Automatic Tuning of Data-Intensive Analytical Workloads

نویسنده

  • Herodotos Herodotou
چکیده

Automatic Tuning of Data-Intensive Analytical

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Machine Learning for Automatic Physical DBMS Tuning

Tuning a DBMS that experiences varying workload is challenging. Database administrators cannot be expected to monitor the workload and react with appropriate tunings, therefore automation is essential. In this report we outline a new method for automatic physical DBMS tuning that uses machine learning to model and predict workloads, and tune for the future. Our method builds on previous approac...

متن کامل

Estimating Resource Costs of Executing Data-Intensive Workloads in Public Clouds

The promise of “infinite” resources given by the cloud computing paradigm has led to recent interest in exploiting clouds for large-scale data-intensive computing. In this paper, we present a analytical model to estimate the resource costs for executing data-intensive workloads in a public cloud. The cost model quantifies the cost-effectiveness of a resource configuration for a given workload w...

متن کامل

Hadoop's Adolescence

We analyze Hadoop workloads from three di↵erent research clusters from a user-centric perspective. The goal is to better understand data scientists’ use of the system and how well the use of the system matches its design. Our analysis suggests that Hadoop usage is still in its adolescence. We see underuse of Hadoop features, extensions, and tools. We see significant diversity in resource usage ...

متن کامل

Automatic tuning of a behavior-based guidance algorithm for formation flight of quadrotors

This paper presents a tuned behavior-based guidance algorithm for formation flight of quadrotors. The behavior-based approach provides the basis for the simultaneous realization of different behaviors such as leader following and obstacle avoidance for a group of agents; in our case they are quadcopters. In this paper optimization techniques are utilized to tune the parameters of a behavior-bas...

متن کامل

Adaptive Tuning of Model Predictive Control Parameters based on Analytical Results

In dealing with model predictive controllers (MPC), controller tuning is a key design step. Various tuning methods are proposed in the literature which can be categorized as heuristic, numerical and analytical methods. Among the available tuning methods, analytical approaches are more interesting and useful. This paper is based on a proposed analytical MPC tuning approach for plants can be appr...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2012