By Terunari Fuji, Pierre-Louis Poirion, and Akiko TakedaSIAM Journal on Optimization, Volume 32, Issue 2, Page 874-899, June 2022. Random projection techniques based on the Johnson--Lindenstrauss lemma are used for randomly aggregating the constraints or variables...
By Maurício Silva Louzeiro, Ronny Bergmann, and Roland HerzogSIAM Journal on Optimization, Volume 32, Issue 2, Page 854-873, June 2022. In this paper, we introduce a definition of Fenchel conjugate and Fenchel biconjugate on Hadamard manifolds based...
By Mitsuaki Obara, Takayuki Okuno, and Akiko TakedaSIAM Journal on Optimization, Volume 32, Issue 2, Page 822-853, June 2022. We consider optimization problems on Riemannian manifolds with equality and inequality constraints, which we call Riemannian nonlinear...
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In the United States, May is Asian American and Pacific Islander Heritage Month. As we recognize the importance of Asian American and Pacific Islander mathematicians throughout history and their ...
How to Be Creative: A Practical Guide for the Mathematical Sciences , written by Nicholas J. Higham and Dennis Sherwood, is a how-to guide that gives a six-step process for generating great ideas ...
By Nurdan Kuru, Ş. İlker Birbil, Mert Gürbüzbalaban, and Sinan YildirimSIAM Journal on Optimization, Volume 32, Issue 2, Page 795-821, June 2022. We present two classes of differentially private optimization algorithms derived from the well-known accelerated first-order methods. The...
By Guillaume CarlierSIAM Journal on Optimization, Volume 32, Issue 2, Page 786-794, June 2022. The aim of this note is to give an elementary proof of linear convergence of the...
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By Roland Glowinski, Yongcun Song, Xiaoming Yuan, and Hangrui YueSIAM Review, Volume 64, Issue 2, Page 392-421, May 2022. We consider the bilinear optimal control of an advection-reaction-diffusion system, where the control arises as the velocity field in...
By Volker H. SchulzSIAM Review, Volume 64, Issue 2, Page 503-513, May 2022. We start this section with Andreas Mang's in-depth featured review on the book Introduction to the Tools of Scientific...
By Axel Kittenberger, Leonidas Mindrinos, and Otmar ScherzerSIAM Review, Volume 64, Issue 2, Page 469-484, May 2022. In this paper, we provide assembly instructions for an easy-to-build experimental setup in order to gain practical experience with...
By Darinka DentchevaSIAM Review, Volume 64, Issue 2, Page 467-467, May 2022. This issue contains two papers in the Education section. The first paper, “Computed Origami Tomography,” is presented by Axel...
By Bernardo Gouveia and Howard A. StoneSIAM Review, Volume 64, Issue 2, Page 485-499, May 2022. In the study of ordinary differential equations (ODEs) of the form $\hat{L}[y(x)]=f(x)$, where $\hat{L}$ is a linear differential operator,...
By František KardošSIAM Review, Volume 64, Issue 2, Page 425-465, May 2022. Fullerene graphs, i.e., 3-connected planar cubic graphs with pentagonal and hexagonal faces, are conjectured to be Hamiltonian. This is...
By Steven L. Brunton, Marko Budišić, Eurika Kaiser, and J. Nathan KutzSIAM Review, Volume 64, Issue 2, Page 229-340, May 2022. The field of dynamical systems is being transformed by the mathematical tools and algorithms emerging from modern computing and...
By Misha E. KilmerSIAM Review, Volume 64, Issue 2, Page 341-342, May 2022. This issue features three Research Spotlight articles. The first of these is entitled “Variance and Covariance of Distributions...
By The EditorsSIAM Review, Volume 64, Issue 2, Page 423-423, May 2022. The SIGEST article in this issue is Hamiltonicity of Cubic Planar Graphs with Bounded Face Sizes, by František Kardoš....
By J. M. Sanz-SernaSIAM Review, Volume 64, Issue 2, Page 227-227, May 2022. Steven L. Brunton, Marko Budišić, Eurika Kaiser, and J. Nathan Kutz are the authors of the Survey and Review...
By Alexander Strang, Karen C. Abbott, and Peter J. ThomasSIAM Review, Volume 64, Issue 2, Page 360-391, May 2022. Competitive tournaments appear in sports, politics, population ecology, and animal behavior. All of these fields have developed methods...
By Karel Devriendt, Samuel Martin-Gutierrez, and Renaud LambiotteSIAM Review, Volume 64, Issue 2, Page 343-359, May 2022. We develop a theory to measure the variance and covariance of probability distributions defined on the nodes of a...
