Miracle-dz/UniFAR-FTUs huggingface dataset:
An Extended EM Algorithm for Joint Feature Extraction and Classification in Brain-Computer Interfaces

For many electroencephalogram (EEG)-based brain-computer interfaces (BCIs), a tedious and time-consuming training process is needed to set parameters. In BCI Competition 2005, reducing the training process was explicitly proposed as a task. Furthermore, an effective BCI system needs to be adaptive to dynamic variations of brain signals; that is, its parameters need to be adjusted online. In this article, we introduce an extended expectation maximization (EM) algorithm, where the extraction and classification of common spatial pattern (CSP) features are performed jointly and iteratively. In each iteration, the training data set is updated using all or part of the test data and the labels predicted in the previous iteration. Based on the updated training data set, the CSP features are reextracted and classified using a standard EM algorithm. Since the training data set is updated frequently, the initial training data set can be small (semi-supervised case) or null (unsupervised case). During the above iterations, the parameters of the Bayes classifier and the CSP transformation matrix are also updated concurrently. In online situations, we can still run the training process to adjust the system parameters using unlabeled data while a subject is using the BCI system. The effectiveness of the algorithm depends on the robustness of CSP feature to noise and iteration convergence, which are discussed in this article. Our proposed approach has been applied to data set IVa of BCI Competition 2005. The data analysis results show that we can obtain satisfying prediction accuracy using our algorithm in the semisupervised and unsupervised cases. The convergence of the algorithm and robustness of CSP feature are also demonstrated in our data analysis.
ImpZ: a new photometric redshift code for galaxies and quasars

We present a combined galaxy-quasar approach to template-fitting photometric redshift techniques and show the method to be a powerful one. The code, ImpZ, is presented, developed and applied to two spectroscopic redshift catalogues, namely the Isaac Newton Telescope Wide Angle Survey ELAIS N1 and N2 fields and the Chandra Deep Field North. In particular, optical size information is used to improve the redshift determination. The success of the code is shown to be – – – – –
Bortezomib Inhibits Nuclear Factor-κB–Dependent Survival and Has Potent In vivo Activity in Mesothelioma

Purpose: Purpose of this study has been the assessment of nuclear factor-κB (NF-κB) as a survival factor in human mesothelial cells (HMC), transformed HMC and malignant mesothelioma (MMe) cells. We aimed at verifying whether the proteasome inhibitor Bortezomib could abrogate NF-κB activity in MMe cells, leading to tumor cell death and may be established as a novel treatment for this aggressive neoplasm. Experimental Design: In HMC and MMe cells, NF-κB nuclear translocation and DNA binding were studied by electrophoretic mobility shift assay, following treatment with tumor necrosis factor-α (TNF-α). The IKK inhibitor Bay11-7082 was also tested to evaluate its effects on HMC, transformed HMC, and MMe cell viability upon exposure to asbestos fibers. Following Bortezomib treatment, cytotoxicity of MMe cells was evaluated by 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide, whereas apoptosis and cell-cycle blockade were investigated by high-content analysis. Bortezomib was also given to mice bearing i.p. xenografts of MMe cells, and its effects on tumor growth were evaluated. Results: Here, we show that NF-κB activity is a constitutive survival factor in transformed HMC, MMe cells, and acts as a survival factor in HMC exposed to asbestos fibers. Bortezomib inhibits NF-κB activity in MMe cells and induces cell cycle blockade and apoptosis in vitro as well as tumor growth inhibition in vivo. Conclusions: Inhibition of NF-κB constitutive activation in MMe cells by Bortezomib resulted in in vitro cytotoxicity along with apoptosis and in vivo tumor regression. Our results support the use of Bortezomib in the treatment of MMe and has led to a phase II clinical trial currently enrolling in Europe.
Whose Internet is it Anyway?

