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Model-Based Regression Adjustment with Model-Free Covariates for Network Interference

Authors: Kevin Han, Johan Ugander

arXiv

When estimating a Global Average Treatment Effect (GATE) under network interference, units can have widely different relationships to the treatment depending on a combination of the structure of their...

mental health psychology open access

Location and Type of Crimes in The Philippines: Insights for Crime Prevention and Management

Authors: Liene Leikuma-Rimicane, Roel F. Ceballos, Milton Norman Medina

arXiv

The purpose of this study was to determine the association of location and types of crimes in the Philippines and understand the impact of COVID-19 lockdowns by comparing the crime incidence and assoc...

mental health psychology open access

Projection-based two-sample inference for sparsely observed multivariate functional data

Authors: Salil Koner, Sheng Luo

arXiv

Modern longitudinal studies collect multiple outcomes as the primary endpoints to understand the complex dynamics of the diseases. Oftentimes, especially in clinical trials, the joint variations among...

mental health psychology open access

Classified as unknown: A novel Bayesian neural network

Authors: Tianbo Yang, Tianshuo Yang

arXiv

We establish estimations for the parameters of the output distribution for the softmax activation function using the probit function. As an application, we develop a new efficient Bayesian learning al...

mental health psychology open access

A novel approach to detect line emission under high background in high-resolution X-ray spectra

Authors: Xiangyu Zhang, Sara Algeri, Vinay Kashyap, Margarita Karovska

arXiv

We develop a novel statistical approach to identify emission features or set upper limits in high-resolution spectra in the presence of high background. The method relies on detecting differences from...

mental health psychology open access

Estimating the false discovery risk of (randomized) clinical trials in medical journals based on published p-values

Authors: Ulrich Schimmack, František Bartoš

arXiv

The influential claim that most published results are false raised concerns about the trustworthiness and integrity of science. Since then, there have been numerous attempts to examine the rate of fal...

mental health psychology open access

Ordinal methods for a characterization of evolving functional brain networks

Authors: Klaus Lehnertz

arXiv

Ordinal time series analysis is based on the idea to map time series to ordinal patterns, i.e., order relations between the values of a time series and not the values themselves, as introduced in 2002...

mental health psychology open access

Understanding Physical Processes in Describing a State of Consciousness: A Review

Authors: Charles Johnstone, Prashant S. Alegaonkar

arXiv

The way we view the reality of nature, including ourselves, depend on consciousness.It also defines the identity of the person, since we know people in terms of their experiences. In general, consciou...

mental health psychology open access

A convolutional neural network of low complexity for tumor anomaly detection

Authors: Vasileios E. Papageorgiou, Pantelis Dogoulis, Dimitrios-Panagiotis Papageorgiou

arXiv

The automated detection of cancerous tumors has attracted interest mainly during the last decade, due to the necessity of early and efficient diagnosis that will lead to the most effective possible tr...

mental health psychology open access

Using Excel software to calculate Bayesian factors: taking goodness of fit test (Chi-square test) as an example

Authors: Zhong Wang

arXiv

Taking the goodness of fit test (Chi test) as an example, this paper attempts to calculate the Bayesian factor BF10 of n-fold Bernoulli test by the Excel software (using JASP software as the evidence)...

mental health psychology open access

Pythagorean Centrality for Data Selection

Authors: Djemel Ziou

arXiv

This paper provides an overview of the Pythagorean centrality measures, which are the arithmetic, geometric, and harmonic means. Both the evolution of their meaning through history and their geometric...

mental health psychology open access

Improving Recommendation Relevance by simulating User Interest

Authors: Alexander Kushkuley, Joshua Correa

arXiv

Most if not all on-line item-to-item recommendation systems rely on estimation of a distance like measure (rank) of similarity between items. For on-line recommendation systems, time sensitivity of th...

mental health psychology open access

Automatic Sleep Stage Classification with Cross-modal Self-supervised Features from Deep Brain Signals

Authors: Chen Gong, Yue Chen, Yanan Sui, Luming Li

arXiv

The detection of human sleep stages is widely used in the diagnosis and intervention of neurological and psychiatric diseases. Some patients with deep brain stimulator implanted could have their neura...

mental health psychology open access

Entanglement as a Method to Reduce Uncertainty

Authors: Diederik Aerts, Jonito Aerts Argëlles, Lester Beltran, Suzette Geriente, Sandro Sozzo

arXiv

In physics, entanglement 'reduces' the entropy of an entity, because the (von Neumann) entropy of, e.g., a composite bipartite entity in a pure entangled state is systematically lower than the entropy...

mental health psychology open access

Comparison of Ensemble-Based Data Assimilation Methods for Sparse Oceanographic Data

Authors: Florian Beiser, Håvard Heitlo Holm, Jo Eidsvik

arXiv

For oceanographic applications, probabilistic forecasts typically have to deal with i) high-dimensional complex models, and ii) very sparse spatial observations. In search-and-rescue operations at sea...

mental health psychology open access