Multiclass classification with bandit feedback using adaptive regularization

We present a new multiclass algorithm in the bandit framework, where after making a prediction, the learning algorithm receives only partial feedback, i.e., a single bit indicating whether the predicted label is correct or not, rather than the true label. Our algorithm is based on the second-order Perceptron, and uses upper-confidence bounds to trade-off exploration and exploitation, instead of random sampling as performed by most current algorithms. We analyze this algorithm in a partial adversarial setting, where instances are chosen adversarially, while the labels are chosen according to a linear probabilistic model which is also chosen adversarially. We show a regret of $\mathcal{O}(\sqrt{T}\log T)$ , which improves over the current best bounds of $\mathcal{O}(T^{2/3})$ in the fully adversarial setting. We evaluate our algorithm on nine real-world text classification problems and on four vowel recognition tasks, often obtaining state-of-the-art results, even compared with non-bandit online algorithms, especially when label noise is introduced.     

Feasibility of a long-term low-sodium diet in mild hypertension

The present study set out to assess the feasibility of long-term moderate dietary sodium restriction in patients with mild hypertension in general practice. After screening and a run-in phase of 6-8 weeks, a total of 77 previously undiagnosed mildly hypertensive patients were identified. Half of them were randomized to receive a few simple dietary instructions from their general practitioners in order to reduce salt usage; the others were randomized to receive no advice. The patients were followed up for 12 months with quarterly visits. A total of 56 patients (72.7%) completed the study, 26 on a low-sodium diet (LD) and 30 on their usual diet (UD). At each visit in the diet phase, patients provided 24h urine, which was analysed for volume and sodium concentration in order to assess their sodium intake. Blood pressure, heart the rate and body weight were recorded. The mean urinary sodium excretion for all diet phase visits overlapped in the two groups (177.0 +/- 32.9 vs. 169.3 +/- 49.4 mEq/24h respectively in the LD and UD groups). Nevertheless the mean systolic and diastolic blood pressures for all diet phase visits were significantly lower in the LD than in UD group (144.2 +/- 11.1/91.6 +/- 6.4 and 148.0 +/- 13.7/95.6 +/- 4.7 mmHg respectively, P less than 0.01). Our data suggest that it is not feasible at present to reduce sodium intake in mild hypertensives with simple and inexpensive dietary instructions, the only ones suitable for widespread application in general practice.     

Fixed-speed wind-generator and wind-park modeling for transient stability studies

Increasing levels of wind-turbine generation in modern power systems is initiating a need for accurate wind-generation transient stability models. Because many wind generators are often grouped together in wind parks, equivalence modeling of several wind generators is especially critical. In this paper, a reduced-order dynamic fixed-speed wind-generator model appropriate for transient stability simulation is presented. The model is derived using a model reduction technique of a high-order finite-element model. Then, an equivalencing approach is presented that demonstrates how several wind generators in a wind park can be combined into a single reduced-order model. Simulation cases are presented to demonstrate several unique properties of a power system containing wind generators. The results in this paper focus on horizontal-axis turbines using an induction machine directly connected to the grid as the generator.     

Association of fasting plasma free fatty acid concentration and frequency of ventricular premature complexes in nonischemic non-insulin-dependent diabetic patients

We investigated the association between free fatty acid (FFA) concentration and ventricular premature complexes (VPCs) in nonischemic patients with non-insulin-dependent diabetes mellitus using 3 approaches: cross-sectional analysis (n = 142), intervention including induction of elevated FFA levels with Intralipid heparin (n = 15), and reduction in FFA levels with Acipimox (n = 34) and a longitudinal follow-up study (n = 59). Patients at the third tertile of fasting plasma FFA concentration had the strongest increase in VPCs. Independently of age, sex, body mass index (BMI), waist/hip ratio, left ventricular mass index, glycated hemoglobin, fasting plasma insulin and triglyceride concentration, and daily physical activity, FFA concentration and VPCs were significantly correlated (r = 0.21 p <0.01). At multiple logistic regression analysis independently of age, sex, BMI, waist/hip ratio, left ventricular mass index, mean arterial blood pressure, glycated hemoglobin, fasting plasma insulin, triglycerides and potassium concentration, fasting plasma low-density lipoprotein/high-density lipoprotein cholesterol ratio, and daily physical activity, plasma FFA concentration was a significant determinant of VPCs (odds ratio 1.2, 95% confidence interval 1.0 to 2.3). Intralipid infusion (10% in 24 hours) (n = 15) and acipimox administration (250 mg, 4 times/day) (n = 34) increased, and decreased fasting plasma FFA concentration, respectively. In those studies, change in VPCs paralleled the effects on plasma FFA. In the longitudinal study (n = 59), plasma FFA concentration predicted the development of VPCs (RR 1.4 95% confidence interval 1.0 to 1.9) independently of age, sex, BMI, waist/hip ratio, left ventricular mass index, mean arterial blood pressure, fasting plasma triglyceride concentration, fasting plasma low-density lipoprotein/high-density lipoprotein cholesterol ratio, and daily physical activity. In conclusion, in nonischemic patients with non-insulin-dependent diabetes mellitus, plasma FFA concentration is associated with the frequency of ventricular premature complexes.     

多媒体设备的融合趋势和挑战

消费者正在见证一场在各种媒体设备之间制作和共享多媒体内容能力的急剧转变.人们可以从数码相机上取出一段视频片断,将其存到一块适合他们个人数字助理(PDA)的存储卡中,以便乘坐火车时观看.     

Effect of selected antimutagens on the genotoxicity of antitumor agents

Cyclophosphamide (CP), bleomycin (BL), doxorubicin (DOX) and cisplatin (CISP) are potent antitumor drugs used worldwide against many forms of human cancer. As with most such agents, there can be physiological side-effects and the possible induction of mutations and other genotoxic effects in non-tumor cells. It is common for patients to ingest a host of food supplements to diminish the discomforting side-effects of therapy. Because these food supplements are often also rich in antimutagens that could also affect the biological efficacy of the antitumor drugs, we investigated if such antimutagenic agents were indeed antimutagenic to these antitumor drugs. Using the Salmonella/microsome bioassay, we tested CP, BL, DOX, and CP for mutagenicity in the presence and absence of the antimutagens ascorbic acid (AA), chlorophyllin (CHL) and (+)-catechin (CAT). AA was a very effective antimutagen against CISP and less effective against BL and DOX. It was not antimutagenic to CP. CHL was effective as an antimutagen against all four antitumor drugs, and CAT was a strong inhibitor of DOX mutagenicity, but had little effect on BL, CP and CISP. These data now provide a basis for future in vivo antitumor/antimutagen combination studies to determine if these antimutagens function in a manner to reduce genetic effects without having concomitant effects on intended antitumorogenicity of these therapeutic agents.