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His main research interests lie in algorithms for massive datasets and sub-linear time streaming algorithms.
Big data represents a new scale and complexity that might be achieved by combining massive datasets and analysing them to extract insight for charities and social purpose organisations.
Machine-learning algorithms typically process massive datasets, and AI decision-making rules can be organized in ways that are completely different from how the human brain processes information.
Their goal of identifying novel relationships in massive datasets and low-assumption approach resonated with many researchers, and the method's publication in Science amplified its impact substantially.
I derive optimization algorithms for the boosting steps, discuss strategies for massive datasets, and show results from real and simulated problems.
With an immense volume of data — several billion observations — Wunsch and his collaborators write that the problem soon became how to combine the massive datasets and fit them to a model that would represent a three-dimensional time-evolving ocean over decades.
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If quantum computers become a reality, they have the potential to rapidly find information in a massive dataset, and be game-changing for fields like medicine, national security, and aeronautics.
Although adding this search and its accompanying massive dataset and processing on the backend may lead to a more cluttered user experience (and its hard to imagine Google will never touch Waze's UI), Google can also give Waze the kind of search functionality and integration that it's still missing.
These developments and applications would facilitate biomedical research to make the massive datasets meaningful and usable.
Duke Engineering researchers are developing and deploying the power of computing to design autonomous systems, improve communications and information systems, glean valuable insights from massive datasets, detect disease and improve health, and enhance security in both cyberspace and the real world.
With the advent of massive datasets, statistical learning and information processing techniques are expected to enable exceptional possibilities for engineering, data intensive sciences and better decision making.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com