Research output per year
Research output per year
Personal profile
Profile Keywords
Data Science, Machine Learning, Clustering, Graph Algorithms, Similarity Search, Theoretical Computer Science
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Dive into the research topics where Peter Macgregor is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Coreset Spectral Clustering
Jourdan, B., Schwartzman, G., Macgregor, P. & Sun, H., 24 Apr 2025, 13th International Conference on Learning Representations (ICLR'25). 16 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Fast and simple spectral clustering in theory and practice
Macgregor, P., 10 Dec 2023, NeurIPS Proceedings - 36th Advances in Neural Information Processing Systems (NeurIPS'23). Oh, A., Naumann, T., Globeron, A., Saenko, K., Hardt, M. & Levine, S. (eds.). Curran Associates, Inc., Vol. 36. p. 34410--34425Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Dynamic DBSCAN with Euler tour sequences
Shin, S., Shomorony, I. & Macgregor, P., 2 May 2025, 28th international conference on artificial intelligence and Statistics (AISTATS'25). PMLR, (Proceedings of machine learning research).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
Fast approximation of similarity graphs with kernel density estimation
Macgregor, P. & Sun, H., 10 Dec 2023, NeurIPS Proceedings - Advances in Neural Information Processing Systems 36 (NeurIPS 2023). Oh, A., Naumann, T., Globeron, A., Saenko, K., Hardt, M. & Levine, S. (eds.). Curran Associates, Inc., Vol. 36. p. 67603-67624 22 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
A tighter analysis of spectral clustering, and beyond
Macgregor, P. & Sun, H., 28 Jun 2022, Proceedings of the 39th international conference on machine learning. Chaudhuri, K., Jegelka, S., Song, L., Szepesvari, C., Niu, G. & Sabato, S. (eds.). PMLR, p. 14717-14742 26 p. (Proceedings of the international conference on machine learning; vol. 162).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access
Datasets
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A Tighter Analysis of Spectral Clustering, and Beyond (code)
Macgregor, P. (Creator), GitHub, 2024
https://github.com/pmacg/spectral-clustering-meta-graphs
Dataset: Software