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Papers of interest for data scientists, covering mathematics, scientific computing, optimization, statistics, etc.

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by Philip L. Lehman and S. Bing Yao. (1981) This is the B-tree used by PostgreSQL. https://doi.org/10.1145/319628.319663
Limited Discrepancy Search (ai.dmi.unibas.ch)
Added 6 days ago
William D. Harvey and Matthew L. Ginsberg
Added 1 week ago
Presentation by John R. Gilbert
Added 1 week ago
Connects linear algebra and graph theory. Matrix-based graph operations that can be used to implement a graph algorithms.
Top 10 algorithms in data mining (icdm.zhonghuapu.com)
Added 2 weeks ago
Wu, X., Kumar, V., Ross Quinlan, J. et al. Knowl Inf Syst 14, 1–37 (2008). https://doi.org/10.1007/s10115-007-0114-2
Added 2 weeks ago
Michael U. Gutmann (2022), This is a collection of (mostly) pen-and-paper exercises in machine learning.
Disciplined Convex Programming (researchgate.net)
Added 2 weeks ago
Grant, Michael & Boyd, Stephen & Ye, Yinyu. (2006). Disciplined Convex Programming. 10.1007/0-387-30528-9_7.
Pedersen EJ, Miller DL, Simpson GL, Ross N. 2019. PeerJ 7:e6876 https://doi.org/10.7717/peerj.6876
Andrew Gelman, Aki Vehtari (2020)
I. Elizabeth Kumar, Suresh Venkatasubramanian, Carlos Scheidegger, Sorelle Friedler (2020)

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Created: April 26, 2025 Updated: May 6, 2025

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