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Extensions to Probabilistic Linear Discriminant Analysis for Speaker Recognition
Plchot, Oldřich ; Fousek, Petr (referee) ; McCree,, Alan (referee) ; Burget, Lukáš (advisor)
Tato práce se zabývá pravděpodobnostními modely pro automatické rozpoznávání řečníka. Podrobně analyzuje zejména pravděpodobnostní lineární diskriminační analýzu (PLDA), která modeluje nízkodimenzionální reprezentace promluv ve formě \acronym{i--vektorů}. Práce navrhuje dvě rozšíření v současnosti požívaného PLDA modelu. Nově navržený PLDA model s plným posteriorním rozložením modeluje neurčitost při generování i--vektorů. Práce také navrhuje nový diskriminativní přístup k trénování systému pro verifikaci řečníka, který je založený na PLDA. Pokud srovnáváme původní PLDA s modelem rozšířeným o modelování neurčitosti i--vektorů, výsledky dosažené s rozšířeným modelem dosahují až 20% relativního zlepšení při testech s krátkými nahrávkami. Pro delší testovací segmenty (více než jedna minuta) je zisk v přesnosti menší, nicméně přesnost nového modelu není nikdy menší než přesnost výchozího systému. Trénovací data jsou ale obvykle dostupná ve formě dostatečně dlouhých segmentů, proto v těchto případech použití nového modelu neposkytuje žádné výhody při trénování. Při trénování může být použit původní PLDA model a jeho rozšířená verze může být využita pro získání skóre v případě, kdy se bude provádět testování na krátkých segmentech řeči. Diskriminativní model je založen na klasifikaci dvojic i--vektorů do dvou tříd představujících oprávněný a neoprávněný soud (target a non-target trial). Funkcionální forma pro získání skóre pro každý pár je odvozena z PLDA a trénování je založeno na logistické regresi, která minimalizuje vzájemnou entropii mezi správným označením všech soudů a pravděpodobnostním označením soudů, které navrhuje systém. Výsledky dosažené s diskriminativně trénovaným klasifikátorem jsou podobné výsledkům generativního PLDA, ale diskriminativní systém prokazuje schopnost produkovat lépe kalibrované skóre. Tato schopnost vede k lepší skutečné přesnosti na neviděné evaluační sadě, což je důležitá vlastnost pro reálné použití.
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Query-by-Example Spoken Term Detection
Fapšo, Michal ; Matoušek, Jindřich (referee) ; Metze, Florian (referee) ; Černocký, Jan (advisor)
Tato práce se zabývá vyhledáváním výrazů v řeči pomocí mluvených příkladů (QbE STD). Výrazy jsou zadávány v mluvené podobě a jsou vyhledány v množině řečových nahrávek, výstupem vyhledávání je seznam detekcí s jejich skóre a časováním. V práci popisujeme, analyzujeme a srovnáváme tři různé přístupy ke QbE STD v jazykově závislých a jazykově nezávislých podmínkách, s jedním a pěti příklady na dotaz. Pro naše experimenty jsme použili česká, maďarská, anglická a arabská (levantská) data, a pro každý z těchto jazyků jsme natrénovali 3-stavový fonémový rozpoznávač. To nám dalo 16 možných kombinací jazyka pro vyhodnocení a jazyka na kterém byl natrénovaný rozpoznávač. Čtyři kombinace byly tedy závislé na jazyce (language-dependent) a 12 bylo jazykově nezávislých (language-independent). Všechny QbE systémy byly vyhodnoceny na stejných datech a stejných fonémových posteriorních příznacích, pomocí metrik: nesdružené Figure-of-Merit (non pooled FOM) a námi navrhnuté nesdružené Figure-of-Merit se simulací normalizace přes promluvy (utterrance-normalized non-pooled Figure-of-Merit). Ty nám poskytly relevantní údaje pro porovnání těchto QbE přístupů a pro získání lepšího vhledu do jejich chování. QbE přístupy použité v této práci jsou: sekvenční statistické modelování (GMM/HMM), srovnávání vzorů v příznacích (DTW) a srovnávání grafů hypotéz (WFST). Abychom porovnali výsledky QbE přístupů s běžnými STD systémy vyhledávajícími textové výrazy, vyhodnotili jsme jazykově závislé konfigurace také s akustickým detektorem klíčových slov (AKWS) a systémem pro vyhledávání fonémových řetězců v grafech hypotéz (WFSTlat). Jádrem této práce je vývoj, analýza a zlepšení systému WFST QbE STD, který po zlepšení dosahuje podobných výsledků jako DTW systém v jazykově závislých podmínkách.
