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Efficient data gathering is an important issue in sensor networks. We will discuss the problem of time efficient data gathering, in which data sensed throughout the network must be collected at a sink node; the aim is to minimize the time needed to complete the process. The emphasis is on some algorithmic and graph theoretical problems arising in the area.