Links Between Learning and Optimization: a Brief Tutorial
نویسنده
چکیده
This report is a brief exposition of some of the important links between machine learning and combinatorial optimization. We explain how efficient ‘learnability’ in standard probabilistic models of learning is linked to the existence of efficient randomized algorithms for certain natural combinatorial optimization problems, and we discuss the complexity of some of these optimization problems.
منابع مشابه
Signal Optimization During Radio Links Between a Transmitter and a Receiver Located in Adjacent Material Media with Differing Optical Densities (TECHNICAL NOTE)
Signal optimization is affected during radio links between a transmitter and a receiver located in adjacent material media with differing optical densities. The optimization is carried out via the automated control theory method. The radio signal obtained after the optimization is coordinated with the two media's electrical characteristics simultaneously; and this enables low power and small an...
متن کاملDevelopment and Usability Evaluation of an Online Tutorial for “How to Write a Proposal” for Medical Sciences Students
Background and Objective: Considering the importance of learning how to write a proposal for students, this study was performed to develop an online tutorial for “How to write a Proposal” for students and to evaluate its usability. Methods: This study is a developmental research and tool design. “Gamified Online Tutorial based on Self-Determination Theory (GOT-STD) Framework" became the basis f...
متن کاملA fuzzy capacitated facility location-network design model: A hybrid firefly and invasive weed optimization (FIWO) solution
Facility location-network design (FLND) problem, which determines the location of facilities and also communication links between the demand and facility nodes, is arisen from the combination of the facility location and network design problems. This paper deals with fuzzy capacitated facility location-network design model which aims to select the facilities and candidate links in a way that yi...
متن کاملStatistical Learning in Medical Data Analysis
This article provides a tour of statistical learning regularization methods that have found application in a variety of medical data analysis problems. The uniting feature of these methods is that they involve an optimization problem which balances fidelity to the data with complexity of the model. The two settings for the optimization problems considered here are Reproducing Kernel Hilbert Spa...
متن کاملTutorial Learning for the New Century
This paper begins with visions of the future of learning. It then considered current and new paradigms concerning technology and learning. It gives particular emphasis to highly interactive tutorial learning, for very large numbers of students in distance learning situations. Then it considers schools and universities in terms of the new paradigms. It ends with a brief plan for attaining this n...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2003