By Andrea CristofariSIAM Journal on Optimization, Volume 32, Issue 2, Page 739-764, June 2022. This paper establishes finite active-set identification of an almost cyclic 2-coordinate descent method for problems with one...
By Yu Mei, Jia Liu, and Zhiping ChenSIAM Journal on Optimization, Volume 32, Issue 2, Page 715-738, June 2022. We consider a distributionally robust second-order stochastic dominance constrained optimization problem. We require the dominance constraints to...
By Philippe Moustrou, Helen Naumann, Cordian Riener, Thorsten Theobald, and Hugues VerdureSIAM Journal on Optimization, Volume 32, Issue 2, Page 765-785, June 2022. The arithmetic mean/geometric mean inequality (AM/GM inequality) facilitates classes of nonnegativity certificates and of relaxation techniques for...
By Alberto SeegerSIAM Journal on Optimization, Volume 32, Issue 2, Page 635-658, June 2022. Let $b$ be a nonnegative vector in a Euclidean Jordan algebra $\mathbb{E}$. Its condition...
By Rongzhu Ke, Wei Yao, Jane J. Ye, and Jin ZhangSIAM Journal on Optimization, Volume 32, Issue 2, Page 604-634, June 2022. The partial calmness for the bilevel programming problem (BLPP) is an important condition which ensures that a...
By Santanu S. Dey, Gonzalo Mun͂oz, and Felipe SerranoSIAM Journal on Optimization, Volume 32, Issue 2, Page 659-686, June 2022. A classical approach for obtaining valid inequalities for a set involves the analysis of relaxations constructed using...
By HanQin Cai, Daniel McKenzie, Wotao Yin, and Zhenliang ZhangSIAM Journal on Optimization, Volume 32, Issue 2, Page 687-714, June 2022. We consider the problem of minimizing a high-dimensional objective function, which may include a regularization term, using...
By Frank E. Curtis, Yutong Dai, and Daniel P. RobinsonSIAM Journal on Optimization, Volume 32, Issue 2, Page 545-572, June 2022. We consider the problem of minimizing an objective function that is the sum of a convex function...
By Jinlong Lei and Uday V. ShanbhagSIAM Journal on Optimization, Volume 32, Issue 2, Page 573-603, June 2022. This paper considers an $n$-player stochastic Nash equilibrium problem (NEP) in which the...
By Monique Laurent and Luis Felipe VargasSIAM Journal on Optimization, Volume 32, Issue 2, Page 491-518, June 2022. We investigate a hierarchy of semidefinite bounds $\vartheta^{(r)}(G)$ for the stability number $\alpha(G)$ of a graph $G$,...
By Grigoriy Blekherman, Santanu S. Dey, Kevin Shu, and Shengding SunSIAM Journal on Optimization, Volume 32, Issue 2, Page 470-490, June 2022. A successful computational approach for solving large-scale positive semidefinite (PSD) programs is to enforce PSD-ness on only...
By Krishnakumar Balasubramanian, Saeed Ghadimi, and Anthony NguyenSIAM Journal on Optimization, Volume 32, Issue 2, Page 519-544, June 2022. In this paper, we study smooth stochastic multilevel composition optimization problems, where the objective function is a...
By Alejandro I. Maass, Chris Manzie, Dragan Nešić, Jonathan H. Manton, and Iman ShamesSIAM Journal on Optimization, Volume 32, Issue 2, Page 445-469, June 2022. We study numerical optimization algorithms that use zeroth-order information to minimize time-varying geodesically convex cost functions on...
By Saul Toscano-Palmerin and Peter I. FrazierSIAM Journal on Optimization, Volume 32, Issue 2, Page 417-444, June 2022. Nonconvex derivative-free time-consuming objectives are often optimized using “black-box” optimization. These approaches assume very little about...
By Ying Sun, Gesualdo Scutari, and Amir DaneshmandSIAM Journal on Optimization, Volume 32, Issue 2, Page 354-385, June 2022. We study distributed multiagent optimization over graphs. We consider the minimization of $F+G$...
By Dionysios S. Kalogerias and Warren B. PowellSIAM Journal on Optimization, Volume 32, Issue 2, Page 386-416, June 2022. We present ${\it Free-MESSAGE}^{,p}$, the first zeroth-order algorithm for (weakly) convex mean-semideviation-based risk-aware learning, which is also...
By Khaled Elbassioni, Kazuhisa Makino, and Waleed NajySIAM Journal on Optimization, Volume 32, Issue 2, Page 321-353, June 2022. Packing and covering semidefinite programs (SDPs) appear in natural relaxations of many combinatorial optimization problems as well...
