scholarly journals An Online Data Visualization Feedback Protocol for Motor Imagery-Based BCI Training

2021 ◽  
Vol 15 ◽  
Author(s):  
Xu Duan ◽  
Songyun Xie ◽  
Xinzhou Xie ◽  
Klaus Obermayer ◽  
Yujie Cui ◽  
...  
Keyword(s):  
Data Visualization ◽  
Motor Imagery ◽  
Riemannian Geometry ◽  
Online Data ◽  
Feedback Training ◽  
The Past ◽  
Continuous Feedback ◽  
Promising Application ◽  
The Difference ◽  
Training Protocol

Brain–computer interface (BCI) has developed rapidly over the past two decades, mainly due to advancements in machine learning. Subjects must learn to modulate their brain activities to ensure a successful BCI. Feedback training is a practical approach to this learning process; however, the commonly used classifier-dependent approaches have inherent limitations such as the need for calibration and a lack of continuous feedback over long periods of time. This paper proposes an online data visualization feedback protocol that intuitively reflects the EEG distribution in Riemannian geometry in real time. Rather than learning a hyperplane, the Riemannian geometry formulation allows iterative learning of prototypical covariance matrices that are translated into visualized feedback through diffusion map process. Ten subjects were recruited for MI-BCI (motor imagery-BCI) training experiments. The subjects learned to modulate their sensorimotor rhythm to centralize the points within one category and to separate points belonging to different categories. The results show favorable overall training effects in terms of the class distinctiveness and EEG feature discriminancy over a 3-day training with 30% learners. A steadily increased class distinctiveness in the last three sessions suggests that the advanced training protocol is effective. The optimal frequency band was consistent during the 3-day training, and the difference between subjects with good or low MI-BCI performance could be clearly observed. We believe that the proposed feedback protocol has promising application prospect.

Smart Estimation Ver-H.1.0

2018 ◽  
Author(s):  
Sigit Haryadi
Keyword(s):  
Sample Size ◽  
Confidence Level ◽  
Time Span ◽  
Regression Equation ◽  
Weight Factor ◽  
The Past ◽  
Level Of Confidence ◽  
The Future ◽  
Future Value ◽  
The Difference

We cannot be sure exactly what will happen, we can only estimate by using a particular method, where each method must have the formula to create a regression equation and a formula to calculate the confidence level of the estimated value. This paper conveys a method of estimating the future values, in which the formula for creating a regression equation is based on the assumption that the future value will depend on the difference of the past values divided by a weight factor which corresponding to the time span to the present, and the formula for calculating the level of confidence is to use "the Haryadi Index". The advantage of this method is to remain accurate regardless of the sample size and may ignore the past value that is considered irrelevant.

scholarly journals Healthcare Applications of Artificial Intelligence and Analytics: A Review and Proposed Framework

2020 ◽  
Vol 10 (18) ◽  
pp. 6553
Author(s):  
Sabrina Azzi ◽  
Stéphane Gagnon ◽  
Alex Ramirez ◽  
Gregory Richards
Keyword(s):  
Artificial Intelligence ◽  
Chronic Care ◽  
Review Paper ◽  
Research Community ◽  
Patient Needs ◽  
Care Needs ◽  
Healthcare Applications ◽  
Medical Specialties ◽  
The Past ◽  
Promising Application

Healthcare is considered as one of the most promising application areas for artificial intelligence and analytics (AIA) just after the emergence of the latter. AI combined to analytics technologies is increasingly changing medical practice and healthcare in an impressive way using efficient algorithms from various branches of information technology (IT). Indeed, numerous works are published every year in several universities and innovation centers worldwide, but there are concerns about progress in their effective success. There are growing examples of AIA being implemented in healthcare with promising results. This review paper summarizes the past 5 years of healthcare applications of AIA, across different techniques and medical specialties, and discusses the current issues and challenges, related to this revolutionary technology. A total of 24,782 articles were identified. The aim of this paper is to provide the research community with the necessary background to push this field even further and propose a framework that will help integrate diverse AIA technologies around patient needs in various healthcare contexts, especially for chronic care patients, who present the most complex comorbidities and care needs.

scholarly journals The Burden of the Nondiversifiable Risk of Entrepreneurship

2010 ◽  
Vol 100 (3) ◽  
pp. 1163-1194 ◽  
Author(s):  
Robert E Hall ◽  
Susan E Woodward
Keyword(s):  
Relative Risk ◽  
Risk Aversion ◽  
Venture Capital ◽  
Dynamic Program ◽  
Certainty Equivalent ◽  
Important Class ◽  
Relative Risk Aversion ◽  
The Past ◽  
Equity Value ◽  
The Difference