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Intrusion Detection in Network Traffic
Homoliak, Ivan ; Čeleda, Pavel (referee) ; Ochoa,, Martín (referee) ; Hanáček, Petr (advisor)
Tato práce se zabývá problematikou anomální detekce síťových útoků s využitím technik strojového učení. Nejdříve jsou prezentovány state-of-the-art datové kolekce určené pro ověření funkčnosti systémů detekce útoků a také práce, které používají statistickou analýzu a techniky strojového učení pro nalezení síťových útoků. V další části práce je prezentován návrh vlastní kolekce metrik nazývaných Advanced Security Network Metrics (ASNM), který je součástí konceptuálního automatického systému pro detekci průniků (AIPS). Dále jsou navrženy a diskutovány dva různé přístupy k obfuskaci - tunelování a modifikace síťových charakteristik - sloužících pro úpravu provádění útoků. Experimenty ukazují, že použité obfuskace jsou schopny předejít odhalení útoků pomocí klasifikátoru využívajícího metriky ASNM. Na druhé straně zahrnutí těchto obfuskací do trénovacího procesu klasifikátoru může zlepšit jeho detekční schopnosti. Práce také prezentuje alternativní pohled na obfuskační techniky modifikující síťové charakteristiky a demonstruje jejich použití jako aproximaci síťového normalizéru založenou na vhodných trénovacích datech.
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Measuring the Performance of Human Capital in the Building Company
BURIÁNKOVÁ, Irena
The main objective of this work is to measure the performance of human capital in the chosen building company. Another goal is to bring suggestions for improvement that will lead to increasing to the efficiency of human capital. The thesis consists of two parts. The theoretical part provides information from the Czech and foreign literature. Knowledge of theoretical part is then applied to the practical part. Basic information about the company is included in the practical part and comparison with competing businesses is also mentioned. But the most attention is paid to the performance of human capital, which is measured by labour productivity. Two indicators are selected for the calculation of labour productivity - sales and added value. Both indicators are compared in two ways; the first is average number of employees and the second personnel costs. Calculations are performed by internal resource of the company for the period 2007-2014.
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Injuries of children at home
POCHYLÁ, Petra
The theoretical part of this thesis is oriented at an actual issue of accidents involving children in home environment, their prevention and a correct provision of first aid by a non-professional at these types of selected accidents. The practical part of this thesis was led by a qualitative form of research, a method of a semicontrolled interview. The interview given was led by chosen caring people, who gave first aid to children with a home environment injury. The whole process of the interview was recorded at a digital record book and then rewritten to a text form, with the approval of the respondents. The respondents were chosen on the basis of a survey. The final information from the interviews were analyzed and subsequently summarized into results. Six respondents were registered into the research part. Six basic questions were given to the respondents. The questions were chosen to find out information about an injured child, an injury character, a procedure of caring person while giving first aid, or other professional care and permanent effects. While preparing the research part, I was expecting that most of the respondents would manage to give first aid, however, according to the results, half of the parents didn't know how to deal with giving first aid. Non- professional first aid, provided at the right time and done correctly, is one of the basic and essential steps to reverse the injured person back into the normal quality of life. This is why, all people should be able to give first aid without special equipment and tools. The aim of my thesis was to monitor the process of the caring person while giving first aid for selected accidents involving children in home environment. I gave myself one fundamental research question: What was the process of the caring person while giving first aid for accidents involving children in home environment? At the final evaluation and comparison of my results, I achieved the results, in most examined facts, which are presented in other different studies dealing with similar issues- children's injuries and giving first aid for accidents involving children.
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History of critical and intensive care - past and present
HOVORKOVÁ, Nicole
The title of the bachelor thesis is "History of critical and intensive care - past and present". Its main aim is to describe its origins in order to explore the history of providing critical and intensive care, both in the Czech Republic and in a global context, and also in comparison to the current state of the medical field. This work is focused on the period of development of intensive care, from the 50s to the 80s. It is a theoretical work done by detailed research of secondary and primary sources. It is divided into two parts. The first is dedicated to intensive care and its global development and in the Czech Republic. The second part contains data about intensive care within the hospitals of South Bohemia, which I have gathered during the study of materials provided by the local archives. The first chapter and the second chapter is dedicated to the history of nursing, both worldwide and in the Czech Republic. It serves for better orientation in the next chapter. The third chapter deals with intensive care itself. It is described in many of its aspects and in its historical and global context. The fourth chapter brings us to the second part of the thesis, which is supplemented with information from archival materials found during the research in regional archives. The thesis includes some photos that were captured either during a visit to the Museum of the National Medical Library, or during visits to the archives.
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Experiences of health workers with acupressure
ROUBÍČKOVÁ, Radka
The abstract of the diploma thesis is focused on the acupressure and its influence of backache of medical staff. We chose the theme of acupressure because it is a non-invasive treatment method which can be practiced by everyone in the comfort of the home and no aid is necessary to have, just the basic knowledge and training how to perform acupressure. Acupressure is not physically or time consuming and that is why it is considered as a suitable means as an additional treatment of pain and other health disorders. It can improve nursing care. The theoretical part deals with pain and pain of medical staff who are the highest risk group of backache in the lumbar region. The backache is the most frequent cause of incapacity for work. Furthermore, in the theoretical part we deal with acupressure, one of the methods of alternative medicine. For the processing of the theoretical part, we used the available foreign and Czech literary sources. The empirical part of the diploma thesis is a quantitative method. The results obtained from the research were processed in the overview tables and case reports. For the thesis we set two research objectives. The first objective was to find out the experience of medical staff with acupressure. The second objective was to verify the influence of the techniques of acupressure for backache of medical staff. On the basis of the aim two hypotheses were created. The first hypothesis should show whether the backache will be softened by application of the acupressure techniques. The second one shows whether there is the difference in approach of nurses and doctors to perform acupressure.
