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Replay Helps Brain's Decision-Making Process

Research Streamlines Data Processing To Solve Problems More Efficiently
Raleigh, NC - Researchers at North Carolina State University have developed a new analytical method that opens the door to faster processing of large amounts of information, with applications in fields as diverse as the military, medical diagnostics and homeland security.

"The problem we address here is this: When faced with a large amount of data, how do you determine which pieces of that information are relevant for solving a specific problem," says Dr. Joel Trussell, a professor of electrical and computer engineering at NC State and co-author of a paper describing the research. "For example, how would you select the smallest number of features that would allow a robot to differentiate between water and solid ground, based on visual data collected by video?"

This is important, because the more data you need to solve a problem, the more expensive it is to collect the data and the longer it will take to process the data. "The work we've done here allows for a more efficient collection of data by targeting exactly what information is most important to the decision-making process," Trussell says. "Basically, we've created a new algorithm that can be used to determine how much data is needed to make a decision with a minimal rate of error."

One application for the new algorithm, discussed in the paper, is for the development of programs that can analyze hyperspectral data from military cameras in order to identify potential targets. Hyperspectral technology allows for finer resolution of the wavelengths of light that are visible to the human eye, though it can also collect information from the infrared spectrum - which can be used to identify specific materials, among other things. The algorithm could be used to ensure that such a program would operate efficiently, minimizing data storage needs and allowing the data to be processed more quickly.

But Trussell notes that "there are plenty of problems out there where people are faced with a vast amount of data, visual or otherwise, - such as medical situations, where doctors may have the results from multiple imaging tests. For example, the algorithm would allow the development of a more efficient screening process for evaluating medical images - such as mammograms - from a large group of people."

Another potential application would be for biometrics, such as homeland security efforts to identify terrorists and others on the Department of Homeland Security watchlist based on video and camera images.
by Staff Writers
Pittsburgh PA (SPX) Mar 16, 2010
Replaying recent events in the area of the brain called the hippocampus may have less to do with creating long-term memories, as scientists have suspected, than with an active decision-making process, suggests a new study by researchers at Carnegie Mellon University and the University of Minnesota Medical School.

In a study of rats navigating a maze, the researchers found that replays occurring in the hippocampus were not necessarily recent or frequent paths through the maze, as would be expected if the event was being added to memory. Rather, the replays often were paths that the rats had rarely taken or, in some cases, had never taken, as if the rats were trying to build maps to help them make better navigation decisions.

In a report published March 11 in the journal Neuron, Anoopum Gupta, a Ph.D. student at Carnegie Mellon's Robotics Institute and the Center for the Neural Basis of Cognition, and his colleagues say their findings suggest replays in the hippocampus are not merely passive echoes of past events, but part of a complex, active process of decision making.

In addition to Gupta, the researchers include Carnegie Mellon Computer Science Professor David S. Touretzky and A. David Redish, associate professor of neuroscience, and Matthijs van der Meer, a post-doctoral researcher, from the University of Minnesota.

"Our work provides clues into how animals construct a complete, fully navigable representation of their environment, even if they've only partially explored that environment," said Gupta, who also is a medical student at the University of Pittsburgh School of Medicine.

"The cognitive maps created in this way may allow animals to plan novel routes or shortcuts. As we learn more about the neural mechanisms that enable animals to flexibly navigate through the world, we hope to apply those lessons to research in robotics that could improve autonomous navigation systems."

The team used electrode "hats" to record brain activity of rats as they navigated a maze. In particular, they monitored certain neurons, called place cells, which fire in response to physical locations. That enabled the researchers to identify where an event that was being replayed was located based on which place cells were firing.

During an experiment, a rat might be in one portion of the maze, while the firing of place cells in the hippocampus indicated that the rat was replaying information about a different location.

On a task with two behavioral sequences, A and B, the researchers found that the animals would replay sequence B more often though they spent most of their time running sequence A. In other words, the researchers found that the rats were most likely to replay the path they had experienced less often.

This suggests that replay is not just a function of helping an animal remember what it has experienced most frequently or most recently, but an important function in helping it map its whole environment.

During the replay process, the research team also was able to observe the animal making connections between paths that it had never physically traveled before.

For example, if the animal had physically traveled from point A to point B, and also from point A to point C, but never from point B to point C, they observed the single sequence B to A to C during the replay process, implying that the rat's brain was able to make the connection between points B and C on its internal map.

This further indicates that replay plays a role in helping an animal learn and maintain the entire map of its environment and make connections within it. The rats were not just reviewing recent experience to move it to long-term memory.

"Based on these observations, we have to rethink what is the role of replay for memory," wrote neuroscientists Dori Derdikman and May-Britt Moser of the Norwegian University of Science and Technology in a commentary also published in the March 11 issue of Neuron.

They suggested that replay in the hippocampus may prove to have a dual role - both for memory consolidation and for making cognitive maps of the environment.

The research, "Constrained Dimensionality Reduction Using A Mixed-Norm Penalty Function With Neural Networks," was funded by the U.S. Army Research Office and co-authored by Trussell and former NC State Ph.D. student Huiwen Zeng. The work is published in the March issue of IEEE Transactions on Knowledge and Data Engineering.



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