A Federated Learning Framework with Blockchain-Based Auditable Participant Selection

Federated learning is an important distributed model training technique in Internet of Things(IoT),in which participant selection is a key component that plays a role in improving training efficiency and model accuracy.This module enables a central server to select a subset of participants to performmodel training based on data and device information.By doing so,selected participants are rewarded and actively perform model training,while participants that are detrimental to training efficiency and model accuracy are excluded.However,in practice,participants may suspect that the central server may have miscalculated and thus not made the selection honestly.This lack of trustworthiness problem,which can demotivate participants,has received little attention.Another problem that has received little attention is the leakage of participants’private information during the selection process.We will therefore propose a federated learning framework with auditable participant selection.It supports smart contracts in selecting a set of suitable participants based on their training loss without compromising the privacy.Considering the possibility of malicious campaigning and impersonation of participants,the framework employs commitment schemes and zero-knowledge proofs to counteract these malicious behaviors.Finally,we analyze the security of the framework and conduct a series of experiments to demonstrate that the framework can effectively improve the efficiency of federated learning.

Problems and Countermeasures to Improve Clinical Trial Participants’Compensation Rights in China

Objective To discuss the problems existing in the compensation of Chinese clinical trial participants and propose some suggestions for improving their rights.Methods The literature related to the participants’right to compensation at home and abroad was searched to study the inadequacy of the compensation right for clinical trial participants in China from four aspects:insurance system,principle of attribution,legal relationship and compensation regulations.Then,some suggestions to improve the participants’right to compensation were proposed.Results and Conclusion China lacks clear legal norms for participants’right to compensation.There are problems such as unclear insurance rules and compensation rules,unclear contractual relationships between parties to clinical trials,and no laws and regulations to rely on for attribution and compensation.China should issue regulatory guidelines related to the right to compensation of participants in clinical trials,so that all parties in clinical trials can have rules to follow if there is the occurrence of injury,which can better protect the rights and interests of the participants.

How Do the Participant Relations Affect Adjacency Pairs?

This paper will briefly discuss the issue of how different participant relations affect adjacency pairs in conversation analysis.In terms of the affects or influence on adjacency pairs,this article only places its focus on the ways how the first pair part (FPP) and second pair part (SPP) in conversation are relevant to each other.As for the final result,the data back up such conclusions:in conversation between acquaintance /friends,family members,and as such,the relevance are built up either directly or indirectly.However,in conversation between strangers,this relevance seems to be constructed only directly.

Association between Free Triiodothyronine Levels and Peripheral Arterial Disease in Euthyroid Participants

This current cross-sectional study investigates the relationship between thyroid hormones and peripheral artery disease （PAD） among euthyroid Chinese population aged 40 years and above. Serum free triiodothyronine （FT3）, free thyroxin （FT4）, thyroid-stimulating hormone （TSH）, and thyroid antibodies were measured.

Practical Quantum Private Query with Classical Participants

Quantum key distribution(QKD)-based quantum private query(QPQ) is a practical application of QKD, which relaxes the security condition of perfectly concealing a private query to a cheating-sensitive strategy. We propose a QPQ protocol based on the delegated QKD scheme(DQKD-based QPQ), in which two almost ‘classical' clients(data user and database owner) can establish a 1-out-of-N oblivious key with the help of a cloud server with full quantum ability. Concretely, the two classical participants in the DQKD-based QPQ only need to access the quantum channel and reorder qubits, and the costly quantum operations, quantum state preparation and measurement are outsourced to a full quantum server in the cloud without leaking participants' privacy. The proposed protocol not only provides a cloud-based framework of QKD-based QPQ, but also obtains better security by a real-time security check, which can protect the security of the database and user against all potential attacks even if the quantum server is assumed to be a powerfully untrusted adversary.

A Decision Model for Selecting Participants in Supply Chain

In order to satisfy the rapid changing requirements of customers, enterprises must cooperate with each other to form supply chain. The first and the most important stage in the forming of supply chain is the selection of participants. The article proposes a two staged decision model to select partners. The first stage is the inter company comparison in each business process to select high efficiency candidate based on inside variables. The next stage is to analyse the combination of different candidates in order to select the most perfect partners according to a goal programming model.

