Miracle-dz/UniFAR-FTUs huggingface dataset:
Detecting violent content in Hollywood movies by mid-level audio representations

Movie violent content detection e.g., for providing automated youth protection services is a valuable video content analysis functionality. Choosing discriminative features for the representation of video segments is a key issue in designing violence detection algorithms. In this paper, we employ mid-level audio features which are based on a Bag-of-Audio Words (BoAW) method using Mel-Frequency Cepstral Coefficients (MFCCs). BoAW representations are constructed with two different methods, namely the vector quantization-based (VQ-based) method and the sparse coding-based (SC-based) method. We choose two-class support vector machines (SVMs) for classifying video shots as (non-)violent. Our experiments on detecting violent video shots in Hollywood movies show that the mid-level audio features provide promising results. Additionally, we establish that the SC-based method outperforms the VQ-based one. More importantly, the SC-based method outperforms the unimodal submissions in the MediaEval Violent Scenes Detection (VSD) task, except one vision-based method in terms of average precision.
Tropical cyclone steering as a potential vorticity advection process: the role of cumulus parameterizations in defining an optimum steering column

• In a numerical weather prediction model with 20 vertical levels, steering columns can be calculated with identical horizontal dimensions but varying vertical depth and vertical position. Since there are 20 vertical positions for a one-level column, 19 vertical positions for a two-level column, etc. a total of 210 steering columns can be evaluated for each analysis time. • The optimal steering column is defined as the steering column which most closely matches the MHMV. We define a steering cost function (J):
Temperature characteristics of near-infrared (1.7 micron), resonant cavity light-emitting diodes

The design and operation of a near infra-red resonant cavity light-emitting diode operating at 1.7 microns with a 16 nm linewidth is described. The structure is based on a wafer-bonded combination of InGaAs-InAlAs-InP quantum well emitter and an AlAs-GaAs distributed Bragg reflector. Detailed temperature characteristics over a range from 80 to 373 K are presented. The temperature dependence of the main cavity mode emission wavelength is shown to be 0.15 nm/K. The intensity is found to increase with temperature from 80 to 325 K and thereafter decrease. There is a 20 degree range in which the intensity is constant within approximately 5%. A model is suggested for this behaviour.
VIIRS on-orbit calibration and performance update

The S-NPP VIIRS was launched on October 28, 2011 and activated on November 8, and then went through a series of intensive functional tests in order to establish the sensor's baseline characteristics and initial on-orbit performance. With the exception of large optical degradation in the NIR and SWIR spectral regions that is due to pre-launch mirror coating contamination, both the VIIRS instrument and its on-board calibrators continue to operate and function normally. With continuous dedicated effort, it is expected that most of the sensor calibration parameters will continue to meet their design requirements and that high quality data products will be continuously generated and used by the operational as well as research community.
PointRight: experience with flexible input redirection in interactive workspaces

We describe the design of and experience with PointRight, a peer-to-peer pointer and keyboard redirection system that operates in multi-machine, multi-user environments. PointRight employs a geometric model for redirecting input across screens driven by multiple independent machines and operating systems. It was created for interactive workspaces that include large, shared displays and individual laptops, but is a general tool that supports many different configurations and modes of use. Although previous systems have provided for re-routing pointer and keyboard control, in this paper we present a more general and flexible system, along with an analysis of the types of re-binding that must be handled by any pointer redirection system This paper describes the system, the ways in which it has been used, and the lessons that have been learned from its use over the last two years.
Erythropoietin and erythropoietin receptor expression in head and neck cancer: relationship to tumor hypoxia.

