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Summary
The lecture focuses on the Poisson process, emphasizing its mathematical properties, including independent increments and non-simultaneity. It derives the Poisson distribution by analyzing the number of arrivals over time, leading to the characterization of inter-arrival times as exponentially distributed. The concepts are crucial for understanding random processes and their applications.