...Bhabatosh Mitra,FM University, Balasore bhaba_mit@yahoo.co.uk Sabyasachi Pattnaik,,FM University, Balasore spattnaik40@yahoo.co.in Abstract- Data Classification is a prime task in Data mining. Accurate and simple data classification task can help the clustering of large dataset appropriately. In this paper we have experimented and suggested a simple ANN based classification models called as Minimal ANN ( MANN) for different classification problems. The GA is used for optimally finding out the number of neurons in the single hidden layered model. Further, the model is trained with Back Propagation (BP) algorithm and GA (Genetic Algorithm) and classification accuracies are compared. It is revealed from the simulation that our suggested model can be a very good candidate for many applications as these are simple with good performances. Keywords- ANN, Genetic Algorithm, Data classification I. INTRODUCTION Data classification is a classical problem extensively studied by statisticians and machine learning researchers. It is an important problem in variety of engineering and scientific disciplines such as biology, psychology, medicines, marketing, computer vision, and artificial intelligence [1]. The goal of the data classification is to classify objects into a number of categories or classes. Given a dataset, its classification may fall into two tasks i) supervised classification in which given data object is identified as a member of predefined class Unsupervised classification (or also...
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...Bhabatosh Mitra,FM University, Balasore bhaba_mit@yahoo.co.uk Sabyasachi Pattnaik,,FM University, Balasore spattnaik40@yahoo.co.in Abstract- Data Classification is a prime task in Data mining. Accurate and simple data classification task can help the clustering of large dataset appropriately. In this paper we have experimented and suggested a simple ANN based classification models called as Minimal ANN ( MANN) for different classification problems. The GA is used for optimally finding out the number of neurons in the single hidden layered model. Further, the model is trained with Back Propagation (BP) algorithm and GA (Genetic Algorithm) and classification accuracies are compared. It is revealed from the simulation that our suggested model can be a very good candidate for many applications as these are simple with good performances. Keywords- ANN, Genetic Algorithm, Data classification I. INTRODUCTION Data classification is a classical problem extensively studied by statisticians and machine learning researchers. It is an important problem in variety of engineering and scientific disciplines such as biology, psychology, medicines, marketing, computer vision, and artificial intelligence [1]. The goal of the data classification is to classify objects into a number of categories or classes. Given a dataset, its classification may fall into two tasks i) supervised classification in which given data object is identified as a member of predefined class Unsupervised classification (or also...
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...IOSR Journal of Business and Management (IOSR-JBM) e-ISSN: 2278-487X, p-ISSN:2319-7668, PP 29-35 www.iosrjournals.org Empirical study of Employee job Satisfaction Muhammad Rizwan 1, Waqas Mehmood Khan (Corresponding Author)2, Hafiz Muhammad Aqeel Tariq 3, Abdul Ghaffar 4, Malik Zubair Anjum5, Ehsan Ullah Bajwa 6 2 Lecturer, Department of Management Sciences – The Islamia University of Bahawalpur (Pakistan) , 3, 4, 5,6Student, Department of Management Sciences – The Islamia University of Bahawalpur (Pakistan) 1 Abstract: The main objective of this research report is to find the crucial problems, faced by the employees while working in organizations and find the ways how we make our employees loyal with their organization. The purpose of this research is to elaborate the key factors which are useful for the satisfaction of the employees i.e. workplace environment, reward and recognition, training and development and team work. These factors help to make the policies effective and through this effectiveness, efficiency takes place in the management process. This research paper is based on theoretical considerations, a model was proposed linking the employee job satisfaction (EJS) constructs. The survey was conducted in 2012 and covered 200 employees within the territory of Punjab in Pakistan. Through this survey we find a strong positive relationship between team work and all other factors.. Keywords: Employee job satisfaction, workplace environment, Reward and Recognition...
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...MSc thesis Information security Passport of the Future: Biometrics against Identity Theft? Marijana Kosmerlj NISlab Høgskolen i Gjøvik marijana@erdal.biz 30 June 2004 Sammendrag Formålet med biometriske pass er å forhindre ulovlig adgang av reisende inn i et land og å begrense bruken av forfalskede reisedokumenter ved en mer nøyaktig autentisering av reisende. Etter den 11. september 2001 har interessen for bruk av slike biometriske pass økt kraftig. Biometriske pass vil bestå av et høykapasitets smartkort som vil inneholde et bilde av passinnehaveren i tillegg til annen type identitetsinformasjon. I passkontrollen vil ett foto bli tatt av passeieren og sammenlignet med fotoet lagret i passet. Et systemdefinert parameter vil avgjøre om disse to fotoene er like nok til å fastslå om personen i de to fotoene er en og samme person. Mange utfordringer er knyttet til biometriske systemer slik som feilrater, “spoofing”angrep, ikke-universalitet og interoperabilitetsproblemer. Forskningen har vist hvor lett det er å lure biomtriske systemer ved bruk av for eksempel statiske foto. Denne rapporten går ett skritt videre og tar en nærmere titt på fiender og deres ressurser i et grensekontrollmiljø. Den tradisjonelle måten å beregne feilakseptraten til biometriske systemer på, vil ikke gjenspeile den virkelige feilakseptraten i dette miljøet. For eksempel, vil andelen av fiendene som har minst tyve ”look-alikes” i målpopulasjonen sett fra et biometrisk system’s perspektiv være...
