SIAM Activity Group on Dynamical Systems

The new and final quarterly issue of DSWeb is now available: dsweb.siam.org Sorry, folks. DSWeb has had a good run.

@moneyness03 Please provide a hyperlink to a legal free version of that book, if it is available.

Convex Optimization by Steven Boyd (Stanford) is also a very good book. Many of us used that for ML pratice

SIAM Conference on Applied Linear Algebra (LA27) Call for Presentations is posted. Submit now! siam.org/conferences-ev… #SIAMLA27

"(…) heavy ball gradient descent, Nesterov accelerated gradient descent and FISTA, primal-dual methods, and a short intro to optimal transport."

"The notes cover mathematical preliminaries, fundamental results about existence and of solutions for minimization problems, projected subgradient descent, proximal-gradient methods, (…)"

"Lecture Notes: Convex Optimization" (by Andreas Habring): arxiv.org/abs/2607.11664

"Furthermore, we detailed review various GNN-based models for knowledge graph following the proposed taxonomy, and summarize strengths and limitations. Finally, we discuss unresolved challenges and outline promising directions for future research."

"Then, we analyze the advantages of GNN technology based on the characteristics of different tasks in the knowledge graph lifecycle."

Review article: "Knowledge Graphs Meet Graph Neural Networks: A Comprehensive Survey" (by Chengcheng Sun, Jiayun Tian, Cheng Zhai, Zhixiao Wang, Yajie Song, Xiaobin Rui, Jian Zhang, Philip S. Yu): arxiv.org/abs/2607.09666 [note: Accepted for publication in ACM Computing Surveys]

"Part 3 looks at some extensions on the basic model, notably diploid models, phenotypic plasticity, and effects of environmental changes over time."

"These notes are organised in three parts. Part 1 presents some historical background as well as the mathematical setting and main tools. Part 2 is the core of the notes and discusses the various scaling regimes and scaling limits."

Lecture notes: "Stochastic individual-bases models" (by Anton Bovier, Anna Kraut): arxiv.org/abs/2607.11520