By Eduardo Casas and Mariano MateosSIAM Journal on Optimization, Volume 32, Issue 1, Page 319-320, March 2022. We correct an error in the proof of Theorem 3.1 in [E. Casas and M. Mateos, Critical...
By Immanuel Bomze and Markus GablSIAM Journal on Optimization, Volume 32, Issue 1, Page 292-318, March 2022. In robust optimization one seeks to make a decision under uncertainty, where the goal is to find...
By A. S. Lewis, Jingwei Liang, and Tonghua TianSIAM Journal on Optimization, Volume 32, Issue 1, Page 276-291, March 2022. In optimization, the notion of a partly smooth objective function is powerful for applications in algorithmic convergence...
By Bram L. GorissenSIAM Journal on Optimization, Volume 32, Issue 1, Page 256-275, March 2022. Auxiliary variables are often used to model a convex piecewise linear function in the framework of linear...
By Xiaoyu He, Zibin Zheng, Yuren Zhou, and Chuan ChenSIAM Journal on Optimization, Volume 32, Issue 1, Page 228-255, March 2022. Natural gradient method provides a powerful paradigm for training statistical models and offers several appealing theoretic benefits....
By Shoham Sabach and Marc TeboulleSIAM Journal on Optimization, Volume 32, Issue 1, Page 204-227, March 2022. In this paper, we aim at unifying, simplifying, and improving the convergence rate analysis of Lagrangian-based methods...
By Antonio De Rosa and Aida KhajaviradSIAM Journal on Optimization, Volume 32, Issue 1, Page 173-203, March 2022. We introduce the ratio-cut polytope defined as the convex hull of ratio-cut vectors corresponding to all partitions...
By Christian Biefel, Frauke Liers, Jan Rolfes, and Martin SchmidtSIAM Journal on Optimization, Volume 32, Issue 1, Page 152-172, March 2022. Linear complementarity problems (LCPs) are a powerful tool for modeling many practically relevant situations such as market...
By Darinka Dentcheva and Yang LinSIAM Journal on Optimization, Volume 32, Issue 1, Page 130-151, March 2022. We consider the stochastic optimization problems which use observed data to estimate essential characteristics of the random...
By Na Zhang and Qia LiSIAM Journal on Optimization, Volume 32, Issue 1, Page 100-129, March 2022. In this paper, we consider a class of single-ratio fractional minimization problems, in which the numerator of...
By Hao-Jun M. Shi, Yuchen Xie, Richard Byrd, and Jorge NocedalSIAM Journal on Optimization, Volume 32, Issue 1, Page 29-55, March 2022. This paper describes an extension of the BFGS and L-BFGS methods for the minimization of a nonlinear...
By Ran Xin, Usman A. Khan, and Soummya KarSIAM Journal on Optimization, Volume 32, Issue 1, Page 1-28, March 2022. This paper considers decentralized minimization of $N:=nm$ smooth nonconvex cost functions equally divided over a directed network...
By Jae Hyoung Lee and Tien-Son PhamSIAM Journal on Optimization, Volume 32, Issue 1, Page 56-74, March 2022. Given a semialgebraic set-valued map $F \colon \mathbb{R}^n \rightrightarrows \mathbb{R}^m$ with closed graph, we show that the...
By Christian Kirches, Jeffrey Larson, Sven Leyffer, and Paul MannsSIAM Journal on Optimization, Volume 32, Issue 1, Page 75-99, March 2022. We propose an algorithm for solving bound-constrained mathematical programs with complementarity constraints on the variables. Each iteration...
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April is Global Volunteer Month, an occasion to celebrate the dedicated individuals who offer their time in exchange for nothing more than making SIAM (and the world) a better place. We would like ...
Society for Industrial and Applied Mathematics (SIAM) is pleased to announce the inaugural class of MGB-SIAM Early Career (MSEC) Fellows. These distinguished early career professionals were ...
This guide was prepared to provide more information regarding SIAM Conferences being held in hybrid format. Visit the individual conference website and SIAM Hybrid Conference Guidelines & ...
By Lina Sorg In the U.S. alone, more than 275,000 running races take place every year and over 500,000 people compete in marathons. Nonprofessional athletes around the world train extensively ...
March is Women's History Month! At SIAM, we celebrate the achievements made by women in the applied mathematics fields. This month, we hope you will take a moment to read through the spotlights of ...
The prize recognizes innovative software in scientific computing by researchers in the earlier stages of their career. Starting in 2019, SIAM will award the prize every four years at the SIAM Conference on Computational Science and Engineering.
This prize was created in 2013 to emphasize George Pólya’s legacy of communicating mathematics effectively. It joins two long-standing Pólya prizes SIAM has awarded in combinatorics and other fields beginning in 1969.
