The goal of this work is to extend the Time Series Data Mining (TSDM) framework [1-4] by developing techniques for measuring time series predictability. A time series X is "a sequence of observed data, usually ordered in time" [5, p. 1]. .
X={x(t),t=1,.,N},.
where t is a time index, and N is the number of observations. Time series predictability is a measure of how well future values of a time series can be forecasted, which will be studied in the context of the TSDM framework. Additionally, we see the possibility of integrating this work with two other parallel projects. These efforts aim to improve the computational performance of the TSDM methods by using alternative optimization techniques and developing distributed implementations of the TSDM methods.
Time series analysis is fundamental to engineering, scientific, and business endeavors. Researchers study systems as they evolve through time, hoping to discern their underlying principles and develop models useful for predicting or controlling them. Time series analysis may be applied to the prediction of welding droplet releases and stock market price fluctuations [1, 3].
Traditional time series analysis methods such as the Box-Jenkins or Autoregressive Integrated Moving Average (ARIMA) method can be used to model such time series. However, the ARIMA method is limited by the requirement of stationarity of the time series and normality and independence of the residuals [5]. The statistical characteristics of a stationary time series remain constant through time. Residuals are the errors between the observed time series and the model generated by the ARIMA method. The residuals must be uncorrelated and normally distributed. .
For real-world time series such as welding droplet releases, stock market prices, or motor fault detection and prediction, the conditions of time series stationarity and residual normality and independence are not met.
Project Proposal I would like to interview Angela C., a third year law student at Seattle University Law School who is currently employed at The Bianchi Law Firm in Seattle. I was recently introduced to Angela through a friend. She majored in political science here at the UW, and is now in her ...
They are evaluating Super Project, the manufacture of a new powdered dessert. Crosby Sanberg, a financial analysis manager, must determine the value in accepting the proposal, along with J.C. ... Sandberg has analyzed the different investment proposals based on three different capital allocation techniques. ... The acceptance or rejection of the project relies on the project's costs. ... Management also analyzed the project based on the amount of facilities-used. ...
PROJECT CYCLE The project cycle is the predictable pattern of development of any project. ... These factors along with the project complexity, project size and the overall project schedule will aid us in figuring out the right project delivery method to use. ... This then becomes the owner's project requirements or project description. Proceeding this, the owner will send out a request for proposals, contract conditions between the owner-design-builder and stipulate other technical and or performance specifications that should be met. The design-builder should respond to the request for...
Furthermore, the $165-million dollar project would also generate more then 600 direct jobs resulting in the spin off of more then $25-million dollars being delivered to the struggling Kenyan economy. (Russell 1) Another aspect in support of Tiomin mining proposal highlights the areas geographic location. ... Not only do the mines sit exceptionally low, in comparison to other projects and or extraction sites, they also have an estimated 85% purity level. ... Another aspect of equal measure focuses on the projects environmental feasibility. ... By excavating raw titanium, the radioactive element...
Activism Project Proposal (revision) Backround: Racism is a problem in the United States that activists, such as Martin Luther King Jr. and his daughter Yolanda King, have been working to change for centuries. ... The group gathered and came up with a proposal, and Ally typed it. 3. ... Each member was assigned their own section of racism the day of the proposal gathering. 5. ... Student who typed this proposal: Ally Stoeck...
Swift offers statistical data throughout his essay to further support the effectiveness of his proposal, providing the audience with specific detail about the number of children to be sold, their weight and price, and projected consumption patterns. ... Disgusted by the backwards state of Ireland and its social classes, author Jonathan Swift constructs a ridiculous proposal in his satirical essay "A Modest Proposal". ... Due to the fact that "A Modest Proposal" is satirical, the care that Swift displays for the poor in his essay, as witnessed through his proposal to allev...
In an attempt to bring poverty to the forefront, Jonathan Swift uses satire in his essay "A Modest Proposal" to shed light on the poverty and overpopulation in Ireland. ... Six Advantages of Eating Babies Swift not only gives the projected number of babies to sell, but the profits associated with the sales of each baby annually. ... With his matter of fact tone, Swift attempts to persuade the readers into his proposal by presenting the following six advantages. ... Swift closes his satirical essay with a bit of irony by assuring the readers that he has no economical gain from his p...
Prior to the settlement, Nader had established an organization of young lawyers called the Project on Corporate Responsibility. ... Of the five proposals on the agenda, two of which were of the Project, only one was ratified. All four of the other proposals including those of the Project, were overwhelmingly defeated by enormous majorities. ... The third annual meeting came around the following year and the Project was back once again. This time, however, the Project was the focal point of the meeting in which the vice-president of public relations for GM called the Project "a time-consum...
Dow's original plan was modified to adjust to the government's requirements and a new proposal was presented. ... Dow asserted in its proposal that the project offered only marginal returns to the company due to some peculiar characteristics: (1) it was heavily capital intensive, (2) the manufacturing cost had a high fixed-cost element, and (3) satisfactory returns would be obtained only when the levels of sales enabled its plants to operate near capacity. ... In response to "Dow Proposal", the Government of Indonesia assumed that the project would bring more benefits to the Company ...
So they put certain director and assistant as a leader in the healthcare and conservation project, at the same time they do the housing and other projects simultaneously. When they get offer of a new conservation or healthcare projects, the project architect and members of the team sometimes changes flexibly according to the suitability of the architects and the hierarchy of the projects. ... According to their website "key to Avanti's winning proposal was our 'on the ground' experience of the specialist work necessary to diagnose and repair terracotta through previous wor...