Entrepreneurship is risky. We study the risk facing a well-documented and important class of entrepreneurs, those backed by venture capital. Using a dynamic program, we calculate the certainty-equivalent of the difference between the cash rewards that entrepreneurs actually received over the past 20 years and the cash that entrepreneurs would have received from a risk-free salaried job. The payoff to a venture-backed entrepreneur comprises a below-market salary and a share of the equity value of the company when it goes public or is acquired. We find that the typical venture-backed entrepreneur received an average of $5.8 million in exit cash. Almost three-quarters of entrepreneurs receive nothing at exit and a few receive over a billion dollars. Because of the extreme dispersion of payoffs, an entrepreneur with a coefficient of relative risk aversion of two places a certainty equivalent value only slightly greater than zero on the distribution of outcomes she faces at the time of her company's launch. (JEL G24, G32, L26, M13)

The Flynn Effect

2018 ◽  
Author(s):  
Angela Duckworth ◽  
Keyword(s):  
Graduate School ◽  
The United States ◽  
Delay Of Gratification ◽  
Average Score ◽  
Past Century ◽  
Political Scientist ◽  
Abstract Reasoning ◽  
Flynn Effect ◽  
The Past ◽  
The Difference

In tandem with increases in delay of gratification, the human capacity for abstract reasoning has increased enormously over the past century. This phenomenon is called the Flynn Effect, after the political scientist who discovered it. I first learned about the Flynn Effect in graduate school. I remember thinking it was impossible. How could it be that as a species, we're getting smarter? And not just a little bit smarter. The size of the Flynn Effect is staggering: more than 30 IQ points—the difference between getting an average score on a standard intelligence test versus qualifying as mentally gifted. Gains are comparable in all areas of the United States and, indeed, around the world.

Avoiding Psychiatric Disability Overdiagnosis, Part 1: General Disability and Occupational Disability—Going Beyond Medical Impairment Assessments

2021 ◽  
Vol 26 (4) ◽  
pp. 3-7
Author(s):  
Fabien Gagnon ◽  
Les Kertay
Keyword(s):  
Mental Health ◽  
Work Disability ◽  
Well Being ◽  
Psychiatric Disability ◽  
Disability Assessment ◽  
Health Work ◽  
Occupational Disability ◽  
The Past ◽  
The Difference ◽  
Mental Health Work

Abstract Claims of occupational psychiatric disability have increased considerably over the past 20 years. To avoid psychiatric disability overdiagnosis, it is important to improve the clinical assessment of mental health work disability. This article discusses general disability issues and their impact on individual well-being, social participation, and frequently associated poverty. It defines the difference between impairment assessment and disability assessment, explores three common disability models, and raises issues about psychiatric disability and its potential overdiagnosis.

scholarly journals Frequency of deep convective clouds in the tropical zone from 10 years of AIRS data

2013 ◽  
Vol 13 (21) ◽  
pp. 10795-10806 ◽  
Author(s):  
H. H. Aumann ◽  
A. Ruzmaikin
Keyword(s):  
Brightness Temperature ◽  
Frequency Of Occurrence ◽  
Tropical Zone ◽  
Convective Clouds ◽  
The Past ◽  
Atmospheric Window ◽  
Deep Convective Clouds ◽  
Sst Anomaly ◽  
The Difference ◽  
Global Precipitation

