...particular concern is the fairly routine use of a variation of exploratory factor analysis wherein the researcher uses principal components analysis (PCA), retains components with eigenvalues greater than 1 and uses varimax rotation, a bundle of procedures affectionately termed “Little Jiffy” …” Preacher, K. J., MacCallum, R. C. (2003). Repairing Tom Swift's Electric Factor Analysis Machine. Understanding Statistics, 2(1), 13-43. DECRIPTION: This session will first introduce students to factor analysis techniques including common factor analysis and principal components analysis. A factor analysis is a data reduction technique to summarize a number of original variables into a smaller set of composite dimensions, or factors. It is an important step in scale development and can be used to demonstrate construct validity of scale items. We will then move onto cluster analysis techniques. Cluster analysis groups individuals or objects into clusters so that objects in the same cluster are homogeneous and there is heterogeneity across clusters. This technique is often used to segment the data into similar, natural, groupings. For both analytical techniques, a focus will be on when to use the analytical technique, making reasoned decisions about options within each technique, and how to interpret the SPSS output. Slide 2 Overview • Factor Analysis & Principal Components Analysis • Cluster Analysis –Hierarchical –K-means Slide 3 Readings • Tabachnick, B. G., & Fiddel...
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...performance of the banking system in Nigeria. To do this, factor analysis technique was used on the factors identified by the collaborative study of the CBN/NDIC. The result revealed that factors such as undue interference from board members, political crises, undercapitalization and fraudulent practices are the most critical factors inhibiting the efficient performance of the Nigerian financial institutions. The author therefore contends that the just concluded N25billion recapitalization exercise of the central bank was a necessary but not a sufficient measure in the right direction. The sufficient measure must be one that controls all the identified critical factors at the same time. 1.0. Introduction Banks in most economies are the principal depositories of the public's financial savings, the nerve centre of the payment system, the vessel endowed with the ability of money creation and allocation of financial resources and conduit through which monetary and credit policies are implemented. The success of monetary policy, to a large extent, depends on the health of the banking institutions through which the policies are implemented. As a result of this central role of banks in the economy, their activities have to be kept under surveillance to ensure that they operate within the law in line with safe and sound banking practices so that the economy will not be jeopardized. Hence, governments generally legislate to influence and/or...
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...Nonparallel Support Vector Machines for Pattern Classification Lokesh Sharma sharma.123lokesh@gmail.com Anand Mishra anand.lnmiit@gmail.com Vaibhav Kumar Soni vbhvsoni22@gmail.com Sudhanshu Bansal sudhanshu.bansal@lnmiit.ac.in Prasant Rathore prasant.rathore@lnmiit.ac.in The LNM Institute of Information Technology, Jaipur (INDIA) Abstract—We introduce a nonparallel classifier knows as nonparllel support vector machine(NPSVM) for the purpose of binary classification. Proposed NPSVM is totally different from the existing non parallel classifier, such as the generalized eigenvalue proximal support vector machine (GEPSVM) and the twin support vector machine (TWSVM). NPSVM has several incomparable advantages:1) Two primal problems are constructed implementing the structural risk minimization principle; 2) The dual problems of these two primal problems have the same advantages as that of the standard SVMs, so that the kernel trick can be applied directly; 3)The dual problems have the same elegant formulation with that of standard SVMs and can certainly be solved efficiently by sequential minimization optimization algorithm, while existing GEPSVM or TWSVMs are not suitable for large scale problems; 4) It has the inherent sparseness as standard SVMs; 5) Existing TWSVMs are only the special cases of the NPSVM when the parameters of which are appropriately chosen. Experimental results on lots of datasets show the effectiveness of our method in both sparseness and classification...
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...Q U A N T I T A T I V E F I N A N C E V O L U M E 2 (2002) 45–60 INSTITUTE O F PHYSICS PUBLISHING RE S E A R C H PA P E R quant.iop.org Dynamics of implied volatility surfaces Rama Cont1,3 and Jos´ da Fonseca2 e Centre de Math´ matiques Appliqu´ es, Ecole Polytechnique, F-91128 e e Palaiseau, France 2 Ecole Superieure d’Ingenierie Leonard de Vinci, F-92916 Paris La D´ fense, e France E-mail: Rama.Cont@polytechnique.fr and jose.da fonseca@devinci.fr Received 20 September 2001 Published 4 February 2002 Online at stacks.iop.org/Quant/2/45 1 Abstract The prices of index options at a given date are usually represented via the corresponding implied volatility surface, presenting skew/smile features and term structure which several models have attempted to reproduce. However, the implied volatility surface also changes dynamically over time in a way that is not taken into account by current modelling approaches, giving rise to ‘Vega’ risk in option portfolios. Using time series of option prices on the SP500 and FTSE indices, we study the deformation of this surface and show that it may be represented as a randomly fluctuating surface driven by a small number of orthogonal random factors. We identify and interpret the shape of each of these factors, study their dynamics and their correlation with the underlying index. Our approach is based on a Karhunen–Lo` ve e decomposition of the daily variations of implied volatilities obtained from market data. A simple factor model...
