However, clustering identified similarities between objects, then groups those items based on what makes them different from other items. Clustering is similar to classification.This data mining technique allows the underlying data to be more neatly categorized and summarized across similar features or product lines. These classes describe characteristics of items or represent what the data points have in common with each.

Classification uses predefined classes to assign to objects.For example, association rules would search a company's sales history to see which products are most commonly purchased together with this information, stores can plan, promote, and forecast accordingly. This relationship in itself creates additional value within the data set as it strives to link pieces of data. Association rules, also referred to as market basket analysis, searches for relationships between variables.We are ready and committed to meet the needs of the automotive industry as the world transitions to electric vehicles. Our team listens to the needs of customers. Partnering with automotive manufacturers around the world, our maintenance equipment has become essential tools for dealers servicing EVs. Since the introduction of electric vehicles, Midtronics has pioneered products that are used for the service and maintenance of lithium-ion batteries in hybrid and electric vehicles. As the global leader in the industry, we have invented numerous advances in battery management that are covered by over 200 US patents as well as patents in Europe and Asia. The Midtronics brand has become synonymous with vehicle battery maintenance around the world.

Our advancements in testing, diagnostic charging, monitoring, and analytics have provided value across the entire battery lifecycle in automotive, heavy truck and motor sport industries. This led to the development of many successful new battery management products and services. Working with customers and users around the world our engineering team invented the world’s first digital battery tester which has become the standard for automotive battery and electrical system testing. Midtronics was founded in 1984, and soon thereafter we acquired a battery testing technology from Motorola that allows a technician to diagnose the condition of a lead acid battery by measuring its electrical conductance.

We have now become the leading provider of equipment to service electric vehicles. At Midtronics, our entire focus is developing and producing leading edge battery management equipment and services for the global automotive industry.

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