It is acknowledged that communication researchers need to develop more sophisticated and nuanced accounts of the social and individual dynamics of the internet in everyday life. Based on a household survey of 1001 adults with 100 in-depth follow-up interviews, the present article explores people’s (non)use of the internet by asking: (1) who is (and who is not) using the internet in everyday life; (2) for what purposes people are using the internet and how are they developing their own constructions of the internet; and (3) how these understandings and uses of the internet are shaped by existing socioeconomic factors and circumstances. From this basis the article goes on to identify the key issues underlying adults’ (non)use of the internet in terms of interest, relevance, mediation of significant others and the role of household dynamics. It also considers, from this basis, how non-users may be encouraged to make use of the internet.
Carvedilol Attenuates the Progression of Hepatic Fibrosis Induced by Bile Duct Ligation

Background. The sympathetic nervous system (SNS) is responsible for hepatic stellate cells (HSCs) activation and the accumulation of collagen that occurs in hepatic fibrogenesis. Carvedilol has been widely used for the complication of hepatic cirrhosis in the clinic. Furthermore, it has powerful antioxidant properties. We assessed the potential antifibrotic effects of carvedilol and the underlying mechanisms that may further enhance its clinical benefits. Methods. Using a bile duct ligation rat model of hepatic fibrosis, we studied the effects of carvedilol on the fibrosis, collagen deposition, and oxidative stress based on histology, immunohistochemistry, western blot, and RT-PCR analyses. Results. Carvedilol attenuated liver fibrosis, as evidenced by reduced hydroxyproline content and the accumulation of collagen, downregulated TIMP-1 and TIMP-2, and upregulated MMP-13. MMP-2 was an exception, which was decreased after carvedilol treatment for 2 weeks and upregulated after carvedilol treatment for 4 weeks. Carvedilol reduced the activation of HSCs, decreased the induction of collagen, transforming growth factor-β1, and MDA content, and strengthened the SOD activity. The antifibrotic effects were augmented as dosages increased. Conclusions. The study indicates that carvedilol attenuated hepatic fibrosis in a dose-dependent manner. It can decrease collagen accumulation and HSCs activation by the amelioration of oxidative stress.
Efficacy for Interdependent Role Functions

The present study reports on the initial development of an instrument to measure role efficacy for interdependent functions and test its conceptual distinctiveness from other forms of efficacy within interdependent teams. Intercollegiate basketball players completed a role efficacy questionnaire on which they reported their confidence in capabilities to perform interdependent role functions within their team’s offensive and defensive systems. They also completed measures of task self-efficacy and collective efficacy. Consistent with predictions, role efficacy and task self-efficacy were moderately related. Role efficacy was also distinct from collective efficacy insofar as the latter perception showed evidence of a shared group perception, whereas role efficacy showed individual-level variance only. Starting players reported greater role efficacy than nonstarters, yet collective efficacy and task self-efficacy were the same regardless of starting status. Together, results supported the initial validity and conceptual distinctiveness of role efficacy within the interdependent sport team environment.
A Qualitative Study on Classroom Management and Classroom Discipline Problems, Reasons, and Solutions: A Case of Information Technologies Class.

Th e purpose of this study was to investigate classroom management and discipline problems that Information Technology teachers have faced, and to reveal underlying reasons and possible solutions of these problems by considering the views of parents, teachers, and administrator. Th is study was designed as qualitative study. Subjects of this study consisted of 14 school administrators, 14 teachers, and 17 parents. Th ree diff erent, but parallel, semi-structured interview schedules were used for data collection. Data were analyzed through the use of content analysis method. As a result of this analysis, the problems associated with classroom management were grouped under following themes; lack of motivation, breaking the rules and routines, lack of infrastructure, insuff icient time management, ineff ective classroom environment, and lack of interaction in classrooms. On the other side, participants related these problems with following reasons; place and structure of the course in the curriculum, classroom environment, classroom size and lack of hardware, lack of rules, home environment and parents attitudes, lack of teachers’ management skills and students attitudes. Finally, following solutions were suggested to overcome disciplines and classroom management problems; improvement in teachers’ qualification, regulation at place and structure of the course in the curriculum, organizing motivational activities, using software which controls computers usage in classroom/lab, reorganizing classroom/lab sitting plan, giving punishment, ignoring misbehavior, understanding reasons behind problems, meeting with parents and providing coordination among diff erent subject communities (Zumre) in schools.
An Approach for Service Function Chain Routing and Virtual Function Network Instance Migration in Network Function Virtualization Architectures