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...ssA Summer Training Project Report ON “A STUDY ON MUTUAL FUND COMPANIES IN INDIA WITH SPECIAL REFERENCE TO RELIANCE MUTUAL FUND AND UTI MUTUAL FUND.” IN [pic] SUBMITTED TOWARDS THE PARTIAL FULFILMENT OF THE MASTER’S DEGREE IN BUSINESS ADMINISTRATION 2009-2011, AFFILIATED TO GAUTAM BUDDH TECHNICAL UNIVERSITY (GBTU), LUCKNOW UNDER THE GUIDANCE OF: Mr. Sanjeev Kumar Shukla (Cluster Head- Delhi/NCR) KARVY, Ghaziabad SUBMITTED BY: SUNIL KUMAR Roll No.: 0903070054 MBA- 3rd Sem. [pic] SCHOOL OF MANAGEMENT, INDERPRASTHA ENGINEERING COLLEGE, GHAZIABAD, 201010 DECLARATION I, SUNIL KUMAR the student of Master of Business Administration, IPEC- Semester 3rd (2009-11) hereby declare that, I have completed this project on “A STUDY ON MUTUAL FUND COMPANIES IN INDIA WITH SPECIAL REFERENCE TO RELIANCE MUTUAL FUND AND UTI MUTUAL FUND.” The submitted information is true & original to the best of my knowledge. Date: Student’s Signature Place: (SUNIL KUMAR) Roll No. 0903070054 ACKNOWLEDGEMENT Before we get into thick of things, I would like to add a few words of appreciation for the people who have been a part of this project right from its inception. The writing of this project has been one of the significant academic challenges I have faced and without the support...
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... ACKNOWLEDGEMENTS This Thesis would not have been completed with the continual support of our facilitator Dr. Apitep Saekow and we would like to thank him for his continued support and guidance throughout the writing of this research study. Our sincere gratitude also towards the Stamford International University for providing us with an opportunity to conduct this research and providing us with the necessary resources through the Stamford Library. Our Special thanks also goes out to all our friends who helped us distribute and complete the surveys for the purpose of this report. TABLE OF CONTENTS ABSTRACT i ACKNOWLEDGEMENTS ii TABLE OF CONTENTS iii LIST OF TABLES v LIST OF FIGURES vi CHAPTER 1 INTRODUCTION 1 1.1 General Introduction 1 1.2 Statement of Problem 3 1.3 Research Questions 4 1.4 Research Objectives 4 1.5 Scope and Limit of Study 5 1.6 Significance of Research 6...
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...University of Technology Master Thesis, Continuation Courses Marketing and e-commerce Department of Business Administration and Social Sciences Division of Industrial marketing and e-commerce 2006:56 - ISSN: 1653-0187 - ISRN: LTU-PB-EX--06/56--SE Relationship between service quality and customer satisfaction: In the case of CCG( Customer Centric Group) CO Supervisors: Dr.Albadvi , Dr.Khalifa Referee: Dr.Charsoghi Prepared by: Ali Dehghan Tarbiat Modares University Faculty of Engineering Department Industrial Engineering Lulea University of Technology Department of Business Administration and Social Sciences Division of Industrial Marketing and E-Commerce MSc PROGRAM IN MARKETING AND ELECTRONIC COMMERCE Joint 2006 1 ABSTRACT RELATIONSHIP BETWEEN SERVICE QUALITY & CUSTOMER SATISFACTION: IN THE CASE OF CCG (CUSTOMER CENTRIC GROUP) CO These days all the organizations are realizing the significance of customer –centered philosophies .One of the key challenges of them is how they manage service quality, which holds a great importance to customer satisfaction. The purpose of this research was to gain a better understanding of the service quality dimensions that affect customer satisfaction from customer perspective. Based on a detailed literature review, a frame of reference was developed. Some service quality dimensions were selected to be tested in CCG CO operations and its relationship with customers in order to explore the relationship between...
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..."2008 Korea Pharmaceutical Industry Directory" as part of the "Actual analysis of Korean pharmaceutical Industry", Korea Health Industry Development Institute(KHIDI)'s own project. December 2008 ￭ ￭ ￭ • ⅰ Chapter 1. Outline of The Project 1. Objectives and Background of Investigation ◦The existing directory book has indicated limitations in promoting Korean pharmaceutical industry internationally or domestically, failing to offer practical help. ◦For this reason, this investigation is to have a thorough grasp of ranges of business and current status of investments and technology by pharmaceutical and companies to utilize and in to strengthen their industrial by competitiveness promoting them overseas collecting and offering basic data needed for promoting transfer of technology with home and abroad institutions. ◦Also, necessity for systematic and detailed data of industrial current status that can be utilized by companies who are making commitment for the development of pharmaceutical industry. 2. Targets and Contents of Directory Book 1) Targets for directory book •Korean Pharmaceutical companies: 81 companies. 2) Contents of directory book •Investigation items 3. Method and Way for Utilization 1) Method □ Ways to select investigation targets and to promote them were developed through consultation from consultation committees and domestic pharmaceutical companies (including unlisted ones) ◦Investigated based on basic data involving...
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