PURPOSE Erythropoietin, an oxygen-regulated glycoprotein hormone, is a hematopoietic cytokine that stimulates erythropoiesis by binding to its cellular receptor [erythropoietin receptor (EPOR)]. The recombinant form of human erythropoietin is used to prevent or treat anemia in cancer patients. However, in a recent randomized, placebo-controlled trial involving patients receiving curative radiotherapy for squamous cell carcinoma of the head and neck, erythropoietin treatment was associated with poorer locoregional progression-free survival. The purpose of our study was to determine whether EPOR and its ligand erythropoietin are expressed in primary head and neck cancer. We also investigated the hypothesis that erythropoietin expression in malignant cells may be associated with the presence of tumor hypoxia, an important factor involved in resistance to radiation treatment, tumor aggressiveness, and poor prognosis. EXPERIMENTAL DESIGN Twenty-one patients received an i.v. infusion of the hypoxia marker pimonidazole hydrochloride before multiple tumor biopsies. Contiguous sections from 74 biopsies were analyzed by immunohistochemistry for EPOR and erythropoietin expression and pimonidazole binding. RESULTS EPOR expression was present in tumor cells in 97% of the biopsies. Coexpression of erythropoietin was observed in 90% of biopsies. Erythropoietin and pimonidazole adduct staining did not always colocalize within tumors, but there was a significant positive correlation between levels of microregional erythropoietin expression and pimonidazole binding. CONCLUSIONS The coexpression of erythropoietin and EPOR in tumor cells suggests that erythropoietin may potentially function as an autocrine or paracrine factor in head and neck cancer. The expression of the hypoxia-inducible protein erythropoietin in tumor cells correlates with levels of tumor hypoxia.
Influence of Shock Prestraining and Grain Size on the Dynamic-Tensile-Extrusion Response of Copper: Experiments and Simulation

The mechanical behavior of, and damage evolution in high‐purity Cu is influenced by strain rate, temperature, stress state, grain size, and shock prestraining. The effects of grain size on the tensile mechanical response of high‐purity Cu have been probed and are correlated with the evolution of the substructure. The dynamic extrusion response of shock prestrained Cu demonstrates the significant influence of grain size on the large‐strain dynamic tensile ductility of high‐purity copper. Eulerian hydrocode simulations utilizing the Mechanical Threshold Stress constitutive model were performed to provide insight into the dynamic extrusion process. Quantitative comparisons between the predicted and measured deformation topologies and extrusion rates are presented.
Invasive Group B Streptococcal Infections in Finland: A Population-based Study

We analyzed surveillance data on group B streptococcus (GBS) infection in Finland from 1995 to 2000 and reviewed neonatal cases of early-onset GBS infection in selected hospitals in 1999 to 2000. From 1995 to 2000, 853 cases were reported (annual incidence 2.2–3.0/100,000 population). We found 32–38 neonatal cases of early-onset GBS disease per year (annual incidence 0.6–0.7/1,000 live births). In five hospitals, 35% of 26 neonatal cases of early-onset GBS infection had at least one risk factor: prolonged rupture of membranes, preterm delivery, or intrapartum fever. Five of eight mothers screened for GBS were colonized. In one case, disease developed despite intrapartum chemoprophylaxis. Although the incidence of early-onset GBS disease in Finland is relatively low, some geographic variation exists, and current prevention practices are suboptimal. Establishing national guidelines to prevent perinatal GBS is likely to reduce the incidence of the disease.
Heart disease deaths in a Japanese urban area evaluated by clinical and police records.

BACKGROUND By national statistics, Japanese ischemic heart disease (IHD) mortality is one of the lowest of all industrialized countries, and the proportion of deaths due to heart failure in heart disease is the highest. There may be a difference in diagnostic preference between Japan and other industrialized countries. METHODS AND RESULTS IHD deaths according to the death certificates were reevaluated with World Health Organization MONICA criteria for those 25 to 74 years old by use of clinical and police records in a Japanese city with a population of 347,000. Their cause of death was given on the death certificates as IHD (International Classification of Diseases [ICD], ninth revision, codes 410-414), heart failure (428), or other heart diseases (393-405, 415-427, 429) in 1984 through 1986. Some deaths in 1985 through 1986 from stroke (430-438) or other diseases (250, 272, 278, 440-448, 797-799) were added. Of 409 subjects, 397 (97%) could be examined. Reevaluation of the 106 deaths originally diagnosed as IHD yielded 73 IHDs and 11 sudden deaths of unknown origin (SD), and reevaluation of 160 deaths originally called heart failure yielded 26 IHDs and 50 SDs. In total, reevaluation of all 397 deaths yielded 101 IHDs and 69 SDs. Some 88% of SD cases were originally certified as heart failure (72%) or IHD (16%). Only two SDs were originally certified as stroke. CONCLUSIONS Assuming that 30% of SDs were due to IHD, the number of IHD deaths would be 122, which is 11% larger than the number of IHD deaths according to the death certificates. After reevaluation, the IHD mortality in this study area still was the lowest in the industrialized countries.
A Theory of Loop Formation and Elimination by Spike Timing-Dependent Plasticity

