Time Series Prediction of Earthquake Input by using Soft Computing Hitoshi FURUTA‚ Yasutoshi NOMURA Department of Informatics‚ Kansai University‚ Takatsuki‚ Osaka569-1095‚ Japan nomura@sc.kutc.kansai-u.ac.jp Abstract Time series analysis is one of important issues in science‚ engineering‚ and so on. Up to the present statistical methods[1] such as AR model[2] and Kalman filter[3] have been successfully applied‚ however‚ those statistical methods may have problems for solving highly nonlinear
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planning tool that helps management in its attempts to cope with the uncertainty of the future‚ relying mainly on data from the past and present and analysis of trends. Forecasting entails the use of historic data to determine the direction of future trends. Forecasting is used by companies to determine how to allocate their budgets for an upcoming period of time. This is typically based on demand for the goods and service it offers compared to the cost of producing them. Investors utilize forecasting
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TIME SERIES MODELS Time series analysis provides tools for selecting a model that can be used to forecast of future events. Time series models are based on the assumption that all information needed to generate a forecast is contained in the time series of data. The forecaster looks for patterns in the data and tries to obtain a forecast by projecting that pattern into the future. A forecasting method is a (numerical) procedure for generating a forecast. When such methods are not based upon
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Course Outline for Spring 2012‚ Statistics 153: Introduction to Time Series January 16‚ 2012 • Instructor: Aditya Guntuboyina (aditya@stat.berkeley.edu) • Lectures: 12:30 pm to 2 pm on Tuesdays and Thursdays at 160 Dwinelle Hall. • Office Hours: 10 am to 11 am on Tuesdays and Thursdays at 423 Evans Hall. • GSI: Brianna Heggeseth (bhirst@stat.berkeley.edu) • GSI Lab Section: 10 am to 12 pm OR 12 pm to 2 pm on Fridays at 334 Evans Hall (The first section will include a short Introduction
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Time Series Regression 3.1 A small regional trucking company has experienced steady growth. Use time series regression to forecast capital needs for the next 2 years. The company’s recent capital needs have been: ══════════════════════════════════════════════ Capital Needs Capital Needs (Thousands Of (Thousands Of Year Dollars) Year Dollars) -------------------------------------------
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domestic production process. The second is forward vertical FDI in which an industry abroad sells the foods of a firm ’s domestic production processes. Analysis of advantages and disadvantages of FDI In addition to FDI‚ the firms are also able to expand foreign market by means of exporting and licensing. Compared with exporting and licensing‚ the advantages of FDI for companies 1. Low transportation cost. As far as the firms which mainly adopt horizontal FDI are concerned‚ transportation cost must normally
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McClarren Before determining the advantages and disadvantages to the use of biofuels‚ it is first necessary to establish what biofuels are. With the increasing costs of barrels of oil and the negative effects imposed on the environment by these fuels‚ biofuels were created. By dissecting the word‚ its meaning can be discovered. With the prefix “bio-“ meaning life‚ biofuel means just that‚ fuels derived from living subjects. With consumer demand reaching all-time high levels‚ the creation of biofuels
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ADVANTAGES AND DISADVANTAGES OF INTERNET INTRODUCTION Internet has become the most ever powerful tool for man throughout the world. The internet is a collection of various services and resources. Although‚ many people still think e-mail and World Wide Web as the principle constituents of internet‚ there is lot more in store than e-mail‚ chat rooms‚ celebrity web sites and search engines. It also became the best business tool of modern scenario. Today internet has brought a globe in a single
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Part-Time Jobs 1 at an arcade‚ at the movies‚ at a golf course‚ at a flower shop‚ at a clothing store‚ at a music store‚ at the post office‚ at a mall‚ at a convenience store‚ at an information desk‚ at a video store‚ at a company‚ at a hotel‚ at a gas station‚ at a fast-food restaurant‚ at a laundromat‚ at a car wash‚ at a camp Mark’s note: I use this first set to practice ’where?’ - -> ’at ...’ and to practice the third person singular: - ’She works at an arcade.’ - ’Where does s/he
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Taking part-time jobs has become the phenomenon among university students‚ and some students in Soochow University follow this trend as well. Indeed‚ there are some advantages; however‚ there are also some disadvantages. One of the advantages is that students can earn money. Some students have to earn money on their own to pay the tuition while some students just earn money to pay for their expenditure or satisfy their desire. In this material-oriented society‚ money is important and indispensable
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