Enabling Quality Control for Entity Resolution: A Human and Machine Cooperation Framework

Even though many machine algorithms have been proposed for entity resolution, it remains very challenging to find a solution with quality guarantees. In this paper, we propose a novel HUman and Machine cOoperation (HUMO) framework for entity resolution (ER), which divides an ER workload between the machine and the human. HUMO enables a mechanism for quality control that can flexibly enforce both precision and recall levels. We introduce the optimization problem of HUMO, minimizing human cost given a quality requirement, and then present three optimization approaches: a conservative baseline one purely based on the monotonicity assumption of precision, a more aggressive one based on sampling and a hybrid one that can take advantage of the strengths of both previous approaches. Finally, we demonstrate by extensive experiments on real and synthetic datasets that HUMO can achieve high-quality results with reasonable return on investment (ROI) in terms of human cost, and it performs considerably better than the state-of-the-art alternatives in quality control.Comment: 12 pages, 11 figures. Camera-ready version of the paper submitted to ICDE 2018, In Proceedings of the 34th IEEE International Conference on Data Engineering (ICDE 2018

Combining Electrochemical Nitrate Reduction and Anammox for Treatment of Nitrate-Rich Wastewater: A Short Review

Treatment of nitrate-rich wastewater is important but challenging for the conventional biological denitrification process. Here, we propose combining the electrochemical reduction and anaerobic ammonium oxidation (anammox) processes together for treatment of nitrate-rich wastewater. This article reviews the mechanism and current research status of electrochemical reduction of nitrate to ammonium as well as the mechanism and applicability of the anammox process. This article discusses the principles, superiorities, and challenges of this combined process. The feasibility of the combined process depends on the efficiency of electrochemical nitrate reduction to ammonium and the conditions in the anammox process to use the reduced ammonium as the substrate to achieve deep nitrogen removal. The article provides a feasible strategy for using the electrochemical reduction and anammox combined process to treat nitrate-rich wastewater

Magnetic Nanoparticle-Based Hyperthermia for Head & Neck Cancer in Mouse Models

In this study, magnetic iron oxide nanoparticle induced hyperthermia is applied for treatment of head and neck cancer using a mouse xenograft model of human head and neck cancer (Tu212 cell line). A hyperthermia system for heating iron oxide nanoparticles was developed by using alternating magnetic fields. Both theoretical simulation and experimental studies were performed to verify the thermotherapy effect. Experimental results showed that the temperature of the tumor center has dramatically elevated from around the room temperature to about 40oC within the first 5-10 minutes. Pathological studies demonstrate epithelial tumor cell destruction associated with the hyperthermia treatment

Lattice and QR decomposition-based algorithms for recursive least squares adaptive nonlinear filters

Journal ArticleThis paper presents a lattice structure for adaptive Volterra systems. The stucture is applicable to arbitrary planes of support of the Volterra kernels. A fast least squares lattice and a fast QR-lattice adaptive nonlinear filtering algorithms based on the lattice structure are also presented. These algorithms share the fast convergence property of fast least squares transversal Volterra filters; however, unlike the transversal filters they do not suffer from numerical instability

25-hydroxyvitamin D levels in children of different ages and with varying degrees of Helicobacter pylori infection and immunological features

BackgroundHelicobacter pylori (HP) is a major cause of upper digestive tract diseases. However, the relationship between HP infection and 25-hydroxyvitamin D [25(OH)D] levels in children has not been fully elucidated. This study investigated the levels of 25(OH)D in children of different ages and with varying degrees of HP infection and immunological features as well as the correlations between 25(OH)D levels in children infected with HP and their ages and degrees of infection.Materials and methodsNinety-four children who underwent upper digestive endoscopy were divided into an HP-positive group without peptic ulcers (Group A), an HP-positive group with peptic ulcers (Group B) and an HP-negative control group (Group C). The serum levels of 25(OH)D and immunoglobulin and the percentages of lymphocyte subsets were determined. HP colonization, the degree of inflammation, and the degree of activity were further evaluated by HE staining and immunohistochemical staining in gastric mucosal biopsy.ResultsThe 25(OH)D level of the HP-positive groups (50.93 ± 16.51 nmol/L) was significantly lower than that of the HP-negative group (62.89 ± 19.18 nmol/L). The 25(OH)D level of Group B (47.79 ± 14.79 nmol/L) was lower than that of Group A (51.53 ± 17.05 nmol/L) and was significantly lower than that of Group C (62.89 ± 19.18 nmol/L). The 25(OH)D level decreased with increasing age, and there was a significant difference between Group C subjects who were ≤5 years old and those who were aged 6–9 years and ≥10 years. The 25(OH)D level was negatively correlated with HP colonization (r = −0.411, P < 0.01) and the degree of inflammation (r = −0.456, P < 0.01). The percentages of lymphocyte subsets and immunoglobulin levels among Groups A, B and C were not significantly different.ConclusionsThe 25(OH)D level was negatively correlated with HP colonization and the degree of inflammation. As the age of the children increased, the level of 25(OH)D decreased, and the susceptibility to HP infection increased