We show that the local spike timing-dependent plasticity (STDP) rule has the effect of regulating the trans-synaptic weights of loops of any length within a simulated network of neurons. We show that depending on STDP's polarity, functional loops are formed or eliminated in networks driven to normal spiking conditions by random, partially correlated inputs, where functional loops comprise synaptic weights that exceed a positive threshold. We further prove that STDP is a form of loop-regulating plasticity for the case of a linear network driven by noise. Thus a notable local synaptic learning rule makes a specific prediction about synapses in the brain in which standard STDP is present: that under normal spiking conditions, they should participate in predominantly feed-forward connections at all scales. Our model implies that any deviations from this prediction would require a substantial modification to the hypothesized role for standard STDP. Given its widespread occurrence in the brain, we predict that STDP could also regulate long range functional loops among individual neurons across all brain scales, up to, and including, the scale of global brain network topology.
The Cognitive Domain of a Glider in the Game of Life

This article examines in some technical detail the application of Maturana and Varela's biology of cognition to a simple concrete model: a glider in the game of Life cellular automaton. By adopting an autopoietic perspective on a glider, the set of possible perturbations to it can be divided into destructive and nondestructive subsets. From a glider's reaction to each nondestructive perturbation, its cognitive domain is then mapped. In addition, the structure of a glider's possible knowledge of its immediate environment, and the way in which that knowledge is grounded in its constitution, are fully described. The notion of structural coupling is then explored by characterizing the paths of mutual perturbation that a glider and its environment can undergo. Finally, a simple example of a communicative interaction between two gliders is given. The article concludes with a discussion of the potential implications of this analysis for the enactive approach to cognition.
Randomized comparison of sulbactam/cefoperazone with imipenem as empirical monotherapy for febrile granulocytopenic patients.

In a prospective, randomized, controlled trial, we compared sulbactam/cefoperazone with imipenem as empirical monotherapy for febrile, granulocytopenic patients; 101 patients received sulbactam/cefoperazone (2 g/4 g every 12 hours) and 102 patients received imipenem (500 mg every 6 hours). Documented infections were present in 40% of patients treated with sulbactam/cefoperazone (40 of 101) and in 39% of patients receiving imipenem (40 of 102). The number of pretherapy gram-positive pathogens (52 isolates) was twice the number of pretherapy gram-negative pathogens (26 isolates). The overall favorable clinical response rates for sulbactam/cefoperazone (91 of 103 patients, or 88%) and imipenem (84 of 104 patients, or 81%) were similar. Both drugs were generally well tolerated. However, diarrhea occurred more often in patients treated with sulbactam/cefoperazone (31 of 101 patients, or 31%, vs. 15 of 102 patients, or 15%; P = .007), while seizures developed only in patients receiving imipenem (0 of 101 patients vs. 3 of 102 patients, or 3%). Superinfections developed in 16% of patients in both study groups but were infrequently caused by beta-lactam-resistant gram-negative bacilli (two cases with sulbactam/cefoperazone therapy and six cases with imipenem). These results support the efficacy and safety of either sulbactam/cefoperazone or imipenem as empirical monotherapy for febrile granulocytopenic patients.
Autonomic nervous system activity in constipation-predominant irritable bowel syndrome patients

Summary Background The main mechanism underlying irritable bowel syndrome is currently believed to be a dysfunction of the brain-gut axis. Autonomic nervous system dysfunction can contribute to development of irritable bowel syndrome symptoms by disturbing visceral sensations. Material/Methods Thirty patients with a diagnosis of constipation-predominant irritable bowel syndrome and 30 healthy volunteers were included in the study. Resting and functional autonomic nervous system tests and percutaneous electrogastrography were performed. Plasma adrenalin, noradrenalin, insulin, ghrelin and cholecystokinin activity was analyzed. Results Increased sympathetic activation with disturbed parasympathetic function was demonstrated. Patients had substantially higher plasma catecholamine concentration, which confirms sympathetic overbalance. Hyperinsulinemia may explain sympathetic predominance followed by gastric and intestinal motility deceleration. Abnormal, reduced ghrelin and cholecystokinin titre may disturb brain-gut axis functioning and may be responsible for gastric motility deceleration. In electrogastrography, distinctly lower values of fasting normogastria percentage and dominant power were observed. Patients had substantially lower slow wave coupling percentage both in fasting and postprandial periods, which negatively correlated with plasma catecholamines level. Gastric myoelectrical activity disturbances may result from lack of sympatho-parasympathetic equilibrium. Conclusions Central sympathetic influence within the brain-gut axis is most probably responsible for myoelectrical activity disturbances in irritable bowel syndrome patients.
A Spectral Gap Precludes Low-Dimensional Embeddings