Network function virtualization foresees the virtualization of service functions and their execution on virtual machines. Any service is represented by a service function chain (SFC) that is a set of VNFs to be executed according to a given order. The running of VNFs needs the instantiation of VNF Instances (VNFIs) that in general are software modules executed on virtual machines. The virtualization challenges include: 1) where to instantiate VNFIs; ii) how many resources to allocate to each VNFI; iii) how to route SFC requests to the appropriate VNFIs in the right sequence; and iv) when and how to migrate VNFIs in response to changes to SFC request intensity and location. We develop an approach that uses three algorithms that are used back-to-back resulting in VNFI placement, SFC routing, and VNFI migration in response to changing workload. The objective is to first minimize the rejection of SFC bandwidth and second to consolidate VNFIs in as few servers as possible so as to reduce the energy consumed. The proposed consolidation algorithm is based on a migration policy of VNFIs that considers the revenue loss due to QoS degradation that a user suffers due to information loss occurring during the migrations. The objective is to minimize the total cost given by the energy consumption and the revenue loss due to QoS degradation. We evaluate our suite of algorithms on a test network and show performance gains that can be achieved over using other alternative naive algorithms.
Authoring and annotation of web pages in CREAM

Richly interlinked, machine-understandable data constitute the basis for the Semantic Web. We provide a framework, CREAM, that allows for creation of metadata. While the annotation mode of CREAM allows to create metadata for existing web pages, the authoring mode lets authors create metadata --- almost for free --- while putting together the content of a page.As a particularity of our framework, CREAM allows to create relational metadata, i.e. metadata that instantiate interrelated definitions of classes in a domain ontology rather than a comparatively rigid template-like schema asm Dublin Core. We discuss some of the requirements one has to meet when developing such an ontology-based framework, e.g. the integration of a metadata crawler, inference services, document management and a meta-ontology, and describe its implementation, viz. Ont-O-Mat, a component-based, ontology-driven Web page authoring and annotation tool.
Real‐world volatile organic compound emission rates from seated adults and children for use in indoor air studies

Human beings emit many volatile organic compounds (VOCs) of both endogenous (internally produced) and exogenous (external source) origin. Here we present real-world emission rates of volatile organic compounds from cinema audiences (50-230 people) as a function of time in multiple screenings of three films. The cinema location and film selection allowed high-frequency measurement of human-emitted VOCs within a room flushed at a known rate so that emissions rates could be calculated for both adults and children. Gas-phase emission rates are analyzed as a function of time of day, variability during the film, and age of viewer. The average emission rates of CO2 , acetone, and isoprene were lower (by a factor of ~1.2-1.4) for children under twelve compared to adults while for acetaldehyde emission rates were equivalent. Molecules influenced by exogenous sources such as decamethylcyclopentasiloxanes and methanol tended to decrease over the course of day and then rise for late evening screenings. These results represent average emission rates of people under real-world conditions and can be used in indoor air quality assessments and building design. Averaging over a large number of people generates emission rates that are less susceptible to individual behaviors.
AN INFRARED COMPARISON OF TYPE-1 AND TYPE-2 QUASARS

