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    Asset Pricing and Portfolio Selection via Machine Learning

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    This thesis consists of three papers investigating stock returns forecasting, empirical asset pricing, and portfolio selection through the application of machine learning and quantitative methods. The first paper examines out-of-sample returns on 153 documented anomalies in equities, demonstrating that machine learning techniques, which aggregate these anomalies into a single mispricing signal, are profitable globally and effective even within a liquid universe of stocks. Notably, while past performance of quantitative strategies outside the U.S. does not reliably predict out-of-sample success within the U.S., U.S.-based evidence is broadly predictive of returns in international markets. The second paper introduces a novel method for predicting the full distribution of stock returns using a comprehensive set of 194 stock characteristics and market variables. This approach, free from restrictive model assumptions, leverages a two-stage quantile neural network with spline interpolation to explore non-Gaussian, heavy-tailed data and their non-linear interactions. The results indicate that this method outperforms traditional models in terms of out-of-sample losses and provides valuable alternative empirical estimates for mean estimation and forecasting across a wide range of U.S. and international..

    Spirituality of the workers in helping professions

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    The thesis explores the significance of a holistic approach to spirituality among workers in helping professions who work in a non-religious organization with people with intellectual disabilities. The theoretical part presents the concept of spirituality according to selected authors and the possibilities of scientific research of spirituality. It also focuses on the importance of spirituality in social work, characterizes a person with intellectual disabilities and their view of spirituality. The methodological part contains the interpretation of five interviews with workers in helping professions. The research reveals the role that holistic spirituality plays in workers in helping professions in their personal and professional lives. It focuses on the use of spirituality as a value framework, coping strategy and in the work with clients itself

    Automated design of deep learning models

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    The goal of this thesis is to create a tool offering a way to design deep learning model via automated model creation and semi automated model creation. The tool is a client server application and offers funcionalities, which are not available using other similar solutions

    I will forget when the moss falls. Transgenerational transmission of trauma and family relationships

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    This work focuses on the transgenerational transmission of trauma in the context of art therapy, with a particular emphasis on war trauma and trauma associated with the Holocaust. The theoretical part of the thesis is structured into several key chapters, addressing topics such as trauma, the impact of trauma on families, transgenerational transmission, and (art) therapeutic approaches to treating these psychological challenges. The practical part examines the artwork of children from Terezín and adult survivors, aiming to identify common artistic characteristics that may also be present in the work of second-and third-generation descendants. The final section of the thesis explores whether the trauma experienced by ancestors manifests symbolically in the artistic expression of subsequent generations. Additionally, it considers potential parallels between two individuals of the same generation who share similar historical burdens

    Volleyball as a freetime activity

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    This bachelor thesis examines the influence of family environment on the relationship to sports, specifically volleyball. The key question of the study was: "What is the relationship of a volleyball family to sport and how does this sport influence their daily life?" The partial objectives were to determine how family background affects motivation for sports and what role it plays in shaping attitudes towards physical activities. The study was conducted through unstructured interviews with three members of one sportsoriented family. The results showed that volleyball significantly influences their daily lives, family relationships, and mental well-being. Key factors were identified as parental and coaching approaches, team atmosphere, and positive motivation. The study emphasized the importance of a balanced approach without excessive performance pressure. These findings can be beneficial for coaches and parents of young athletes

    Geochaching as a leisure activity of older adults: benefits and limits

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    This bachelor's thesis examines geocaching as a leisure activity for seniors, focusing on its benefits and limitations. The aim is to analyze how geocaching impacts seniors' lives and in which areas they perceive enrichment. The study considers physical, mental, social, and technological aspects of this activity. The research is based on a qualitative approach, using semi-structured interviews with seniors actively participating in geocaching. Respondents highlighted the joy of outdoor movement, discovering new places, and engaging with the geocaching community. For many, geocaching serves as both a recreational pursuit and a means to maintain an active lifestyle despite age-related physical limitations. While some found the technological aspects challenging, most adapted over time. The findings suggest that geocaching can support active aging by offering a meaningful pastime and reducing feelings of loneliness

    Fear of a child with a disability in the group

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    The topic of this thesis is the manifestations of aggression in a child with a disability in a group of preschool children and their coping. The thesis consists of two parts, theoretical and practical. The theoretical part describes the basic terminology and the issue of integration of children with special educational needs into mainstream educational institutions. The practical part, based on an insight into the specific environment of one of the kindergartens, focuses on the causes, prevention and elimination of aggressive manifestations of a child with special educational needs. The main objective of this work is to analyze the inclusion process based on two years of observation of a specific child with a disability in a regular kindergarten and to assess its impacts on the child himself, pedagogy and, above all, on the collective of children

    Edukační experimenty s kvasinkami a bakteriemi

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    Závěrečná práce se zaměřuje na přírodovědné experimenty, zabývající se převážně tématikou bakterií a kvasinek. Jednotlivé experimenty jsou zpracovány v podobě pracovních listů s doplňujícími úkoly či otázkami. Cílem práce je procvičení teoretického učiva z chemie a biologie praktickou formou, která žákům přiblíží dané učivo

    The evaluation of finantial health of selected industry

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    This bachelor thesis focuses on assessing the financial health of companies operating in the Czech automotive industry. The analysis is based on the calculation of selected financial ratios and the application of the IN01 and IN05 bankruptcy prediction models, which are adjusted to the specifics of the Czech economy. Furthermore, the K-means clustering method is used to group companies with similar financial characteristics. The results are compared with average values of the Czech manufacturing industry. The thesis provides a practical overview of the financial condition of companies in the sector and serves as a foundation for further academic or internal analysis

    Mapping of protected sites in the selected region

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    This bachelor thesis focuses on the mapping of protected sites in the Třeboňsko Protected Landscape Area (PLA). The main objective was to identify and document selected strictly protected areas, namely the National Nature Reserves Velký a Malý Tisý, Stará a Nová řeka, Červené blato, and Žofinka. The documentation included original field photography and a comparison of the current condition of these sites with historical orthophotos. Mapping and spatial analyses were conducted using the ArcGIS geographic information system. The outcome includes a set of thematic maps, photographic documentation from fieldwork, and an assessment of landscape changes over time. These results contribute to a better understanding of the development of protected areas and support their future conservation

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