We prove that there is a universal constant $C>0$ with the following property. Suppose that $n\in \mathbb{N}$ and that $\mathsf{A}=(a_{ij})\in M_n(\mathbb{R})$ is a symmetric stochastic matrix. Denote the second-largest eigenvalue of $\mathsf{A}$ by $\lambda_2(\mathsf{A})$. Then for $\mathrm{\it any}$ finite-dimensional normed space $(X,\|\cdot\|)$ we have $$ \forall\, x_1,\ldots,x_n\in X,\qquad \mathrm{dim}(X)\ge \frac12 \exp\left(C\frac{1-\lambda_2(\mathsf{A})}{\sqrt{n}}\bigg(\frac{\sum_{i=1}^n\sum_{j=1}^n\|x_i-x_j\|^2}{\sum_{i=1}^n\sum_{j=1}^na_{ij}\|x_i-x_j\|^2}\bigg)^{\frac12}\right). $$ This implies that if an $n$-vertex $O(1)$-expander embeds with average distortion $D\ge 1$ into $X$, then necessarily $\mathrm{dim}(X)\gtrsim n^{c/D}$ for some universal constant $c>0$, thus improving over the previously best-known estimate $\mathrm{dim}(X)\gtrsim (\log n)^2/D^2$ of Linial, London and Rabinovich, strengthening a theorem of Matousek, and answering a question of Andoni, Nikolov, Razenshteyn and Waingarten.
A Randomized Controlled Trial of Highly Active Antiretroviral Therapy Versus Highly Active Antiretroviral Therapy and Chemotherapy in Therapy-Naive Patients With HIV-Associated Kaposi Sarcoma in South Africa

Background:The optimal approach to HIV-associated Kaposi sarcoma (HIV-KS) in sub-Saharan Africa is unknown. With large-scale rollout of highly active antiretroviral therapy (HAART) in South Africa, we hypothesized that survival in HIV-KS would improve and administration of chemotherapy in addition to HAART would be feasible and improve KS-specific outcomes. Methods:We conducted a randomized, controlled, open-label trial with intention-to-treat analysis. Treatment-naive patients from King Edward VIII Hospital, Durban, South Africa, a public-sector tertiary referral center, with HIV-KS, but no symptomatic visceral disease or fungating lesions requiring urgent chemotherapy, were randomized to HAART alone or HAART and chemotherapy (CXT). HAART arm received stavudine, lamivudine, and nevirapine (Triomune; CXT arm received Triomune plus bleomycin, doxorubicin, and vincristine every 3 weeks. When bleomycin, doxorubicin, and vincristine were not available, oral etoposide (50–100 mg for 1–21 days of a 28-day cycle) was substituted. Primary outcome was overall KS response using AIDS Clinical Trial Group criteria 12 months after HAART initiation. Secondary comparisons included time to response, progression-free survival, overall survival, adverse events, HIV control, CD4 reconstitution, adherence, and quality of life. Results:Fifty-nine subjects were randomized to HAART and 53 to CXT; 12-month overall KS response was 39% in the HAART arm and 66% in the CXT arm (difference, 27%; 95% confidence interval, 9%–43%; P = 0.005). At 12 months, 77% were alive (no survival difference between arms; P = 0.49), 82% had HIV viral load <50 copies per milliliter without difference between the arms (P = 0.47); CD4 counts and quality-of-life measures improved in all patients. Conclusions:HAART with chemotherapy produced higher overall KS response over 12 months, whereas HAART alone provided similar improvement in survival and select measures of morbidity. In Africa, with high prevalence of HIV and human herpes virus-8 and limited resources, HAART alone provides important benefit in patients with HIV-KS.
andscape composition influences pollinators and pollination services n perennial biofuel plantings shley

