In large part, the literature has focused on formalizing fairness into quantitative definitions and using them to solve a discrimination problem in a certain dataset.

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However, existing works are mostly problem specific, use heuristics, or simplify the stochastic nature of point processes.

Finally, we generalize these results by providing oracle inequalities for arbitrary non-linear classes in the online supervised learning model. These results are all derived through a unified meta-algorithm scheme using a novel "multi-scale" algorithm for prediction with expert advice based on random playout, which may be of

Where the constraint ensures that the solution is unique.

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Traditionally, computer security seeks to ensure a system's integrity against attackers by creating clear boundaries between the system and the outside world ( Bishop, 2002).

Here we propose to model this causal interaction using integro-differential equations and causal kernels that allow for a rich analysis of effective connectivity.

A vital ingredient for making quantum computers truly useful just might be conventional computers. That was the message from a gathering of researchers this month, which explained that classical computers are vital for controlling quantum computers, decoding the results of their calculations and even developing new techniques for manufacturing quantum computers in future. Quantum computers are made from qubits - quantum objects that may come in the form of extremely cold atoms or tiny superconducting circuits. The more qubits that a quantum computer has, the more computationally powerful it gets. But qubits are fragile, so they must be carefully calibrated, monitored and controlled.

Dr. Jason Fung shares on Dr. Mark Hyman's podcast how fasting may help reverse diseases like cancer by putting cells into maintenance mode instead of growth mode.