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Use of drama in work with the elderly
MARTONOVÁ, Blanka
The work is about the use dramatic education and principles of drama in the work with eldery. It is about comunication between seniors. The teoretic part of work is focused on leisure., age, ageing, dramatic education and principles of drama. The leisure is generally described and specifically described in the work with eldery. The practic part of work is project, which was created in home for seniors with a special regime. The project has got two part. The first is generally part. This part include information about the eldery. The second part of project describe work with seniors and the project include rating about it. The rating include the results of the work with the eldery
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Alternative methods of leading childbirth
PAPAI, Daria Kristina
The topic of my bachelor thesis is "Alternative methods of child delivery". The theoretical part describes the physiological delivery its particular phases and their progression. In addition, I aim to explain what the term alternative birth means, and what it includes. The various alternative positions are described, which can be used to facilitate childbirth, as well as their appropriate use during the particular delivery phases. The theoretical part is concluded by descriptions of pain relief methods, including the description of both pharmacological and non-pharmacological methods. The second part of the thesis is a practical part, summarizes the results of an evaluation research. The aim was to explore the most used alternative methods and to identify the views and experiences of women with alternative methods and aids used during delivery in selected hospitals. Furthermore, the aim was to describe the regions of the Czech Republic in terms of the use of alternative aids and procedures. The hypotheses were formulated based on previous experiences and personal opinions of the author of the thesis. The research sample consisted of women after a spontaneous child delivery in the České Budějovice Hospital and in the Znojmo Hospital. The research was conducted in the form of an anonymous questionnaire survey, using a non-standardized questionnaires. The results of the survey were compiled in tables and the chi-square test was applied as a method for statistical processing and verifying the hypotheses.
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Oxygen therapy after cardiothoracic surgery from the point of view of nurses and patients
VRCHOTOVÁ, Klára
Cardiac surgeries are very serious surgical procedures with considerable specific features. This bachelor thesis focuses on oxygen therapy from the viewpoints of nurses and patients. Its theoretical part describes physiology of breathing and the oxygen therapy as such. It describes individual sources of oxygen and indications for oxygen administration. It also describes principles to be observed during oxygen administration. Specific aids are used for oxygen administration, particularly oxygen masks or oxygen goggles. Quality pulmonary rehabilitation is also necessary to make oxygen therapy more effective. Pulmonary rehabilitation is particularly important for patients after a cardiac surgery and it should be practiced even before the surgery. This approach is critical because in the post-surgery period the therapy makes it possible for the patient to breathe and to expectorate properly. Pulmonary rehabilitation is practiced with patients by general nurses at the cardio surgery ward, as well as by physiotherapists. There are various techniques available to determine efficiency of oxygen therapy and pulmonary rehabilitation. The techniques may be classified as invasive and non-invasive; the most frequently used non-invasive method is pulse oxymetry and the most frequently used invasive technique is blood collection for ABR. Two objectives were set for the thesis. The first objective was to map knowledge of nurses about how to provide care to patients treated with oxygen therapy. The second objective was to determine how the patients feel after a cardiac surgery. Two hypotheses and two research questions were formulated. The first hypotheses were: Nurses working at the resuscitation care station have more knowledge about oxygen therapy than nurses working at the intermediate care station. The second hypothesis was: Nurses working at the resuscitation care station have more knowledge about pulmonary rehabilitation than nurses working at the intermediate care station. The first research question was: How do the patients feel during oxygen therapy and pulmonary rehabilitation? The second research question was: How are the patients after a cardiac surgery informed about oxygen therapy and pulmonary rehabilitation? In the research part of the bachelor thesis I have used both quantitative and qualitative research methods. Quantitative processing of data was used for questionnaires filled out by nurses working in the hospitals Nemocnice České Budějovice a.s., Nemocnice na Homolce in Prague and in the faculty hospital Královské Vinohrady in Prague. The method was used for evaluation and assessment of knowledge of nurses working at the resuscitation and intermediate care wards. Quantitative methods were used for processing of data obtained through semi-structured interviews with patients after a cardiac surgery. The data were transcribed and coded using a pencil and paper method. The data were categorized based on the identified codes. Two categories were created: oxygen therapy and pulmonary rehabilitation. Each of the categories was further divided into three sub-categories. Two categories were created for the research oxygen therapy and pulmonary therapy. Three sub-categories were subsequently created for the oxygen therapy and the pulmonary therapy. The quantitative research has shown that the knowledge of nurses about oxygen therapy is higher among the nurses working at the resuscitation care ward. However, the situation is different in case of their knowledge about pulmonary rehabilitation. In this case the knowledge of nurses working at the intermediate care ward was higher. The processed data from the qualitative research have shown that patients do have sufficient information about post-surgery oxygen therapy, as well as about pulmonary rehabilitation. For all patients in the post-surgery period after a cardiac surgery the frequency of pulmonary rehabilitation was higher than 1 per day.
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