Charged Multiplicity Density and Number of Participant Nucleons in Relativistic Nuclear Collisions

The energy and centrality dependencies of charged particle pseudorapidity density in relativistic nuclear collisions were studied using a hadron and string cascade model, JPCIAE. Both the relativistic experimental data and the PHOBOS and PHENIX Au+Au data at RHIC energy could be fairly reproduced within the framework of JPCIAE model and without retuning the model parameters. The predictions for collisions at the LHC energy were also given. We computed the participant nucleon distributions using different methods. It was found that the number of participant nucleons is not a well defined variable both experimentally and theoretically. Thus it may be inappropriate to use the charged particle pseudorapidity density per participant pair as a function of the number of participant nucleons for distinguishing various theoretical models.

Safety at Work of Participants in the Railway Transport of Dangerous Goods

The transport of dangerous goods always represents a potential risk to life,human health,property,and environmental protection.For this reason and in order to preserve the lives and health of the participants in the transport process,adequate protection measures must be taken before,during,and after the transport of dangerous goods.Since the railway itself is a recipient of dangerous goods that are essential for its own operation,and is also a carrier of large quantities of various dangerous goods,these measures are of paramount importance.This paper examines,from a point of view of the protection of lives and health of the participants in the transport process and the safe transport of dangerous goods,the conditions of shipment and transport of dangerous goods,the obligations of the participants,and the essential ways for their proper handling.Proper application of safety at work prevents impromptu and indolent attitude in transporting dangerous goods,thus contributing to protection of people lives and health.Finally,this paper includes preventive measures and basic principles for implementation of safety at work in the transport of dangerous goods.

Analysis of the Differences in Expenditure Levels of Participants at the 2014 Asian Basketball League in Ho Chi Minh City

Research focuses on studying the economic impacts of 2014 Asian Basketball League in Ho Chi Minh City （hereinaiter referred as ABL 2014） with respect to direct expenditure of all types of participants, including organizers, coaches/athletes, journalists/communicators, audiences, etc. Research was implemented with 920 subjects, including 48 members of the organizing committee, 56 coaches/athletes, 800 audiences and 16 members of journal and media teams.

The Dilemmas of Using Covert and Overt Participant Observation in Qualitative Research: Effects and Strategies

Participant observation is often applied in qualitative research to help researchers obtain the overall,useful data,which will lead researchers to gain the knowledge that the academia tries to.However,different levels of participant observation,mainly the covert and overt participant observation,have aroused heated discussions among scholars.Field researchers are faced with many problems when doing research,such as whether they should be a covert participant observer or an overt one;what the research will get when they are in different roles and etc.In order to solve those problems,this article tries to provide some effective methods to field researchers,especially to the new ones.This article mainly talks about two types of participant observation:covert and overt participant observation;tries to explore the issues caused by them and the strategies to help researchers deal with such issues.Finally,in qualitative research,when faced with different fieldworks,researchers should adapt themselves to choosing participant roles flexibly and appropriately.

Two NGO-Run Youth-Centers in Multicultural, Socially Deprived Suburbs in Sweden—Who Are the Participants?

Objective: Leisure-time is an important part of young people’s lives. One way to reduce social differences in health is to improve adolescents’ living conditions, for example by enhancing the quality of after-school activities. Multicultural, socially deprived suburbs have less youth participation in organized leisure-time activities. This study explores who the participants are at two NGO-run youth-centers in multicultural, socially deprived suburbs in Sweden and whether socio-demographic, health-related, and leisure-time factors affect the targeted participation. Methods: The study can be seen as an explanatory mixed-methods study where qualitative data help explain initial quantitative results. The included data are a survey with youth (n = 207), seven individual interviews with staff, and six focus-groups interviews with young people at two youth-centers in two different cities. Results and Conclusions: The participants in the youth-centers are Swedish born youths having foreign-born parents who live with both parents, often in crowded apartments with many siblings. Moreover they feel healthy, enjoy school and have good contact with their parents. It seems that strategies for recruiting youths to youth-centers have a large impact on who participates. One way to succeed in having a more equal gender and ethnicity distribution is to offer youth activities that are a natural step forward from children’s activities. The youth-centers’ proximity is also of importance for participation, in these types of neighborhoods.

