Clustering of mixed-type data considering concept hierarchies: problem specification and algorithm

International Journal of Data Science and Analytics ◽

10.1007/s41060-020-00216-2 ◽

2020 ◽

Vol 10 (3) ◽

pp. 233-248

Author(s):

Sahar Behzadi ◽

Nikola S. Müller ◽

Claudia Plant ◽

Christian Böhm

Keyword(s):

Type Data ◽

Concept Hierarchies

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Clustering of Mixed-Type Data Considering Concept Hierarchies

Advances in Knowledge Discovery and Data Mining - Lecture Notes in Computer Science ◽

10.1007/978-3-030-16148-4_43 ◽

2019 ◽

pp. 555-573 ◽

Author(s):

Sahar Behzadi ◽

Nikola S. Müller ◽

Claudia Plant ◽

Christian Böhm

Keyword(s):

Type Data ◽

Concept Hierarchies

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Integrated dimensionality reduction technique for mixed-type data involving categorical values

Applied Soft Computing ◽

10.1016/j.asoc.2016.02.015 ◽

2016 ◽

Vol 43 ◽

pp. 199-209 ◽

Author(s):

Chung-Chian Hsu ◽

Wei-Hao Huang

Keyword(s):

Dimensionality Reduction ◽

Reduction Technique ◽

Dimensionality Reduction Technique ◽

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Growing Self-Organizing Map with cross insert for mixed-type data clustering

Applied Soft Computing ◽

10.1016/j.asoc.2012.04.004 ◽

2012 ◽

Vol 12 (9) ◽

pp. 2856-2866 ◽

Author(s):

Wei-Shen Tai ◽

Chung-Chian Hsu

Keyword(s):

Data Clustering ◽

Self Organizing Map ◽

Type Data ◽

Self Organizing

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Clustering Mixed-Type Data: A Benchmark Study on KAMILA and K-Prototypes

Data Analysis and Rationality in a Complex World - Studies in Classification, Data Analysis, and Knowledge Organization ◽

10.1007/978-3-030-60104-1_10 ◽

2021 ◽

pp. 83-91

Author(s):

Jarrett Jimeno ◽

Madhumita Roy ◽

Cristina Tortora

Keyword(s):

Benchmark Study ◽

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Co-clustering Based Exploratory Analysis of Mixed-Type Data Tables

Advances in Knowledge Discovery and Management - Studies in Computational Intelligence ◽

10.1007/978-3-030-18129-1_2 ◽

2019 ◽

pp. 23-41 ◽

Author(s):

Aichetou Bouchareb ◽

Marc Boullé ◽

Fabrice Clérot ◽

Fabrice Rossi

Keyword(s):

Exploratory Analysis ◽

Data Tables ◽

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Cluster Analysis: An Application to a Real Mixed-Type Data Set

Models and Theories in Social Systems - Studies in Systems, Decision and Control ◽

10.1007/978-3-030-00084-4_27 ◽

2018 ◽

pp. 525-533 ◽

Author(s):

G. Caruso ◽

S. A. Gattone ◽

A. Balzanella ◽

T. Di Battista

Keyword(s):

Cluster Analysis ◽

Data Set ◽

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An improved mixed-type data based kernel clustering algorithm

2016 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD) ◽

10.1109/fskd.2016.7603350 ◽

2016 ◽

Author(s):

Min Ren ◽

Peiyu Liu ◽

Zhihao Wang ◽

Xiao Pan

Keyword(s):

Clustering Algorithm ◽

Kernel Clustering ◽

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An Adaptive Three-Way Clustering Algorithm for Mixed-Type Data

Lecture Notes in Computer Science - Foundations of Intelligent Systems ◽

10.1007/978-3-030-01851-1_36 ◽

2018 ◽

pp. 379-388 ◽

Author(s):

Jing Xiong ◽

Hong Yu

Keyword(s):

Clustering Algorithm ◽

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Improved student dropout prediction in Thai University using ensemble of mixed-type data clusterings

International Journal of Machine Learning and Cybernetics ◽

10.1007/s13042-015-0341-x ◽

2015 ◽

Vol 8 (2) ◽

pp. 497-510 ◽

Author(s):

Natthakan Iam-On ◽

Tossapon Boongoen

Keyword(s):

Student Dropout ◽

Type Data ◽

Thai University

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Sequential dimension reduction and clustering of mixed-type data

International Journal of Data Analysis Techniques and Strategies ◽

10.1504/ijdats.2020.10028842 ◽

2020 ◽

Vol 12 (3) ◽

pp. 228

Author(s):

Odysseas Moschidis ◽

Angelos Markos ◽

Theodore Chadjipantelis

Keyword(s):

Dimension Reduction ◽

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