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Abstract: We present an in-depth examination of the effectiveness of radial basis function kernel (beyond Gaussian) estimators based on orthogonal random feature maps.We show that orthogonal estimators outperform state-of-the-art mechanisms that use iid sampling under weak conditions for tails of the associated Fourier distributions.Adam Kaufman, a real estate developer from Miami, was found not guilty of second-degree murder after he was accused of strangling his wife, Eleonora 'Lina' Kaufman, bruising her neck and bursting blood vessels in her eyes in the bathroom of their home.When she first passed away we had no idea and we were thinking of every possible thing.



But it was something that was never looked into.''When you walk in and find your wife who is healthy, collapsed, cold and non-responsive.During the closing arguments, the prosecutors questioned the validity of those statements. The prosecution acknowledged that it took state medical examiners 18 months to issue a finding that Mrs Kaufman's death was murder, but Mr Mansfield said that was due to all possible alternatives being considered.Do you think for a second she would be seeing her grandchildren, with her husband in Italy and her son in Denmark? The death of Mrs Kaufman came to national prominence when her husband was charged with her murder in 2009, when Mr Kaufman complained to the medical examiner's office about the amount of time spent on the investigation.You leave it up to 12 good people that have to make a very difficult decision.

Defense attorneys convinced the court that Mrs Kaufman died of an undiagnosed heart ailment and a tragic fall, telling jurors: 'This American tragedy began on the morning of November 7, 2007, and it led to a flawed, bungled inept prosecution of an innocent man.'Dr Bruce Hyma, Miami-Dade’s Chief Medical Examiner determined the case homicide by mechanical asphyxia.

Our results enable practitioners more generally to estimate the benefits from applying orthogonal transforms. Traditionally, reinforcement learning algorithms average over this randomness to estimate the value function.



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