An Improved Solution to I/O Support Problems in Wide Area Grid Computing Environments ∗

Abstract. In wide area Grid computing environments, computation is often performed at a site distant from data needed and from the user console. Therefore, it necessitates I/O support to run computation jobs at remote sites. Major Grid software providers have implemented their own I/O solutions. However, in existing solutions, two important user requirements for I/O support are not satisfied, namely, run-time standard input from user console and runtime stage-out of scratched files during computation. Regarding these deficiencies, the paper puts forward an improved I/O support solution. In addition, the paper presents a reference implementations and describes application experience of our implementation in PCG(PACT Computational Grid) project. Keywords: I/O, Grid computing, standard input, scratched files, Globus

Effect of X-ray irradiation on the inactivation of lymphocytes and the quality of apheresis platelets

Objective To investigate the inactivation function of 25Gy X-ray irradiation on apheresis platelets’ lymphocytes and its effect on the quantity of apheresis platelets(AP). Methods Twenty healthy voluntary AP donors from January to May 2021 in our center were selected, and 2 bags of AP were donated by each of them. The APs were divided into two groups to undergo X-ray and γ-ray irradiation for 10 min. Lymphocytes were separated from AP samples, before and after irradiation, by lymphocyte separation solution to analyze and compare the effect of X-ray and γ-ray on lymphocyte proliferation. The CD41b, CD62p, blood routine and pH of APs before and 1-day/3-day after irradiation were detected. SPSS statistical software was used to analyze and compare the differences between groups by independent sample t-test. Results After 25Gy X-ray and γ-ray irradiation, the inhibition rates of lymphocytes were (98.034±1.778)% and (97.882±1.915)%, respectively.Compared with the γ irradiation group, the difference of Plt, PDW, MPV, P-LCR, PCT, pH, CD41b and CD62p between 1-day and 3-day group after 25Gy X-ray irradiation showed not statistically significance (P>0.05). Conclusion 25Gy X-ray irradiation can effectively inactivate lymphocytes in APs, and the radiation effect was equivalent with γ-ray; at the same time, there was no significant influence on the quantity of APs

Research on the development of China’s cultural tourism Industry during the “14th Five-Year Plan” period

During the “14th Five-Year Plan” period (2021-2025), China will enter the era of mass tourism, and the development of tourism industry is still in an important strategic opportunity period, but there are new opportunities and challenges. The article analyses the development status of cultural tourism in China and the development trend of China’s cultural tourism industry, and proposes countermeasures for the problems faced by China’s cultural tourism industry during the “14th Five-Year Plan” period from the aspects of theme development, industry chain building, resource utilization and cultural creativity

Research on the development of China’s cultural tourism Industry during the “14

During the “14th Five-Year Plan” period (2021-2025), China will enter the era of mass tourism, and the development of tourism industry is still in an important strategic opportunity period, but there are new opportunities and challenges. The article analyses the development status of cultural tourism in China and the development trend of China’s cultural tourism industry, and proposes countermeasures for the problems faced by China’s cultural tourism industry during the “14th Five-Year Plan” period from the aspects of theme development, industry chain building, resource utilization and cultural creativity

Laboratory Observations of Linkage of Preslip Zones Prior to Stick-Slip Instability

Field and experimental observations showed that preslip undergoes a transition from multiple to single preslip zones, which implies the existence of linkage of preslip zones before the fault instability. However, the observations of the linkage process, which is significant for understanding the mechanism of earthquake preparation, remains to be implemented due to the limitations of observation methods in previous studies. Detailed spatiotemporal evolutions of preslip were observed via a high-speed camera and a digital image correlation method in our experiments. The normalized length of preslip zones shows an increase trend while the normalized number of preslip zones (NN) shows an increase followed by a decrease trend, which indicate that the expansion of the preslip undergoes a transition from increase to linkage of the isolated preslip zones. The peak NN indicates the initiation of the linkage of preslip zones. Both the linkage of the preslip zones and the decrease in the normalized information entropy of fault displacement direction indicate the reduction of spatial complexity of preslip as the instability approaches. Furthermore, the influences of dynamic adjustment of stress along the fault and the interactions between the asperities and preslip on the spatial complexity of preslip were also observed and analyzed