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Machine Learning (ML) methods have been proposed in the academic literature as alternatives to statistical ones for time series forecasting. Yet, scant evidence is available about their relative performance in terms of accuracy and computational requirements. The purpose of this paper is to evaluate such performance across multiple forecasting horizons using a large subset of 1045 monthly time.
- Backed by an 80-year history rich in innovation, PerkinElmer is a long-time leader and pioneer in the scientific community. Learn more and view jobs here.
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Disease detection. Noninvasive prenatal screening and testing. Faster and better scientific and medical research. Safe food and water. And the very latest in cannabis analysis and solutions. Imagine impacting all this and more, every day.
That's what we do.
Join us and discover what’s possible, what’s next, and what great heights we can achieve together.
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With nearly 13,000 employees worldwide, we pioneer scientific technologies to deliver unique solutions for the diagnostics, life sciences, food, and applied markets. Our areas of expertise include:
Our Areas ofexpertise:Detection
Whether it’s environmental testing for contaminants in groundwater or investigating biological pathways, our powerful detection technologies identify organic or inorganic contaminants, biomarkers, and much more. We offer a comprehensive suite of technologies for analytical sciences, life sciences, and diagnostics. Join Us »about detection technologies at PerkinElmer
Our Areas ofexpertise:Informatics
Our Informatics solutions help customers visualize and analyze data better to gain critical insights. Which, in turn, helps them make better decisions. Using our Informatics helps unify figures and fast-track activities across R&D, translational research and clinical trial operations. And, in the end, that means researchers are able to transform isolated data into stunning discoveries. Join Us »about informatics solutions at PerkinElmer
Our Areas ofexpertise:Imaging
Research scientists can gain significant insights into the complexities of biology and disease with our powerful imaging platforms. Whether it’s cellular or in vivo, our imaging solutions allow for the measurement of microscopic activity. With that information providing rich datasets, we can help streamline and accelerate basic research and drug discovery. Join Us »about imaging platforms at PerkinElmer
Our Areas ofexpertise:Services
Today’s labs are both scientific and commercial enterprises – and to compete and win, they need services that consider each side. So, we take a consultative approach to understand a lab’s requirements, whether it’s to manage efficiency, develop new assays or run clinical tests. Our customized solutions ensure every lab is operating at its full potential. Join Us »about services offered by PerkinElmer
Career Areas
Research and Development
Nothing beats that “eureka” moment: Our R&D professionals’ passion and talents have resulted in decades of patent awards and breakthrough technologies. See Jobs » in Research and Development
Sales and Services
From Newborn Screening Software to the latest Nebulizer Systems, our products and services make a difference – and so do the people who sell and stand behind them. See Jobs » in Sales and Services
Operations and Administration
We conduct business in nearly every country in the world and our global, state-of-the-art facilities and operations offer a high degree of flexibility and opportunities to excel. See Jobs » in Operations and Administration
Corporate Functions
From IT to HR and Legal to Marketing, our corporate professionals profoundly impact our business success in support of a healthier planet and population. See Jobs » in Corporate Functions
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Over 80 Years of Global Success
- $2.9 billion in revenue.
- 190 countries.
- 52 locations.
- 13,000 people.
- 3,500 patents.
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