nzhang_raw_data.txt

soil samples were taken from Plot 3 and Plot 14/2 from the Park Grass Experiment at Rothamsted Experimental Station Totally, there are 24 archived soil samples, 12 control samples and 12 fertilized samples.</div

Optimization-Based k-Anonymity Algorithms

In this paper we present a formulation of k-anonymity as a mathematical optimization problem. In solving this formulated problem, k-anonymity is achieved while maximizing the utility of the resulting dataset. Our formulation has the advantage of incorporating different weights for attributes in order to achieve customized utility to suit different research purposes. The resulting formulation is a Mixed Integer Linear Program (MILP), which is NP-complete in general. Recognizing the complexity of the problem, we propose two practical algorithms which can provide near-optimal utility. Our experimental evaluation confirms that our algorithms are scalable when used for datasets containing large numbers of records.  </p

Towards Robust Deep Learning With Ensemble Networks and Noisy Layers

In this paper we provide an approach for deep learning that protects against adversarial examples in image classification-type networks. The approach relies on two mechanisms:1) a mechanism that increases robustness at the expense of accuracy, and, 2) a mechanism that improves accuracy but does not always increase robustness. We show that an approach combining the two mechanisms can provide protection against adversarial examples while retaining accuracy. We formulate potential attacks on our approach with experimental results to demonstrate its effectiveness. We also provide a robustness guarantee for our approach along with an interpretation for the guarantee.</p

female, 52 years, axial T2-weighted MRI shows lymphadenopathy (<i>arrow</i>), and portosystemic collaterals are shown as areas without signal intensity.

<p>female, 52 years, axial T2-weighted MRI shows lymphadenopathy (<i>arrow</i>), and portosystemic collaterals are shown as areas without signal intensity.</p

Clinical characteristics of the 45 PBC patients.

<p>Clinical characteristics of the 45 PBC patients.</p

female, 42 years, axial T2-weighted MRI shows lymphadenopathy (<i>arrow</i>).

<p>female, 42 years, axial T2-weighted MRI shows lymphadenopathy (<i>arrow</i>).</p

female, 50 years, stage II with signal grade 2 and halo sign grade 2.

<p>female, 50 years, stage II with signal grade 2 and halo sign grade 2.</p

The situation of lymphadenopathy at different histological stages.

<p>Note: percentage = cases of patients / total number of patients with the corresponding histopathology.</p><p>The situation of lymphadenopathy at different histological stages.</p

male, 61 years, axial T2-weighted image shows periportal halo signs as hypointense areas around the portal veins (<i>arrows</i>).

<p>male, 61 years, axial T2-weighted image shows periportal halo signs as hypointense areas around the portal veins (<i>arrows</i>).</p

Specific distribution of enlarged lymph nodes.

<p>Specific distribution of enlarged lymph nodes.</p