Abstract. Deep convective clouds (DCCs) have been widely studied because of their association with heavy precipitation and severe weather events. Changes in the properties of DCCs are likely in a changing climate. Ten years of data collected by Atmospheric Infrared Sounder (AIRS) allow us to identify decadal trends in frequency of occurrence of DCCs over land and ocean. In the past, DCCs have been identified in the thermal infrared by three methods: (1) thresholds based on the absolute value of an atmospheric window channel brightness temperature; (2) thresholds based on the difference between the brightness temperature in an atmospheric window channel and the brightness temperature centered on a strong water vapor absorption line; and (3) a threshold using the difference between the window channel brightness temperature and the tropopause temperature based on climatology. Simultaneous observations of these infrared identified DCCs with the Advanced Microwave Sounding Unit–Humidity Sounder for Brazil (AMSU-HSB) using 183 GHz water channels provide a statistical correlation with microwave deep convection and overshooting convection. In the past 10 years, the frequency of occurrence of DCCs has decreased for the tropical ocean, while it has increased for tropical land. The area of the tropical zone associated with DCCs is typically much less than 1%. We find that the least frequent, more extreme DCCs show the largest trend in frequency of occurrence, increasing over land and decreasing over ocean. The trends for land and ocean closely balance, such that the DCC frequency changed at an insignificant rate for the entire tropical zone. This pattern of essentially zero trend for the tropical zone, but opposite land/ocean trends, is consistent with measurements of global precipitation. The changes in frequency of occurrence of the DCCs are correlated with the Niño34 index, which defines the sea surface temperature (SST) anomaly in the east-central Pacific. This is also consistent with patterns seen in global precipitation. This suggests that the observed changes in the frequency are part of a decadal variability characterized by shifts in the main tropical circulation patterns, which does not fully balance in the 10-year AIRS data record. The regional correlations and anti-correlations of the DCC frequency anomaly with the Multivariate ENSO Index (MEI) provide a new perspective for the regional analysis of past events, since the SST anomaly in the Nino34 region is available in the form of the extended MEI from 1871.

scholarly journals Esham, the Origin of Sukuk for Facing the Crisis: Historical Experience

2021 ◽  
Vol 10 (1) ◽  
pp. 45
Author(s):  
Khairunnisa Musari
Keyword(s):  
Lower Cost ◽  
Low Cost ◽  
Foreign Debt ◽  
Historical Experience ◽  
The Public ◽  
Goods And Services ◽  
The Past ◽  
State Budgets ◽  
The Difference ◽  
The Government

Pandemic brings a crisis. This makes world leaders have to work hard and smartly in managing state budgets. During the heyday of Islam, Muslims also faced crises. Given that time the power of Islam mastered many areas of the world, it can be assumed that the crisis that occurred in the past was a global crisis as it is happening today. The difference is the crisis that occurred at the time because of losing the war. This paper tries to describe the historical experience of the esham, one of the fiscal instruments in the Islamic world that helped the Ottoman Empire overcome the crisis. Esham has mobilized low-cost funds from the public in a relatively concise time. Esham served as a better choice than looking for foreign debt. As the origin of sukuk, esham has simpler structure so that can be used as an alternative to sukuk with a lower cost. To deal with a crisis, esham may intervene in the economy. Esham funds to the real sector in turn will help the government drive the economy as well as control prices in the market for goods and services. Therefore, esham has the potential in facing the crisis.

scholarly journals Effects of Line Dancing on Mental Health in Seniors after COVID-19 Pandemic

2021 ◽  
Vol 11 (11) ◽  
pp. 677
Author(s):  
Sara Aliberti ◽  
Gaetano Raiola
Keyword(s):  
Geriatric Depression Scale ◽  
Depression Scale ◽  
The Elderly ◽  
Geriatric Depression ◽  
Third Age ◽  
Symptoms Of Depression ◽  
Paired Samples ◽  
The Difference ◽  
Sports Activities ◽  
Training Protocol

Line dancing is one of the most practiced dance styles by adults and seniors due to the ease of execution of choreography. Due to the COVID-19 pandemic prolonging the restrictions of physical and sports activities, the elderly population has been forced into increased sedentariness and social isolation, resulting in the development of symptoms of depression. The aim of this study was to investigate the effects of line dancing practice on the mental state of late second- and third-age dancers. The sample consisted of 14 Italian female dancers with an average age of 65 years old. The Geriatric Depression Scale was used to verify whether 3 months of LD classes were able to produce improvements. Paired Samples T-Test and effect size were performed to test the difference between pre- and post-training protocol. The result was statistically significant (p < 0.05). Dancers improved their state of depression; in particular, they felt a better satisfaction in their life (d = 0.6), a greater interest in activities (d = 1), less boredom (d = 0.8), a good mood most of the time (d = 0.8), greater happiness throughout the day (d = 0.7), and the perception of a wonderful life (d = 0.5). Line dancing has proven to be an effective physical activity for improving the state of depression in late second- and third-age dancers.

scholarly journals IN INTRA-ABDOMINAL INFECTIONS AND PERITONITIS

2021 ◽  
pp. 90-96
Author(s):  
A. V. Kotov ◽  
V. I. Desyaterik ◽  
S. P. Mikhno
Keyword(s):  
Absolute Number ◽  
Multidrug Resistant ◽  
E Coli ◽  
The Past ◽  
Rational Therapy ◽  
Acinetobacter Spp ◽  
The Difference ◽  
Abdominal Infections ◽  
Staphylococcus Spp ◽  
Klebsiella Spp