Biofuel cropping systems are considered a potential source of renewable energy and an integral component of a sustainable energy policy. The type of biofuel crop selected for production has the capacity to substantially alter landscape composition, affecting biodiversity conservation and ecosystem services. To understand how increasing production of perennial grasses for biofuels may affect pollinators and pollination services, we identified 20 agricultural fields that varied in their proportion of surrounding grassland cover. Bees and pollination services were measured at each site to determine how bee abundance, diversity, and community composition responded to increasing proportions of grassland, and to quantify how pollination services changed as the proportion of grassland increased in the landscape. Bees were collected from sentinel sunflowers, and pollination services were measured by comparing seed set from open and closed sunflowers at each site. Landscape composition had a significant effect on bee abundance, diversity, and community composition with a greater abundance of bees and a more diverse bee community found visiting flowers at sites with more of the surrounding landscape in perennial grassland. In contrast, the bee community in low grassland sites was dominated by Apis mellifera, suggesting that pollination in these landscapes may be more sensitive to declines in this species. Despite these differences, the level of sunflower pollination was similar across sites, even though the bee community responded to changes in landscape composition. Increasing grassland cover through the addition of perennial biofuel plantings would be expected to support a more diverse bee community and a greater abundance of bees, yielding reliable pollination services. © 2014 Elsevier B.V. All rights reserved.
Effects of Feature Extraction and Dimensionality Reduction for Off-line Handwritten Japanese Character Recognition

In this paper, we investigate the effects of feature extraction and dimensionality reduction for off-line handwritten Japanese character recognition. Two multi-dimensional feature vectors, corresponding to different sampling intervals of low-pass Gaussian filters, are extracted and concatenated for each character pattern, and the dimensionality is further reduced to 100 by Fisher linear discriminant analysis (FDA) or modified PCA (MPCA). We compare the performance of the reduced features with a baseline system using 100-dimensional original features without reduction. The experimental results demonstrate the effectiveness of our proposed method and the character recognition rate is improved by 2.1 point with FDA compared to the baseline system.
Silver Doped TiO2 Nanoparticles: Preparation, Characterization and Efficient Degradation of 2,4-dichlorophenol Under Visible Light

Hydrothermally synthesized TiO2 nanoparticles containing different amounts of silver were characterized by X-Ray diffraction (XRD), Fourier transform infrared (FT-IR) and scanning electron microscopy equipped with energy dispersive X-ray microanalysis (SEM/EDX) techniques. XRD results showed prepared samples include 100% anatase phase. The presence of silver in TiO2 nanoparticle network was established by XRD, SEM/EDX and FT-IR techniques. The photocatalytic performance of the prepared catalysts was tested for the degradation of 2,4-dichlorophenol (2,4-DCP) under visible light. The experiments demonstrated that 2,4-DCP was effectively degraded in the presence of Ag/TiO2 samples. It was confirmed that the presence of Ag on TiO2 catalysts could enhance the photocatalytic degradation of 2,4-DCP in aqueous suspension. It was found that an optimal dosage of 1.68 wt% Ag in TiO2 achieved the fastest 2,4-DCP degradation (95% after 180 min irradiation) under the experimental conditions. On the basis of various characterizations of the photocatalysts, the reactions involved to explain the photocatalytic activity enhancement due to Ag doping include a better separation of photogenerated charge carriers. GC-MS analysis showed the major intermediates of 2,4-DCP degradation are simple acids like oxalic acid, acetic acid, etc. as the final products.
Single Neuron Stochastic Predictive PID Control Algorithm for Nonlinear and Non-Gaussian Systems Using the Survival Information Potential Criterion

This paper presents a novel stochastic predictive tracking control strategy for nonlinear and non-Gaussian stochastic systems based on the single neuron controller structure in the framework of information theory. Firstly, in order to characterize the randomness of the control system, survival information potential (SIP), instead of entropy, is adopted to formulate the performance index, which is not shift-invariant, i.e., its value varies with the change of the distribution location. Then, the optimal weights of the single neuron controller can be obtained by minimizing the presented SIP based predictive control criterion. Furthermore, mean-square convergence of the proposed control algorithm is also analyzed from the energy conservation perspective. Finally, a numerical example is given to show the effectiveness of the proposed method.