Explainable k-means. Don't be greedy, plant bigger trees!

4 November 2021

Papers citing "Explainable k-means. Don't be greedy, plant bigger trees!"

12 / 12 papers shown

Title
Decision Trees for Interpretable Clusters in Mixture Models and Deep Representations Maximilian Fleissner Maedeh Zarvandi D. Ghoshdastidar 29 1 0 03 Nov 2024
GLANCE: Global Actions in a Nutshell for Counterfactual Explainability Ioannis Emiris Dimitris Fotakis G. Giannopoulos Dimitrios Gunopulos Loukas Kavouras ... D. Rontogiannis Dimitris Sacharidis Nikolaos Theologitis Dimitrios Tomaras Konstantinos Tsopelas CML FAtt 28 1 0 29 May 2024
Interpretable Multi-View Clustering Mudi Jiang Lianyu Hu Zengyou He Zhikui Chen 26 1 0 04 May 2024
Kernel KMeans clustering splits for end-to-end unsupervised decision trees Louis Ohl Pierre-Alexandre Mattei Mickael Leclercq Arnaud Droit F. Precioso 33 1 0 19 Feb 2024
Explaining Kernel Clustering via Decision Trees Maximilian Fleissner L. C. Vankadara D. Ghoshdastidar FAtt 34 4 0 15 Feb 2024
Interpretable Sequence Clustering Junjie Dong Xinyi Yang Mudi Jiang Lianyu Hu Zengyou He 19 1 0 03 Sep 2023
Explainable Graph Spectral Clustering of Text Documents B. Starosta M. Klopotek Slawomir T. Wierzchoñ 18 2 0 01 Aug 2023
Impossibility of Depth Reduction in Explainable Clustering Cheng-Hao Deng Surya Teja Gavva S. KarthikC. Parth Patel Adarsh Srinivasan 21 1 0 04 May 2023
Data Selection: A General Principle for Building Small Interpretable Models Abhishek Ghose 13 0 0 08 Oct 2022
There is no Accuracy-Interpretability Tradeoff in Reinforcement Learning for Mazes Yishay Mansour Michal Moshkovitz Cynthia Rudin FAtt 29 3 0 09 Jun 2022
Shallow decision trees for explainable $k$ -means clustering E. Laber Lucas Murtinho F. Oliveira 21 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 19 33 0 13 Dec 2021