We model the optical to far-infrared spectral energy distributions (SEDs) of a sample of six type-1 and six type-2 quasars selected in the mid-infrared. The objects in our sample are matched in mid-IR luminosity and selected based on their Spitzer IRAC colors. We obtained new targeted Spitzer Infrared Spectrograph and Multiband Imaging Photometer for Spitzer observations and used archival photometry to examine the optical to far-IR SEDs. We investigate whether the observed differences between samples are consistent with orientation-based unification schemes. The type-1 objects show significant emission at 3 μm. They do not show strong polycyclic aromatic hydrocarbon (PAH) emission and have less far-IR emission on average when compared to the type-2 objects. The SEDs of the type-2 objects show a wide assortment of silicate features, ranging from weak emission to deep silicate absorption. Some also show strong PAH features. In comparison, silicate is only seen in emission in the type-1 objects. This is consistent with some of the type-2's being reddened by a foreground screen of cooler dust, perhaps in the host galaxy itself. We investigate the active galactic nucleus contribution to the far-IR emission and find it to be significant. We also estimate the star formation rate (SFR) for each of the objects by integrating the modeled far-IR flux and compare this with the SFR found from PAH emission. We find that the type-2 quasars have a higher average SFR than the type-1 quasars based on both methods, though this could be due to differences in bolometric luminosities of the objects. While we find pronounced differences between the two types of objects, none of them are inconsistent with orientation-based unification schemes.
Glass Box: An Instrumented Infrastructure for Supporting Human Interaction with Information

In this paper, we discuss the challenges involved in developing an infrastructure to support a new generation of analytic tools for information analysts. The infrastructure provides data for establishing context about what the analyst is doing with the analytic tools, supports an integration environment to allow suites of tools to work together, and supports evaluation of the analytic tools. We discuss the functionality of the Glass Box, the challenges of evaluating adaptive systems including the capture of data for evaluation metrics, and lessons learned from our experiences to date.
Stages of Ethnic Identity Development in Minority Group Adolescents

Stages of ethnic identity development were assessed through in-depth interviews with 91 Asian-American, Black, Hispanic, and White tenth-grade students, all American born, from integrated urban high schools. Subjects were also given questionnaire measures of ego identity and psychological adjustment. On the basis of the interviews, minority subjects were coded as being in one of three identity stages; White subjects could not be reliably coded. Among the minorities, about one-half of the subjects had not explored their ethnicity (diffusion/foreclosure); about one-quarter were involved in exploration (moratorium); and about one-quarter had explored and were committed to an ethnic identity (ethnic identity achieved). Ethnic-identity-achieved subjects had the highest scores on an independent measure of ego identity and on psychological adjustment. The process of identity development was similar across the three minority groups, but the particular issues faced by each group were different.
The Appraisal Bias Model of Cognitive Vulnerability to Depression

Models of cognitive vulnerability claim that depressive symptoms arise as a result of an interaction between negative affect and cognitive reactions, in the form of dysfunctional attitudes and negative inferential style. We present a model that complements this approach by focusing on the appraisal processes that elicit and differentiate everyday episodes of emotional experience, arguing that individual differences in appraisal patterns can foster negative emotional experiences related to depression (e.g., sadness and despair). In particular, dispositional appraisal biases facilitating the elicitation of these emotions more frequently and more intensely. This, in turn, is likely to have a negative influence on cognitive processing and emotion regulation in general.
On the Nature of Automatically Triggered Approach–Avoidance Behavior

Theory suggests that stimulus evaluations automatically evoke approach–avoidance behavior. However, the extent to which approach–avoidance behavior is triggered automatically is not yet clear. Furthermore, the nature of automatically triggered approach–avoidance behavior is controversial. We review research on two views on the type of approach–avoidance behavior that is triggered automatically (arm flexion/extension, distance change). Present evidence supports the distance-change view and corroborates the notion of an automatic pathway from evaluation to distance-change behavior. We discuss underlying mechanisms (direct stimulus–response links, outcome anticipations, goals) as well as implications regarding the flexibility of the evaluation–behavior link.
Ire in Ireland

When Saints, Scholars and Schizophrenics: Mental Illness in Rural Ireland was published some 20 years ago, it was promptly made a classic of psychological and medical anthropology by academics in the United States and simultaneously broadly and heatedly criticized in the Irish press as an egregious violation of community and cultural privacy, a debate that has blown hot and cold over the intervening decades. Following a recent return to `Ballybran' in the summer of 1999 which ended in her expulsion from the village, Nancy Scheper-Hughes recounts her attempts to reconcile her responsibility to honest ethnography with respect for the people who once shared their homes and their secrets with her, thereby offering candid and vivid reflections on balancing the ethics and the micropolitics of anthropological work.
Institutionalizing Ethics: A Synthesis of Frameworks and the Implications for HRD