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...Journal of Economics and Behavioral Studies Vol. 2, No. 4, pp. 138-150, Apr 2011 Factors Affecting Retailers Attitude towards Manufacturers: A Study on Unilever Intisar Alam, 2Afreen Choudhury* Business School, BRAC University, Bangladesh 2Faculty of Business Administration, East West University, Bangladesh *ac@ewubd.edu 1BRAC 1Muhammad Abstract: The study addresses broadly the performance related issues as to what extent is the impact of various factors responsible in terms of retailers for doing business with manufacturers in FMCG (Fast Moving Consumer Goods) sector at Dhaka in Bangladesh. The theoretical framework was designed based on the literature and hence two hypotheses were formulated. The samples were selected by Proportionate Stratified Sampling method. The data were collected by distributing 10 items questionnaires to 50 retailers under different categories in Dhaka. The questionnaire was developed on the basis of exploratory research which were used to measure retailers attitude. Data collected were sorted out and keyed in into SPSS and were analyzed using descriptive statistics to answer the research question. Using the Factor analysis we have extracted four factors and named those factors as Manufacturer’s Production Standard, Managerial Efficiency, Promotional Capability and Customer Solution Capability. The result of the Multiple Regression analysis showed that there is a significant relationship between retailers’ attitude (dependent variable) and the factors...
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...This study examines the applicability of theory of reasoned action (TRA) in a context of Islamic pawnshop using structural equation modelling (SEM). The present study presents a simplified theory of TRA, hence it is intended to test whether the two constructs in the theory are acceptable or not in a newly context of Islamic pawnshop. The simplified theory is tested using survey data from 250 respondents. Out of these, only 221 questionnaires are found to be usable whilst the rest are omitted owing to the incomplete responses. The results reveal that attitude was significantly related to the intention to use Islamic pawnshop. Subjective norm was also significantly associated with the intention to use Islamic pawnshop. In sum, the present study provides us valuable insights for service providers to future planning of Islamic pawnshop businesses. Key words: Attitude, subjective norm, questionnaire-survey, theory testing, Islamic pawnshop, Malaysia. INTRODUCTION In this study, an Islamic pawn is normally noted as arRahnu. Ar-Rahnu is defined as a method of providing short-term financing to a person by pawning her jewellery to banks or pawnshops as a security. It is one of the micro financing facilities available for low and middle class income earners who are seeking financial assistance to meet two purposes. Firstly, for precautionary purposes, mainly when one encounters unexpected situations such as death and accident which required quick cash, and less cumbersome financial assistance...
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...Introduction to Decision Making Methods János Fülöp Laboratory of Operations Research and Decision Systems, Computer and Automation Institute, Hungarian Academy of Sciences 1. Decision Making Process “Decision making is the study of identifying and choosing alternatives based on the values and preferences of the decision maker. Making a decision implies that there are alternative choices to be considered, and in such a case we want not only to identify as many of these alternatives as possible but to choose the one that best fits with our goals, objectives, desires, values, and so on.” (Harris (1980)) According to Baker et al. (2001), decision making should start with the identification of the decision maker(s) and stakeholder(s) in the decision, reducing the possible disagreement about problem definition, requirements, goals and criteria. Then, a general decision making process can be divided into the following steps: Step 1. Define the problem “This process must, as a minimum, identify root causes, limiting assumptions, system and organizational boundaries and interfaces, and any stakeholder issues. The goal is to express the issue in a clear, one-sentence problem statement that describes both the initial conditions and the desired conditions.” Of course, the one-sentence limit is often exceeded in the practice in case of complex decision problems. The problem statement must however be a concise and unambiguous written material agreed by all decision makers and stakeholders...
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...SUMMER INTERNSHIP PROGRAM PROJECT REPORT PROJECT TITLE: DEVELOPMENT OF BUSINESS STRATEGIES AND MEASURING THE EFFECTIVENESS OF DIRECT MARKETING ALONG WITH STUDENT’S PREFRENCES FOR ENTRANCE EXAM PREPARATION AT EduMENTOR COMPANY NAME: EduMENTOR EDUCATIONAL SERVICES UNDER GUIDANCE OF Prof.Dr.Y Malini Reddy SUBMITTED BY: NAME: Eshita Miglani ENROLLMENT ID: 09BSHYD0272 CONTACT NO.: 09910436436 EMAIL ID: eshitamiglani@yahoo.co.in ABSTRACT The project focuses on the various business operations that an organization, relating to the field of educational services undertakes, that help them build an identity for themselves in the niche marketing that they are catering to. In presence of immense competition, the major part of the study comprises of the detailed study of areas that not only improve and develop the product of the company but also help them reach a wider target audience. The business model of Edumentor has immense growth potential in the future, keeping in mind the recessionary periods. Hence, a study on organizational development of Edumentor and its various operations is the most prudent thing to do. In all, the study will encompass all functional areas of the organization. The project has been broken down into various phases for better understanding and segregation of work and operations undertaken ACKNOWLEDGEMENT The project I had undertaken required a lot of information gathering and guidance which has been provided by various...