Athletic Participation and Academic Achievement of High School Students: A Longitudinal Study of Athletic and Non-Athletic Participants

The majority of extant research studies have established that high school students’athletic participation is positively associated with several educational outcomes,including academic performance.However,the effect of long-term athletic participation on academic performance remains unclear.Using a longitudinal data of 220 students from a high school in eastern Massachusetts of the United States,this study has revealed that athletic participants in this school started with a statistically significant higher GPA than non-participants in the first year of study,and have continued to be higher in the following two years,lag behind significantly,however,in academic achievement growth from their nonparticipation counterparts.The results of the study call for thoughtful decision-making regarding sports programs and athletic policies,proper guidance and adequate support for athletes and an optimal sport-academic culture in American high schools.

Participant Heterogeneity of Systemic Scleroderma Interventional Trials Worldwide

Objective:Heterogeneity of participants in clinical trials distorts intervention efficacy.However,factors associated with participant heterogeneity in randomized clinical trials(RCTs)focusing on systemic sclerosis(SSc)are not clear.We conducted this systematic review to establish normative standards for future research and help develop management guidelines.Methods:Three databases and 4 registries were searched to identify characteristics of SSc RCTs across different countries.Risk of bias was assessed by the Cochrane Collaboration’s tool and logistic regression was performed to calculate crude and adjusted odds ratios.Results:In total,261 trials met our inclusion criteria.The quality of SSc RCTs worldwide was relatively poor,with no trend of improvement in recent years,and only 12.2%were ranked as having a low risk of bias.Trials with a low risk of bias as well as single-center,single-country,or open-label trials tended to have better participant adherence than trials with a high risk of bias and multiple-center,multiple-country,or double-blind trials.Interestingly,trial registration and primary outcome definition contributed to high withdrawal.National income was also relevant;participant adherence in high-income countries,but not in upper-and lower-middle-income countries,was significantly altered by different variables.Conclusion:Overall,the risk of bias,national income,and trial design may lead to participant heterogeneity of SSc RCTs and ultimately confound the general clinical utility of the results.Trials with a rigorous design and transparent conduction protocol are crucial for obtaining unbiased data that can serve as a reference and for maintaining the fundamental repeatability of SSc RCTs.

The Chinese Reception of Western Marxism:From Wary Onlookers to Confident Participants on the World Stage

This study presents an analytic overview of forty years of study of Western Marxism by Chinese scholars.Organised into four main sections,it begins with an emphasis on the wider institutional context of this Chinese research.Here,I deal with the beginnings of research on Western Marxism in China and outline the two main periods of this research,which turn on the important educational reforms of 2005.The next section focuses on the initial period of research on Western Marxism,from the early 1980s to the education reforms,which may be characterised in terms of the work of“wary onlookers”writing introductions and surveys of Western Marxist scholars.The following section covers the last two decades after the 2005 education reforms.This period is of most interest,so more attention is devoted to developments during this time.It has been a time of increasingly confident participants on the world stage,who focus on core issues,realistic demands,and problem-based research.The final section concerns assessments of the limitations of Western Marxism,which have been identified through the in-depth research of the second period.In conclusion,while Western Marxism may be seen as a legitimate development of Marxism in a capitalist context,it is a tributary from the mainstream.

Joint Participant Selection and Learning Optimization for Federated Learning of Multiple Models in Edge Cloud

To overcome the limitations of long latency and privacy concerns from cloud computing,edge computing along with distributed machine learning such as federated learning(FL),has gained much attention and popularity in academia and industry.Most existing work on FL over the edge mainly focuses on optimizing the training of one shared global model in edge systems.However,with the increasing applications of FL in edge systems,there could be multiple FL models from different applications concurrently being trained in the shared edge cloud.Such concurrent training of these FL models can lead to edge resource competition(for both computing and network resources),and further affect the FL training performance of each other.Therefore,in this paper,considering a multi-model FL scenario,we formulate a joint participant selection and learning optimization problem in a shared edge cloud.This joint optimization aims to determine FL participants and the learning schedule for each FL model such that the total training cost of all FL models in the edge cloud is minimized.We propose a multi-stage optimization framework by decoupling the original problem into two or three subproblems that can be solved respectively and iteratively.Extensive evaluation has been conducted with realworld FL datasets and models.The results have shown that our proposed algorithms can reduce the total cost efficiently compared with prior algorithms.

