-16]


Thesis

Thesis
[ slides | paper ]

Thesis Proposal
[ paper ]