Скачать книгу - Game Theory for Data Science



Intelligent systems often depend on data provided by information agents, for example, sensor data or crowdsourced human computation. Providing accurate and relevant data requires costly effort that agents may not always be willing to provide. Thus, it becomes important not only to verify the correctness of data, but also to provide incentives so that agents that provide high-quality data are rewarded while those that do not are discouraged by low rewards. We cover different settings and the assumptions they admit, including sensing, human computation, peer grading, reviews, and predictions. We survey different incentive mechanisms, including proper scoring rules, prediction markets and peer prediction, Bayesian Truth Serum, Peer Truth Serum, Correlated Agreement, and the settings where each of them would be suitable. As an alternative, we also consider reputation mechanisms. We complement the game-theoretic analysis with practical examples of applications in prediction platforms, community sensing, and peer grading.


Brazilian Jiu-Jitsu: Theory and Technique Brazilian Jiu-Jitsu: Theory and Technique

Автор: Gracie Renzo, Gracie Royler, Danaher John

Год издания: 

During the last decade, the martial arts world has looked to innovative mixed martial arts competitions such as the Ultimate Fighting Championship to determine which fighting style is the best. These contests have repeatedly shown the grappling style of martial arts, headed by Brazilian jiu-jitsu, to dominate. The Brazilian jiu-jitsu style stems from the premise, garnered from analysis of actual street fights, that the outcome of any fight is decided on the ground. While most martial arts deal only with the initial punching and kicking stages of combat, Brazilian jiu-jitsu concentrates on ground combat. This guide shows how to use Brazilian jiu-jitsu to increase combat effectiveness. Photographs and step-by-step instructions show how to master the techniques used in this exciting new form of combat. Renzo Gracie, a two-time world Abu Dhabi submission jiu-jitsu champion, two-time Brazilian national champion, World Combat champion, and Martial Arts Reality Superfight champion, teaches Brazilian jiu-jitsu at an elite martial arts academy. Royler Gracie has competed in the Black Belt ranks for 20 years, winning the world title four times and the Abu Dhabi world submission championship for two consecutive years. They live in New York City.


Theory and practical aspects of Internationa settlements. Economic cooperation Theory and practical aspects of Internationa settlements. Economic cooperation

Автор: Николай Камзин

Год издания: 

As part of the dynamics of international economic cooperation by the need for mutual settlement operations, so the problem of organization of settlements is an important place for the economically active subjects, especially in a globalized economic space in the functioning of transnational structures and scale of the export, import and international financial transactions. In agreeing on the order of calculations, the participants determined the form of payment in order to fulfill the financial obligations of the agreement – regulated by means of voluntary compliance through a credit institution liabilities, characterized by specific features on the order of transfer of funds to the account, a certain kind of settlement document, as well as office procedures. The source of payment relations is the need to have one contractor expressed in the appropriate disposition, the other in shortage. This relationship gives rise as a consequence of the relationship with the lending institution. Need to accession will intensify in the subjects of international payment relationship.


Компетенция выпускника учреждения профессионального образования в Computer Science Компетенция выпускника учреждения профессионального образования в Computer Science

Автор: А. А. Емельянов

Год издания: 

В результате развития науки и технологий во всем мире стала необходимой «интеллектуализация» многих специальностей высшего и среднего профессионального образования (ВПО и СПО), изменились требования, предъявляемые к специалистам. Возникают типичные ситуации, когда работодатель с удовольствием возьмет математика-программиста по специальности «Математическое обеспечение и администрирование информационных систем», но крепко подумает, стоит ли брать техника по специальности «Программное обеспечение вычислительной техники и автоматизированных систем». Дело в том, что техники-программисты и сейчас нужны. Но без понятия компетенции и разработки новых стандартов, в том числе и СПО, трудно определить место специальностей СПО и их взаимодействие с соответствующими направлениями (специальностями) ВПО.


English for computer science students. Учебное пособие English for computer science students. Учебное пособие

Автор: Группа авторов

Год издания: 



Learn to Read Science. Курс английского языка для аспирантов Learn to Read Science. Курс английского языка для аспирантов

Автор: Коллектив авторов

Год издания: