FOREX technical analysis indicators, their characteristics and capabilities are researched in this final master thesis. The main goal of this thesis is to determine if technical analysis indicators can recognise patterns in price movements and if they can predict future price movement. The first part of the thesis presents with FOREX theoretical aspects, its characteristics and participants. In the second part of the thesis FOREX analysis tools are overviewed, focusing on technical analysis. Most popular technical analysis indicators are analyzed. The third part of the thesis provides with the essentials of FOREX trading strategy creation using technical analysis. In the fourth part the FOREX trading strategy using technical analysis is created and tested. The results of the trading strategy are presented and analyzed. Last part of the thesis contains the summary of the thesis, conclusions and suggestions. Thesis has 6 parts: introduction, theoretical and practical sections, conclusions and suggestions, references. Structure: introduction, theoretical and practical sections, conclusions and suggestions, references. Thesis consist of: 66 p. text without appendixes, 23 pictures, 5 tables, 62 bibliographical entries. Appendixes included. / Šiame baigiamajame magistro darbe nagrinėjami FOREX rinkos analizei naudojami techniniai indikatoriai, jų savybės bei galimybės. Pagrindinis baigiamojo darbo tikslas yra nustatyti, ar techninės analizės indikatoriai gali nustatyti vaiutų kainų kitimo pasikartojančius modelius ir ar jie gali numatyti kainų judėjimą ateityje. Pirmojoje baigiamojo darbo dalyje pristatomi teoriniai FOREX rinkos aspektai, jos dalyviai bei charakteristika. Antrojoje baigiamojo darbo dalyje apžvelgiami FOREX analizės įrankiai, išskiriant techninę analizę. Aprašomi populiariausi techninės analizės indikatoriai. Trečiojoje baigiamojo darbo dalyje nagrinėjami pagrindiniai prekybos FOREX rinkoje strategijos kūrimo naudojant techninę analizę elementai. Ketvirtojoje baigiamojo darbo dalyje kuriama ir testuojama prekybos FOREX rinkoje strategija naudojant techninę analizę. Pateikiami prekybos strategijos rezultatai bei jų analizė. Paskutinėje baigiamojo darbo dalyje, remiantis gautais rezultatais, pateikiamos išvados ir pasiūlymai. Darbą sudaro 6 dalys: įvadas, teorinė, praktinė dalys, išvados ir siūlymai, literatūros sąrašas. Darbo apimtis – 66 p. teksto be priedų, 23 iliustr., 5 lent., 62 bibliografiniai šaltiniai. Atskirai pridedami darbo priedai.

Šiame baigiamajame bakalauro darbe tiriamas strategijų, paremtų technine analize, taikymas prekyboje Forex rinkoje. Pirmiausia teorinėje dalyje nagrinėjama pasaulinės valiutų rinkos sistema, aptariami privataus asmens dalyvavimo šioje rinkoje aspektai. Po to atskleidžiama techninės analizės specifika, pateikiant jos sampratą, pagrindines priemones bei teorinius, techninės analizės pagrindu sudarytos, strategijos formavimo principus. Praktinėje dalyje vertinamos, pagal teorinėje dalyje atskleistus principus, sudarytų strategijų efektyvumas Forex rinkoje analizuojant istorinius duomenis. Atliekant tyrimą buvo naudojamos šešios valiutų poros, siekiant įvertinti techninės analizės efektyvumo priklausomybę nuo valiutų poros likvidumo. Rašant darbą buvo naudotasi Lietuvos bei užsienio autorių moksline literatūra, internetiniais portalais bei Meta Trader 4 programa analizuojant istorinius duomenis. / This Bachelor's thesis analyses on technical analysis based strategies usage in Forex market. At first in theoretical part author looks into the system of Forex market, and presents it from private investor point of view. Later the particularity of technical analysis is presented by inducting it‘s definition, basic instruments and theoretical on technical analysis based strategies forming principles. In practical part the efficiency of technical analysis strategies is tested by analysing historical data. In this research six currencies pairs were used in order to value the relation between efficency of technical analysis and currency pair liquidity. In writing of thesis author used Lithuanian and foreigner authors literature, internet sites and Meta Trader 4 program by analysing historical data.

