Balance the Load of Multiprocessors by Effective Distribution and Parallelization

Introduction: Data mining can be defined as a process of discovering hidden patterns in a database. The main purpose of data mining is to convert raw data to knowledge. Related rule mining is a data mining process used to extract relationships, patterns, and relevance between items in a transaction database or other data repository. Association rules are widely used in various fields such as marketing communication networks and inventory management. In this research, an a priori algorithm is used to extract frequent item sets from the database.

Distributed computers (also known as distributed memory multiprocessors) are distributed memory computer systems in which processing elements are connected via a network. Distributed computers can be very scalable. The terms "concurrent computing", "parallel computing", and "distributed computing" have many duplications, with no major difference between them. The same system can be characterized as "parallel" and "distributed"; processors of a typical distributed system operate in parallel

A parallel DBMS can be defined as a DBMS implemented on a multiprocessor computer. It mainly uses two parallel, pipes and partitions in parallel. Pipeline parallel processing includes a large number of machines, each of which executes one step in a multistep process. Parallelization of partitions is the same as pipe parallelization, but applies the process to different data. Its main goal is to improve data performance, availability, and reliability. There are ideal goals such as linear acceleration and linear amplification.

There are some differences between cloud and parallel database, such as load balancing, connectivity, query optimization, routing scheduling, resource optimization. The first difference is load balancing. For parallel databases, the load balancing is balanced because the optimization algorithm works at the kernel level and the routing protocol determines the optimal path to find it. Therefore, the load is always distributed to the server side. - To some extent, we have not stated the basic facts about the natural differences between men and women and children. Several of us say gender, the division between women and men is merely a human invention of our culture, and it is a social decision to mark children as "girls" or "boys" I want to. Researchers in the UK have analyzed a large number of sex-related neurological research books "Brain: real differences between men and women"