English(EN) Mathematics of Data Science

新书《数据科学数学》在arXiv上发布

作者 PulseAugur 编辑部 · [1 个来源] · 2026-07-15 04:00

一本题为《数据科学数学》的新书已在arXiv上发布，作者是Thomas Strohmer。该书深入探讨了数据科学的数学基础，涵盖了奇异值分解、主成分分析、线性回归和深度学习等主题。它还探讨了压缩感知、矩阵集中不等式和非线性降维等高级概念。 AI

影响提供了理解和开发高级AI和机器学习模型所需的关键基础数学概念。

排序理由该条目是一篇在arXiv上发表的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

本文如何被排名

Signal score: 0 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Tool; 该条目是一篇在arXiv上发表的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]
Source corroboration: Single-source cluster; Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics: paper, other; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: 57 days old; Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

完整方法见我们的编辑标准。

arXiv cs.AI TIER_1 English(EN) · Afonso S. Bandeira, Amit Singer, Thomas Strohmer · 2026-07-15 04:00

数据科学数学

arXiv:2607.11938v1 Announce Type: cross Abstract: This book is about the mathematical foundations of data science. 1. Introduction 2. Curses, Blessings, and Surprises in High Dimensions 3. Singular Value Decomposition and Principal Component Analysis 4. Linear Regression and Regu…