Magistriniame darbe nagrinėjamas vertybinių popierių portfelio optimizavimas panaudojant saviorganizuojančius neuroninius tinklus (SOM). Darbe supažindinta su SOM algoritmu, neuroninio tinklo struktūra. Aprašytas SOM panaudojimas finansinėse operacijose. Detaliai aprašyta vertybinių popierių analizės specifika. Supažindinama su technin��, bei finansine analizėmis, bei jų metodais ir indikatoriais. Atlikta teorinė finansinių rodiklių analizė, kurios metu, naudojant OMX Vilnius vertybinių popierių biržos istorinius duomenis, nustatyta finansinių rodiklių tinkamumas vertybinių popierių portfelio optimizavimo uždaviniams spręsti. Projektinių sprendimų dalyje aprašytos finansinių rodiklių modifikacijos, bei pritaikymas vertybinių popierių portfelio optimizavimui. Sukurtas VP portfelio optimizavimo modelis. Modelio teisingumas pagrįstas atliktais praktiniais eksperimentais naudojant istorinius duomenis. Parašytos praktinės VP portfelio optimizavimo modelio taikymo rekomendacijos. Suformuluotos magistrinio darbo išvados. / There is analyzed stock portfolio optimization by using self-organizing maps (SOM) in Master thesis. It introduce with SOM algorithm neuron network structure. Also there is described SOM usage in financial operations. Particularity of stock analysis is described. There are introduction with technical, financial analysis and their methods and indicators. It was performed theoretical financial indicators analysis using OMX Vilnius stock market historical data and find out financial indicators suitability for stock portfolio optimization problem solving. Financial indicators modifications and their usage in stock portfolio optimization are described in project decision chapter. VP portfolio optimization model was created and models correctness based on practical experiments using historical data. Practical VP portfolio optimization usage recommendations are given there. Master thesis conclusions are defined in this work.

Šiame baigiamajame bakalauro darbe nagrinėjamas techninės analizės taikymas valiutų prekyboje. Dažniausiai pasitaikantys grafikų modeliai, techniniai indikatoriai, ir jų savybės bei galimybės. Pagrindinis baigiamojo darbo tikslas yra išanalizuoti techninės analizės patikimumą euro ir dolerio poroje 4 valandų grafike. Pirmoje baigiamojo darbo dalyje pristatomi techninės analizės pradininkai, taip pat pristatoma techninė analizė teoriniu aspektu. Antroje darbo dalyje analizuojami grafiniai modeliai buvę 2011 metais, pateikiami pavyzdžiai su galimais pelno tikslais. Pateikiama populiariausių indikatorių gaunami signalai pirkti – parduoti valiutų porą. Pateikiama lentelė pagal ,,MacD‘‘ histogramos divergencijos 2011 metų parodymus. Paskutinėje baigiamojo darbo dalyje pateikiamos išvados ir pasiūlymai. / Bachelor’s Final Work presents the research of technical analysis in currency trading. The most common graphic patterns, technical indicators, and their properties and possibilities are described. The main goal of this thesis is to analyze the technical analysis of the reliability of the euro-dollar pair of 4-hour chart. The first part presents technical analysis pioneer, also presents a theoretical analysis of the technical aspect. The second part of the thesis provides graphic patterns which were in 2011, are examples of the potential for profit. Provides the most popular indicators has signaled buy - sell currency pair. A table according to,, MACD histogram divergence'' of 2011 signals have been showed. Last part of the thesis contains the summary of thesis, conclusions and suggestions, references.

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This diploma thesis aims at assessing stock market efficiency using seventeen shares and stock index S&P 500 which represents whole market. Selected shares were traded using several tools from technical analysis from 2012 to 2016. Trading is based on buy / sell signals. These signals were generated by 38 automatic trading strategies, created from crossing rates and sliding averages, by crossing two different sliding averages and based on technical indicators MACD, RSD and Momentum. Theoretical part of this work is dedicated to capital market, stock market efficiency assessment, shares and different types of analysis, mainly to technical. Results of stock market efficiency assessment of finances when trading all tested strategies can be found in the practical part. Random movements of rates were proven, this implies that market is slightly effective. Best trading strategy cannot be determined, because there are too many factors influencing results. Passive strategy achieved better profit. According to complete average results, MACD a 50+200EMA has highest success rate. Least appropriate strategies were MACD+SL and RSI_30+70_2. The worst shares for active trading were EBS and MRK, best LCI, ABC and VRX.

