Topological data analysis and topological deep learning beyond persistent homology: a review.

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Title: Topological data analysis and topological deep learning beyond persistent homology: a review.
Authors: Su, Zhe1, Liu, Xiang2, Hamdan, Layal Bou3, Maroulas, Vasileios3, Wu, Jie4, Carlsson, Gunnar5, Wei, Guo-Wei2,6,7, weig@msu.edu
Source: Artificial Intelligence Review; Feb2026, Vol. 59 Issue 2, p1-64, 64p
Database: Applied Science & Technology Source
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DbLabel: Applied Science & Technology Source
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  Data: Topological data analysis and topological deep learning beyond persistent homology: a review.
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  Data: <searchLink fieldCode="AU" term="%22Su%2C+Zhe%22">Su, Zhe</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Liu%2C+Xiang%22">Liu, Xiang</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AU" term="%22Hamdan%2C+Layal+Bou%22">Hamdan, Layal Bou</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AU" term="%22Maroulas%2C+Vasileios%22">Maroulas, Vasileios</searchLink><relatesTo>3</relatesTo><br /><searchLink fieldCode="AU" term="%22Wu%2C+Jie%22">Wu, Jie</searchLink><relatesTo>4</relatesTo><br /><searchLink fieldCode="AU" term="%22Carlsson%2C+Gunnar%22">Carlsson, Gunnar</searchLink><relatesTo>5</relatesTo><br /><searchLink fieldCode="AU" term="%22Wei%2C+Guo-Wei%22">Wei, Guo-Wei</searchLink><relatesTo>2,6,7</relatesTo>, <i>weig@msu.edu</i>
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RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1007/s10462-025-11462-w
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      – Code: eng
        Text: English
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        PageCount: 64
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      – TitleFull: Topological data analysis and topological deep learning beyond persistent homology: a review.
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            NameFull: Su, Zhe
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            NameFull: Liu, Xiang
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            NameFull: Hamdan, Layal Bou
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            NameFull: Wu, Jie
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              M: 02
              Text: Feb2026
              Type: published
              Y: 2026
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