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...2012 Available Online: 6 September 2012 Revised: 15 August 2012 DOI: 10.5861/ijrsm.2012.140 Accepted: 1 September 2012 Abstract In Bangladesh, lots of private commercial banks are contributing for economic growth. The performance of the banks depends on a well-structured communication system. So by maintaining an effective communication system, the banks can gain competitive advantage. Thus the study aims to investigate the communication barriers that should be removed for effective communication in the private commercial banks of Bangladesh. A structured questionnaire survey based on 5-point Likert-scale was conducted on 165 full-time employees of private commercial banks. The sample includes 15 private commercial banks. The Principal Component Analysis reveals three types of communication barriers; personal barriers, job barriers, and organizational barriers. Among these barriers, personal barriers are the most significant barriers according to the respondents of the study. Personal barriers include lack of English knowledge, local tone, opposite sex and hot temper. The second most important barriers are job barriers that include technical words, personal life and job monotony. The third most important barriers are organizational barriers which include defective technology and internal politics. Keywords: communication barriers; effective communication; private commercial banks; personal communication...
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...Journal of International Development J. Int. Dev. 22, 890–905 (2010) Published online 12 November 2009 in Wiley Online Library (wileyonlinelibrary.com) DOI: 10.1002/jid.1639 MANAGEMENT OF MICROFINANCE INSTITUTIONS: DO SUBSIDIES MATTER? MAREK HUDON* ´ libre de Bruxelles, Belgium and Burgundy School of Business, France CERMi, Universite Abstract: It is estimated that donors commit between US$ 800 million and US$ 1 billion to microfinance per year. This paper analyses the management of microfinance institutions (MFIs) and its relationship with donors’ subsidies. The results show that the level of subsidies granted per year is related to the management quality but not the subsidies divided by the gross loan portfolio or the total equity. Well-managed MFIs are larger and regulated organisations but not significantly older. The organisational structure or the experience of the MFI however does not play a role in determining its financial effectiveness, except for cooperatives. Copyright # 2009 John Wiley & Sons, Ltd. Keywords: microfinance; subsidies; management; governance; nonprofit JEL Classification: L31; M54; O16; Q14 1 INTRODUCTION Formal financial institutions have neglected a large part of developing country populations. Considered as high-risk clients, the poor have been denied access to financial services. Microfinance has been praised during the last twenty years as a new development policy tool serving people who have been excluded from the formal banking system. The...
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...A STUDY AFFECTIVE FACTOR EXTRACTION USING METHODOLOGY FOR KANSEI ENGINEERING Tsung-Hsing Wang Department of Life Product Design, SHU-TE University of Science and Technology, Taiwan ROC Email: ch8136@stu. edu. tw Abstract In recent years, the study affective factor selection (AFs) for Kansei engineering (KE) has been an important issue in the industrial design field. Consumers’ affective responses (CARs) are usually presented in the form of a choice of adjectives. Based on the KE concept, this study conducted Factor Analysis (FA), Clustering Analysis (CA) and Procrustes Analysis (PA) to select the CARs from mobile phones product’s shape. First, in the initial stage of the study, 60samples of mobile phones were collected from the fashion market place. Twenty-two pairs of adjectives describing the mobile phones were used for a Semantic Differential (SD) experiment. K-means was implemented to find the clustering segmentations of the CARs according to the factor loading from FA, and to obtain representative pairs of adjectives within the clustering segmentations. In the meanwhile, PA was also used to decide adjective priorities according to the sorting rule. Finally, these two methods were analyzed and compared. Keywords: Kansei engineering, Affective factor, Methodology, Clustering analysis, Procrustes analysis. Introduction In the field of consumer market, the appearance of a product tends to be an important factor affecting consumers’ purchasing decision...