A versatilidade do mercado de opções o torna atrativo para diversos perfis de investidores. Especuladores e hedgers dispõem de uma grande variedade de estratégias e conseguem modelar uma relação risco-retorno apropriada para o seu perfil de investimento. Operar nesse mercado, no entanto, exige do investidor muito cuidado em suas análises, já que uma operação malsucedida pode ter um efeito muito mais desastroso do que no mercado à vista. Surge, então, o interesse no uso da Análise Gráfica, como uma poderosa ferramenta de reconhecimento de tendências, para a identificação de melhores oportunidades de operação. O objetivo deste estudo foi avaliar a eficiência da aplicação da Análise Gráfica no mercado de opções. A estratégia adotada foi a de realizar operações com opções a partir da Análise Gráfica dos ativos no mercado à vista. Foram estudadas séries históricas das cotações da Petrobras PN (2004 a 2008), Telemar PN (2004 a 2006) e Vale do Rio Doce PNA (2006 a 2008). Foram identificadas 79 oportunidades de operação e seus resultados variaram entre um prejuízo de 95,72% e um lucro de 801,96%. Os resultados sugerem que operar no mercado de opções a partir da Análise Gráfica dos ativos no mercado à vista pode ser uma estratégia muito lucrativa, desde que alguns cuidados fundamentais sejam tomados para amenizar a exposição ao grande risco imposto pelas operações com opções. / The versatility of the options market makes it attractive to investors of various profiles. Speculators and hedgers hold a great variety of strategies and manage to model an appropriate risk-return relationship which fits their investment profile. Nevertheless, in order to trade in this market, an investor must be very careful in his analysis, once an unsuccessful trade might have a much more disastrous effect than in the stock market. It comes to light, then, the interest in the usage of the Technical Analysis as a powerful tool for spotting trends in order to identify the best trade opportunities. The objective of this study was to evaluate the efficiency of the application of the Technical Analysis in the options market. The adopted strategy was to trade options based on the Technical Analysis of its underlying instrument. A variety of historical prices of Petrobras PN (2004 to 2008), Telemar PN (2004 to 2006) and Vale do Rio Doce PNA (2006 to 2008) were studied. Seventy-nine trade opportunities were identified and their results varied from a 95.72% loss to an 801.96% profit. The results suggest that trading in the options market based on the Technical Analysis of its underlying instrument might be a very profitable strategy, provided that some fundamental precautions are taken in order to minimize the exposure to the great risk presented by the options trading.

[pt] Desenvolvemos um modelo de mercado de ações baseado em agentes e o simulamos numericamente. Os agentes são heterogêneos, possuem aversão ao risco e adotam estratégias de negociação provenientes da análise técnica. As flutuações são governadas por uma componente estocástica no investimento dos agentes. O modelo reproduz os fatos estilizados observados empiricamente nos mercados de ações no regime normal, tais como distribuição de retornos com caudas longas, memória de curto-alcance na série temporal de retornos e correlação de longo-alcance na volatilidade. Nossas simulações mostram que estes fenômenos empíricos emergem endogenamente do comportamento coletivo dos agentes, apesar da simplicidade do modelo. Isto sugere que a dinâmica complexa do mercado não surge da complexidade do comportamento individual dos investidores, mas sim da interação entre eles através da formação do preço de mercado. / [en] We develop a multi-agent based model of stock market and simulate it numerically. The agents are heterogeneous and risk-averse, adopting trading strategies deriving from technical analysis. The fluctuations are driven by a stochastic component in agent´s investment. The model is able to capture the stylized facts observed empirically in the stock markets in the normal regime, such as long tails in the distribution of returns, short-memory in the return temporal series and long-range correlation in volatility. Our simulations show that these empirical phenomenons emerge endogenously from the collective behavior of the agents, despite the simplicity of the model. This suggests that the complex market dynamics do not arise from the complexity of the individual investors but rather from interactions between them trough the market price formation.

This diploma thesis deals with the testing of the success of individual candlestick patterns of technical analysis. In the first part the theoretical basis of technical analysis and candlestick patterns will be presented. The second part will define basic candlestick patterns and their program definition. Backtesting on historical data will verify the success of individual candlestick patterns on EURUSD currency pair. In the third part, a trading system will be built based on the results of the testing of the candlestick patterns. An optimal setting of the trading system will be proposed. The aim of the thesis is to test success rate of candlestick patterns and find out if the candlestick pattern trading system is able to generate profits.