33 verified PDFs
by J Snoek · 2012 · Cited by 13975 — In this section, we empirically analyse1 the algorithms introduced in this paper and compare to ex- isting strategies and human performance on a number of ...
The present paper will illustrate a variety of needs for this technology, summarize promising methods, and uncover fruitful areas for new research. 1.
Optimization techniques can help meet performance objectives, but blindly adopting them can strain costs, undermine reliability, and erode flexibility. ...
by J Duchi · 2011 · Cited by 16503 — Abstract. We present a new family of subgradient methods that dynamically incorporate knowledge of the geometry of the data observed in earlier iterations ...
Overview. The course provides an overview of optimization tools and techniques, motivated by large-scale problems that arise in Data Science, and real-life ...
We study convex optimization problems for which the data is not specified exactly and it is only known to belong to a given uncertainty set U, ...
The NEOS case studies are built from a number of tools, including HTML les for the Web pages, perl scripts to drive the interactive aspects, AMPL to interface.
These are optimization packages developed at SOL during the last 30 years by Gill, Murray, Saunders, and Wright, with much input from coauthors Paige, Murtagh, ...
Nocedal and S. J. Wright, Numerical Optimization, 2d Ed., Springer, 2006. 3. A. Ruszczynski, Nonlinear Optimization, Princeton, 2005. 4. S. Boyd and L ...
Software performance has an. 80/20 rule: 80 percent of the program's time is spent on about 20 percent of the code. Trying to optimize performance in the 80 ...
ABSTRACT This paper presents an in-depth investigation and validation of performance optimization strategies for large-scale web-native ...
This paper analyzes the effectiveness of performance optimization techniques and their impact on user experience. Principally, the web performance optimization.
Example: • use source or target pushdown optimization during the peak hours of the day. • use full pushdown optimization from midnight until 2 a.m. ...