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...AN ANALYSIS OF THE EFFECTS OF INTEREST RATE AND EXCHANGE RATE CHANGES ON STOCK MARKET RETURNS: EMPIRICAL EVIDENCE OF GHANA STOCK EXCHANGE A thesis submitted to the Institute of Distance Learning, Kwame Nkrumah University of Science and Technology in partial fulfillment of the requirement for the degree of COMMONWEALTH EXECUTIVE MASTERS OF BUSINESS ADMINISTRATION Institute of Distance Learning, KNUST JUNE, 2011 DECLARATION I hereby declare that this submission is my own work toward the Commonwealth Executive Master of Business Administration and that, to the best of my knowledge, it contains no material previously published by another person nor material which has been accepted for the award of any other degree of the University except where due acknowledgement has been made in the text. RANSFORD CHARLES ENYAAH (STUDENT ID No: 20103521) …………………… Signature …………………. Date Certified by: EDWARD ACHEAMPONG (SUPERVISOR) …………………… Signature …………………. Date Certified by: ……………………………… Head of IDL …………………… Signature …………………. Date i DEDICATION I dedicate this project work to the Lord Almighty and all my loved ones. ii ACKNOWLEDGEMENT First of all, I thank the almighty God for fulfilling his promises to my life and for granting me the strength, wisdom and knowledge to complete this work My profound gratitude goes to my Supervisor, Mr. Edward Acheampong (Lecturer, Methodist University College, Ghana) for his unflinching dedication...
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...GNU Scientific Library Reference Manual Edition 1.14, for GSL Version 1.14 4 March 2010 Mark Galassi Los Alamos National Laboratory Jim Davies Department of Computer Science, Georgia Institute of Technology James Theiler Astrophysics and Radiation Measurements Group, Los Alamos National Laboratory Brian Gough Network Theory Limited Gerard Jungman Theoretical Astrophysics Group, Los Alamos National Laboratory Patrick Alken Department of Physics, University of Colorado at Boulder Michael Booth Department of Physics and Astronomy, The Johns Hopkins University Fabrice Rossi University of Paris-Dauphine Copyright c 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010 The GSL Team. Permission is granted to copy, distribute and/or modify this document under the terms of the GNU Free Documentation License, Version 1.3 or any later version published by the Free Software Foundation; with the Invariant Sections being “GNU General Public License” and “Free Software Needs Free Documentation”, the Front-Cover text being “A GNU Manual”, and with the Back-Cover Text being (a) (see below). A copy of the license is included in the section entitled “GNU Free Documentation License”. (a) The Back-Cover Text is: “You have the freedom to copy and modify this GNU Manual.” Printed copies of this manual can be purchased from Network Theory Ltd at http://www.network-theory.co.uk/gsl/manual/. The money raised from sales of the manual...
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... | | | Table of Contents Contents Executive Summary 3 Background 4 Statement of the Problem 11 Approach to the Problem 12 Research Design 14 Data Analysis 15 Results 16 Limitation and Caveats 21 Conclusion and Recommendations 22 Exhibit 23 Reference 27 Executive Summary I am going to conduct a research project on “Effectiveness analysis of an IMC plan – analysis on DJUICE”. Integrated marketing communication is integration of all marketing tools, approaches, and resources within a company which maximizes impact on consumer mind and which results into maximum profit at minimum cost. It aims to ensure consistency of message and the complementary use of media. To be an Effective brand IMC plan plays a major role. Effectiveness of a brand is measured by consumer preference. Advertising and other promotional tools, Word of Mouth, Service quality, Tariff and Offer etc are the variables for preferring a mobile phone. The objective is to identify the effect of each factor on preference of Djuice. This research project could act as the guideline to estimate what the Djuice users expect from the company and what influence them to prefer one than other. Information is needed about: • What is their priority while users choose Djuice? • What are the various factors that have the impact...
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...SCHAUM’S outlines SCHAUM’S outlines Linear Algebra Fourth Edition Seymour Lipschutz, Ph.D. Temple University Marc Lars Lipson, Ph.D. University of Virginia Schaum’s Outline Series New York Chicago San Francisco Lisbon London Madrid Mexico City Milan New Delhi San Juan Seoul Singapore Sydney Toronto Copyright © 2009, 2001, 1991, 1968 by The McGraw-Hill Companies, Inc. All rights reserved. Except as permitted under the United States Copyright Act of 1976, no part of this publication may be reproduced or distributed in any form or by any means, or stored in a database or retrieval system, without the prior written permission of the publisher. ISBN: 978-0-07-154353-8 MHID: 0-07-154353-8 The material in this eBook also appears in the print version of this title: ISBN: 978-0-07-154352-1, MHID: 0-07-154352-X. All trademarks are trademarks of their respective owners. Rather than put a trademark symbol after every occurrence of a trademarked name, we use names in an editorial fashion only, and to the benefit of the trademark owner, with no intention of infringement of the trademark. Where such designations appear in this book, they have been printed with initial caps. McGraw-Hill eBooks are available at special quantity discounts to use as premiums and sales promotions, or for use in corporate training programs. To contact a representative please e-mail us at bulksales@mcgraw-hill.com. TERMS OF USE This is a copyrighted work and The McGraw-Hill Companies,...
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