#книга @Small Data Science for Russian Adventurers

Small Data Science for Russian Adventurers | United States America (US)

Create: 2024-01-26 Update: 2025-06-30 04:20:29

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Simovici D. A. CLUSTERING: Theoretical and Practical Aspects. – World Scientific, 2021.
Неплохая книга по кластеризации - для любителей жёсткой теории, сначала даётся большой математический обзор: ЧУМ, энтропия, выпуклые множества, гиперграфы, мультимножества (выше был пост про обобщённую энтропию - там рисунки из этой книги), потом уже разбираются алгоритмы кластеризации. Много теорем с доказательствами. Примеры кода на python и R (тут на чём удобнее, на том автор и писал). В приложении опять много математики: спектральные функции, проблема NP-полноты и т.п. Из минусов: нет как примеров практических кейсов кластеризации, так и каких-то советов для практиков.

Small Data Science for Russian Adventurers

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Small Data Science for Russian Adventurers

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