Nearly-Tight and Oblivious Algorithms for Explainable Clustering

Nearly-Tight and Oblivious Algorithms for Explainable Clustering

30 June 2021

Buddhima Gamlath

Papers citing "Nearly-Tight and Oblivious Algorithms for Explainable Clustering"

16 / 16 papers shown

Title
Decision Trees for Interpretable Clusters in Mixture Models and Deep Representations Maximilian Fleissner Maedeh Zarvandi D. Ghoshdastidar 36 1 0 03 Nov 2024
Interpretable Clustering: A Survey Lianyu Hu Mudi Jiang Junjie Dong Xinying Liu Zengyou He 31 1 0 01 Sep 2024
Towards Explainable Clustering: A Constrained Declarative based Approach Mathieu Guilbert Christel Vrain Thi-Bich-Hanh Dao 26 3 0 26 Mar 2024
Kernel KMeans clustering splits for end-to-end unsupervised decision trees Louis Ohl Pierre-Alexandre Mattei Mickael Leclercq Arnaud Droit F. Precioso 43 1 0 19 Feb 2024
Explaining Kernel Clustering via Decision Trees Maximilian Fleissner L. C. Vankadara D. Ghoshdastidar FAtt 48 4 0 15 Feb 2024
Interpretable Sequence Clustering Junjie Dong Xinyi Yang Mudi Jiang Lianyu Hu Zengyou He 26 1 0 03 Sep 2023
Impossibility of Depth Reduction in Explainable Clustering Cheng-Hao Deng Surya Teja Gavva S. KarthikC. Parth Patel Adarsh Srinivasan 23 1 0 04 May 2023
Optimal Decision Trees For Interpretable Clustering with Constraints (Extended Version) Pouya Shati Eldan Cohen Sheila A. McIlraith 18 1 0 30 Jan 2023
XClusters: Explainability-first Clustering Hyunseung Hwang Steven Euijong Whang 30 5 0 22 Sep 2022
The computational complexity of some explainable clustering problems E. Laber 30 4 0 20 Aug 2022
Shallow decision trees for explainable $k$ -means clustering E. Laber Lucas Murtinho F. Oliveira 32 24 0 29 Dec 2021
How to Find a Good Explanation for Clustering? Sayan Bandyapadhyay F. Fomin P. Golovach W. Lochet Nidhi Purohit Kirill Simonov 24 33 0 13 Dec 2021
Explainable k-means. Don't be greedy, plant bigger trees! K. Makarychev Liren Shan 27 22 0 04 Nov 2021
Near-optimal Algorithms for Explainable k-Medians and k-Means K. Makarychev Liren Shan 25 25 0 02 Jul 2021
Almost Tight Approximation Algorithms for Explainable Clustering Hossein Esfandiari Vahab Mirrokni Shyam Narayanan 23 18 0 01 Jul 2021
Near-Optimal Explainable $k$ -Means for All Dimensions Moses Charikar Lunjia Hu 28 18 0 29 Jun 2021