Today, many human resource professionals are faced with the responsibilities of implementing ethics initiatives in the workplace. The integration of ethics is becoming an aspect of organizational life to counter unethical conduct, enhance the organization's reputation, and stimulate the attraction and retention of talent. Scholars believe ethical behavior must be institutionalized—evidenced in daily practices and rooted in organizational culture—to sustain ethics in the workplace. It is becoming increasingly clear that human resource development (HRD) professionals significantly contribute, and even more, to the process of institutionalizing ethics. This article synthesizes the literature by comparing several of the frameworks for the institutionalization of ethics that have been forwarded in research and theory during the past 15 years. Implications for HRD professionals as key contributors in the institutionalization of ethics process are discussed.
Orienting of Attention to Threatening Facial Expressions Presented under Conditions of Restricted Awareness

Three studies investigated whether individuals preferentially allocate attention to the spatial location of threatening faces presented outside awareness. Pairs of face stimuli were briefly displayed and masked in a modified version of the dot-probe task. Each face pair consisted of an emotional (threat or happy) and neutral face. The hypothesis that preattentive processing of threat results in attention being oriented towards its location was supported in Experiments 1 and 3. In both studies, this effect was most apparent in the left visual field, suggestive of right hemisphere involvement. However, in Experiment 2 where awareness of the faces was less restricted (i.e. marginal threshold conditions), preattentive capture of attention by threat was not evident. There was evidence from Experiment 3 that the tendency to orient attention towards masked threat faces was greater in high than low trait anxious individuals.
The UK Functional Assessment Measure (UK FIM+FAM): Psychometric Evaluation in Patients Undergoing Specialist Rehabilitation following a Stroke from the National UK Clinical Dataset

The UK Functional Assessment Measure (UKFIM+FAM) is the principal outcome measure for the UK Rehabilitation Outcomes Collaborative (UKROC) national database for specialist rehabilitation. Previously validated in a mixed neurorehabilitation cohort, this study is the first to explore its psychometric properties in a stroke population, and compare left and right hemispheric strokes (LHS vs RHS). We analysed in-patient episode data from 62 specialist rehabilitation units collated through the UKROC database 2010–2013. Complete data were analysed for 1,539 stroke patients (LHS: 588, RHS: 566 with clear localisation). For factor analysis, admission and discharge data were pooled and randomised into two equivalent samples; the first for exploratory factor analysis (EFA) using principal components analysis, and the second for confirmatory factor analysis (CFA). Responsiveness for each subject (change from admission to discharge) was examined using paired t-tests and differences between LHS and RHS for the entire group were examined using non-paired t-tests. EFA showed a strong general factor accounting for >48% of the total variance. A three-factor solution comprising motor, communication and psychosocial subscales, accounting for >69% total variance, provided acceptable fit statistics on CFA (Root Mean Square Error of Approximation was 0.08 and Comparative Fit Index/ Tucker Lewis Index 0.922/0.907). All three subscales showed significant improvement between admission and discharge (p<0.001) with moderate effect sizes (>0.5). Total scores between LHS and RHS were not significantly different. However, LHS showed significantly higher motor scores (Mean 5.7, 95%CI 2.7, 8.6 p<0.001), while LHS had significantly lower cognitive scores, primarily in the communication domain (-6.8 95%CI -7.7, -5.8 p<0.001). To conclude, the UK FIM+FAM has a three-factor structure in stroke, similar to the general neurorehabilitation population. It is responsive to change during in-patient rehabilitation, and distinguishes between LHS and RHS. This tool extends stroke outcome measurement beyond physical disability to include cognitive, communication and psychosocial function.