A Report On The Data - 2636 Words

Based on the objectives of the experiment, it is important to describe the credit datasets, the classiers, the combination techniques of the classiers, and lastly the software used in carrying out the experiments.. 3.1 Datasets To access the prediction accuracy of the four classiers and their combinations in the two class classication problem analysis, two real life datasets taken from the University of California, Irvine(UCI) repository were used. These datasets are described below [28]. 3.1.1 German Credit Datasets This is a nancial dataset which is made up of 1,000 instances. This dataset records 700 cases of creditworthy applicants and 300 cases of applicants who are not credit-worthy. It contains categorical and symbolic attributes. The German credit dataset is of two forms [26] [29].  The original dataset german.data consists of 20 attributes of which,7 are numerical and 13 categorical).  The german.data-numeric an edited copy of the original dataset which consist of 24 numeric attributes. The german.data-numeric which has 24 input variable basically represents 19 attributes with 4 of these attributes changed to dummy variables. The 20 attributes in the German.data or the 24 attributes in the german.data-numeric are some basic information about applicants needed in creating a score card which will be used to predict if an applicant will default or not. This information is seen in the table below. Attribute Information Attribute 1 Status of existingShow MoreRelatedMapinfo Data Report758 Words   |  4 Pagesanalysing the spatial data of the new location site. Moreover, this software helped me to provide 3D dimensional view of the terrain land and also rotating as well as magnifying the projected maps. I correlated the Google earth which produce earth based satellites maps and photographs for getting more information about neighbouring BTS towers nearby the new location. 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Enterprise Risk Management ( Erm ) - 1726 Words

Enterprise Risk Management (ERM) is the ability to identify, manage and/or mitigate risks that can affect the overall business operations down to the day to day operations of an organization (Hampton, J., 2009). The overall Enterprise Risk Management (ERM) entails the utilization of a holistic model to identify risks that face an organization. ERM is not successful when it is managed in silos. Doing so could lead to the organization not having a clear understanding of risks and a misunderstanding of their risk appetite. There are many important components involved in the overall ERM process. Therefore, ERM can be implemented through creating a risk –aware culture, the implementation of the Risk Focused Allocation Framework (RFRAF) and an operations review which creates and implements a risk strategy for an organization. The overall framework of ERM is dependent on a risk-aware culture. A strong culture is one in which decisions are made in a disciplined way, taking into a ccount considerations of risk and reward on an informed basis (Fraser, 2010, pg. 87). Each organization is different and the structure of how it is run, what is important, and what is expected are all different. The definition of risk â€Å"is the potential to lose something worth value† (Risk, 2014). The culture at an organization must be aware of the risk appetite, allowing managers and other employees to make informed decisions based on the amount of risks the organization is willing to take. Having aShow MoreRelatedI.Introduction . Enterprise Risk Management (Erm) Started2499 Words   |  10 PagesI. Introduction Enterprise Risk Management (ERM) started to steady down at the end of 1990s and has been mostly recognized as the expectations for the effective management and corporate governance. 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It is a structured and disciplined approach in aligning strategy, processes, people, technology and knowledge with a purpose of evaluating and managing the uncertainties the enterprise faces as it creates value† (Woon, Azizan, Samad,  2011, p.  23). Had Non-Linear Pro utilized Enterprise Risk Management, the company would have been able to reduce their liability

Coolidge vs New Hapmshire Essay Example For Students

Coolidge vs New Hapmshire Essay Guston had three distinct phases or styles during his artistic career, all of them remarkably successful. After first working as a muralist in a relatively realistic style, he became prominent in the late 1940s and early 1950s as part of the abstract expressionism movement. Beginning in the late 1960s, his late period of clunky, expressive paintings of the human form marked the start of a revolt against the abstract style that had dominated American painting since the early 1950s. Born Philip Goldstein in Montreal, Canada, Guston moved with his Russian-Jewish emigr parents to Los Angeles, California in 1919. His father committed suicide in 1920. In 1927 Guston attended Manual Arts High School, together with American artist Jackson Pollock; both were expelled in 1928. Guston never returned, and his only other formal schooling was three months at the Otis Art Institute in Los Angeles in 1930. In 1935 he moved to New York City, and in 1937 married poet Musa McKim and changed his name. During World War II (1939-1945) Guston taught art at the University of Iowa in Iowa City. During his early artistic phase, which lasted from his youth in California until the late 1940s, he painted the human form in a style influenced by the abstract geometry of European modernism and the patriotic themes of Mexican mural painting. Guston painted murals for the Works Progress Administration Federal Art Project between 1935 and 1940, executing, among other projects, a major commission for the 1939 New York Worlds Fair: Maintaining Americas Skills (now destroyed). None of his murals have survived, but canvases that he also worked on during this period, such as Bombardment (1937-1938, Estate of Philip Guston) and The Gladiators (1938, The Edward R. Broida Trust, Los Angeles), are allegories (symbolic stories) with a strong strain of social protest. By the late 1940s Guston was turning increasingly to abstraction, and by the early 1950s he was a prominent figure-along with Pollock-in the so-called New York school of abstract expressionist painters. Abstractions such as Painting (1954) and The Clock (1956-1957), both in the Museum of Modern Art, New York, though quite different from each other, are typical of Gustons middle period. Both are marked by a concentration of short strokes of high-pitched colors, jumbled at the center of a field of lighter color. By the late 1960s, Guston had abandoned abstraction, instead drawing cartoonish heads, clocks, lightbulbs, and hooded figures recalling the Ku Klux Klan figure in his early painting The Conspirators (1932, location unknown). In 1970 he exhibited these radically different paintings for the first time, in a major show in New York City. Reviews were harshly negative, and former friends shunned him. Guston withdrew from the New York City art scene, spending most of his time in Woodstock, New York, and forming close friendships with American poets Bill Berkson, Clark Coolidge, William Corbett, and Stanley Kunitz, all of whom, in addition to Musa McKim, he collaborated with on a series of projects that he called his Poem Pictures. Guston painted at a steady pace throughout the 1970s, producing works in which lone, sometimes hooded figures or disembodied heads, eyeballs, or feet typically lurk in apocalyptic junkyards scattered with clocks, bricks and other debris. Painting, Smoking, Eating (1973, Stedelijk Museum, Amsterdam, The Netherlands), is a self-portrait showing Guston in his studio, which is piled with shoes and lit by a naked lightbulb. The dark subject matter in these works belies their cheerfully naive painting style. Of Gustons three phases, the last proved most influential on a subsequent generation of artists, the figurative neoexpressionists of the 1980s, including American painter Julian Schnabel and German painter Georg Baselitz, in whose work the impact of Gustons expressive and unique imagery is evident.