Established in 1998 in memory of Ralph E. Kleinman, the prize recognizes contributions that bridge the gap between high-level mathematics and engineering problems. The award is based on the quality and impact of the mathematics.
Established in 1992, this prize is awarded to the author or authors of the most outstanding paper, as determined by the selection committee, on a topic in optimization.
Established in 2018, the prize is awarded every three years to an individual in their early career for outstanding, influential, and potentially long-lasting contributions to the field of optimization.
This joint prize was established in 2002 to honor Sonia Kovalevsky and her work on the theory of differential equations. It is awarded to anyone in the scientific or engineering community whose work highlights the achievements of women in applied and computational mathematics. Nominations can be submitted via the AWM website.
The SIAM Student Paper Prize is awarded annually to the student author(s) of the most outstanding paper(s) accepted by SIAM journals within the three years preceding the nomination deadline. Starting with the 2018 award, the focus of the prize is to recognize outstanding scholarship by students in SIAM journals.
The prize was established in 1986 in memory of Richard C. DiPrima, who served SIAM for many years and in 1979–1980 as SIAM President. It aims to recognize an early career researcher in applied mathematics and is based on the doctoral dissertation.
The prize honors George B. Dantzig for his contributions to operations research and computer science. The prize is awarded every three years to one or more individuals for original research which by its originality, breadth, and depth is having a major impact on the field of mathematical optimization.
The Lagrange Prize in Continuous Optimization is awarded every three years by the Mathematical Optimization Society (MOS) and SIAM for an outstanding contribution in the area of continuous optimization published in the six calendar years preceding the award year.
Established in 1979 in honor of James H. Wilkinson, the prize is awarded to an individual in their early career for recent contributions to numerical analysis and scientific computing.
The Pioneer Prize is awarded every four years at the International Council for Industrial and Applied Mathematics (ICIAM) Congress to one individual for pioneering work introducing applied mathematical methods and scientific computing techniques to an industrial problem area or a new scientific field of applications. Nominations can be submitted via the ICIAM website.
Through the generosity and inspiration of Gerald and Judith Porter, the Mathematical Association of America (MAA), American Mathematical Society (AMS), and SIAM offer this annual lecture at the Joint Mathematics Meetings. The lecture, first awarded in 2010, is given on a mathematical topic accessible to the broader community.
Named in honor of I. E. Block, a co-founder and the first managing director of SIAM, this lecture is open to the public at the SIAM Annual Meeting. It is intended to encourage public appreciation of applied mathematics and computational science by reaching out to the local community.
Established in 1959, the prize honors John von Neumann, a founder of modern computing. The prize is awarded annually for distinguished contributions to applied mathematics and for the effective communication of these ideas to the community.
The JPBM Communications Award is given annually to reward and encourage communicators who, on a sustained basis, bring mathematical ideas and information to non-mathematical audiences. The prize may be awarded in two categories: For Public Outreach and For Expository and Popular Books. Nominations can be submitted via the AMS website.
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The MAA-SIAM-AMS Hrabowski-Gates-Tapia-McBay (HGTM) Lecture is named after four influential scientists of color: Freeman Hrabowski, President of the University of Maryland at Baltimore County; James S. Gates, University of Maryland, College Park; Richard Tapia, Rice University; and Shirley McBay, Founder and former President of Quality Education for Minorities. This lecture started in 2016 as an activity of the Mathematical Association of America’s Committee on Minority Participation and became a jointly sponsored MAA-SIAM-AMS event in 2018.
The prize recognizes students for outstanding solutions to real world math problems. It is awarded to six of the teams judged "Outstanding" in the Mathematical Contest in Modeling (MCM) administered annually by the Consortium for Mathematics and Its Applications (COMAP). Registration is accepted via the COMAP website.
The SIAM Outstanding Paper Prize is not currently active. For the 20 years before it was discontinued in 2019, the SIAM Outstanding Paper Prizes brought attention to papers published in SIAM journals. Three awards were made each year to the authors of papers deemed by SIAM journal editors-in-chief worthy of particular attention.
The prize, established in 1985 and originally intended to be awarded periodically, is now awarded annually for contributions to the advancement of applied mathematics on the national or international level.
Looking for financial support to further your research? Fellowships often provide funding plus experiential learning opportunities to young researchers. Learn more about fellowship opportunities.
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Internships allow you to network and forge connections for future job possibilities, while also exploring possible areas of interest. Look at this list of companies who offer valuable opportunities.
Our community is founded on igniting groundbreaking developments in applied math and computational science. Take a deeper dive into your area of study with one of these opportunities.