Summary. Purpose of the reserche. To study changes in microflora and sensitivity of isolated strains to antibiotics using bacteriological research methods for intra-abdominal infections and peritonitis to determine their resistance when planning antibiotic therapy. Results and discussion. The paper presents data from a retrospective analysis of the results of studies of microflora and its resistance in intra-abdominal infections (IAI) and peritonitis for 2 periods: I period — from january 2007 to december 2008, II period — from january 2018 to december 2019. The difference between period II and I was in the increase in the number of individual pathogenic strains of microorganisms. Thus, the number of Klebsiella spp. increased from 13.8 % to 23.8 %, which in absolute number of their total number amounted to a 73.5 %, ranking second in the overall structure among pathogens sown in IAI and peritonitis. The number of strains of Staphylococcus spp., Enterobacter spp., Acinetobacter spp. has also increased by 2.4–5.8 % respectively. Among the strains Klebsiella spp., E. coli and Staphylococcus spp. the number of poly- and multi-polyresistant forms has increased. Thus, the number of such forms among Klebsiella spp. increased from 19.2 to 44.5 %, Staphylococcus spp. — from 43.8 to 67.1 % and E. coli from 18.2 to 23.5 %, respectively. Conclusions. Over the past 10 years, with IAI and peritonitis, the most significant changes were revealed on the part of pathogenic strains of Klebsiella spp., Staphylococcus spp. and Acinetobacter spp. Multidrug resistant strains were predominantly susceptible to carbapenems, semisynthetic ureidopenicillins, aminoglycosides, glycopeptides, oxazalidinones, phosphonoic acid derivatives. In the context of changes in the microbial landscape observed over the past decade, an increase in the number of poly- and multi-resistant forms of pathogenic microorganisms in IAI and peritonitis, the choice of antibiotics for rational therapy should be based solely on bacterioscopy and antibiograms.

scholarly journals Behavior and Energy Losses of Cows during the Period of Low Temperatures

2021 ◽  
Vol 24 (5) ◽  
pp. 46-53
Author(s):  
Oleksandr O. Borshch ◽  
Oleksandr V. Borshch ◽  
Yurii Mashkin ◽  
Vasyl Malina ◽  
Maxim Fedorchenko
Keyword(s):  
Low Temperatures ◽  
Heat Insulation ◽  
Energy Losses ◽  
Strong Wind ◽  
The Past ◽  
Air Temperatures ◽  
The Difference ◽  
And Behavior ◽  
Positive Effect ◽  
Moderate Climate

Over the past 20 years, dairy farms in Ukraine have been actively introducing the keeping of cows in easy-to-assemble premises. However, in a moderate climate (with four distinct year seasons), the issues of microclimate, energy losses of animals and their behavior during the cold period of the year for keeping in such premises have not been fully studied. The purpose of this work was to study the influence of the heat insulation elements use of side curtains in easy-to-assemble premises during the period of low temperatures on microclimate, energy outgoings for thermoregulation and behavior of cows. The research conducted in the central part of Ukraine (Kyiv region). The research was conducted during January-February (29-43 days of the year) 2021. This period characterized by low average daily temperatures of -12.2– -18.7°С, strong wind gusts and daily precipitation in the form of snow. Two easy-toassemble premises for 400 heads were used for research. Parameters of placements (LxWxH): 150х32х10.5 m. The first one was without the use of curtains heat insulation elements, and the second one was with these elements of heat insulation. It was found that the use of polycarbonate wall heat insulation elements had a positive effect on the microclimate in the placement during the period of low temperatures. Indicators of average daily air temperatures in the placement were 3.2 and 8.8°C higher compared to the temperature in the same premise without the use of heat insulation elements and the environment. The wind speed also differed by 0.18 and 11.04 m/s, respectively. In addition, the heat insulation of the walls affected the temperature under the lying cow (+1.8°C), energy outgoings for thermoregulation (-1.93 MJ) and the number of cows that lay in the period of the lowest temperatures (+3.23-9.83%) compared to the placement without heat insulation elements. The difference in temperature of rubber carpet in the compared premises was significant: +3.3°C in the premises with heat insulation elements compared to the premises without heat insulation

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