A Survey on Task and Participant Matching in Mobile Crowd Sensing

Mobile crowd sensing is an innovative paradigm which leverages the crowd, i.e., a large group of people with their mobile devices, to sense various information in the physical world. With the help of sensed information, many tasks can be fulfilled in an efficient manner, such as environment monitoring, traffic prediction, and indoor localization. Task and participant matching is an important issue in mobile crowd sensing, because it determines the quality and efficiency of a mobile crowd sensing task. Hence, numerous matching strategies have been proposed in recent research work. This survey aims to provide an up-to-date view on this topic. We propose a research framework for the matching problem in this paper, including participant model, task model, and solution design. The participant model is made up of three kinds of participant characters, i.e., attributes, requirements, and supplements. The task models are separated according to application backgrounds and objective functions. Offline and online solutions in recent literatures are both discussed. Some open issues are introduced, including matching strategy for heterogeneous tasks, context-aware matching, online strategy, and leveraging historical data to finish new tasks.

Participant attack on the deterministic measurement-device-independent quantum secret sharing protocol

In a recent article[Gao et al.,Sci.China-Phys.Mech.Astron.63,120311(2020)],a two-receiver measurement-deviceindependent quantum secret sharing(MDI-QSS)protocol was presented.It was proven to be secure against eavesdropping and generalized to the multireceiver case.However,the participant attack is a fatal threat to QSS protocols.Here,we highlight that a dishonest participant can obtain a sender’s secret message alone without introducing any detectable error,evidencing the vulnerability of the MDI-QSS protocol to the participant attack.

Calcium requirements for Chinese adults by cross-sectional statistical analyses of calcium balance studies： an individual participant data and aggregate data meta-regression

Background Chinese dietary reference intakes for calcium are largely based on foreign studies. We undertook meta- regression to estimate calcium requirements for Chinese adults derived from calcium balance data in Chinese adults. Methods We searched PubMed, Cochrane CENTRAL, and SinoMed from inception to March 5, 2014, by using a structured search strategy. The bibliographies of any relevant papers and journals were also screened for potentially eligible studies. We extracted a standardized data set from studies in Chinese adults that reported calcium balance data. The relationship between calcium intake and output was examined by an individual participant data （IPD） and aggregate data （AD） meta-regression. Results We identified 11 metabolic studies in Chinese adults within 18-60 years of age. One hundred and forty-one IPD （n=35） expressed as mg/d, 127 IPD （n=32） expressed as mg.kg body wt-l-d-1, and 44 AD （n=132） expressed as mg/d were collected. The models predicted a neutral calcium balance （defined as calcium output （Y） equal to calcium intake （C）） at intakes of 460 mg/d （Y=0.60C＋183.98） and 8.27 mg.kg body wt-l.d-1 （Y=0.60C＋3.33） for IPD, or 409 mg/d （Y=0.66C＋139.00） for AD. Calcium requirements at upper intakes were higher than that at lower intakes in all these models. Conclusion Calcium requirement for Chinese adults 18-60 years of age approximately ranges between 400 mg/d and 500 mg/d when consuming traditional plant-based Chinese diets.

Low-frequency oscillation of train-network system considering traction power supply mode

The low-frequency oscillation(LFO)has occurred in the train-network system due to the introduction of the power electronics of the trains.The modeling and analyzing method in current researches based on electrified railway unilateral power supply system are not suitable for the LFO analysis in a bilateral power supply system,where the trains are supplied by two traction substations.In this work,based on the single-input and single-output impedance model of China CRH5 trains,the node admittance matrices of the train-network system both in unilateral and bilateral power supply modes are established,including three-phase power grid,traction transformers and traction network.Then the modal analysis is used to study the oscillation modes and propagation characteristics of the unilateral and bilateral power supply systems.Moreover,the influence of the equivalent inductance of the power grid,the length of the transmission line,and the length of the traction network are analyzed on the critical oscillation mode of the bilateral power supply system.Finally,the theoretical analysis results are verified by the time-domain simulation model in MATLAB/Simulink.