...DENOISING OF ECG SIGNALS USING WAVELETS AND CLASSIFICATION USING SVM Shivanesan S M. 1, Pradheep M. 1, Sharath K. 1, Aravind Prasad. 1, Manoj M. 1 Ganesan M. 2 Abstract- Electrocardiogram is the recording of the electrical potential of heart versus time. The analysis of ECG signal has great importance in the detection of cardiac abnormalities. In this paper we have dealt about the removal of noises in ECG signals and arrhythmia classification of the signal. The inputs for our analysis is taken from MIT-BIH database (Massachusetts Institute of Technology Beth Israel Hospital database). The denoising is done through wavelet transform and thresholding. Confirmatory tools such as Poincare plot and Detrended Fluctuation Analysis (DFA) are used to find out the healthiness of the signal. Then Support Vector Machine (SVM) is used to find out what type of arrhythmia is present in the signal. Keywords- Classification, DFA Electrocardiogram, MIT-BIH database, Poincare, SVM , Wavelets. I. INTRODUCTION In today’s environment there has been lot of threats due to heart disease and no proper diagnosis With the recent developments in technology, physicians have powerful tools to observe the working of the heart muscle and thus to establish their diagnosis. Among cardiovascular examinations, electrocardiogram (ECG) analysis is the most commonly used and very effective too. This is due to the fact that ECG presents useful information about the rhythm and the electrical...
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...STUDENT GUIDE Harvard Referencing System This student guide presents the most commonly used aspects of the Harvard Referencing System. Sources Snooks & Co 2002, Style manual: for authors, editors and printers, 6th edn, John Wiley & Sons, Australia. American Psychological Association 2001, Publication manual of the American Psychological Association, 5th edn, APA, Washington, DC. If further information is needed, students can refer to the ‘COMPREHENSIVE GUIDE: Harvard Referencing System’ or to the above publications in the Macquarie University Library. Students can also check with their departments or lecturers for on-campus Harvard referencing support. Acknowledgement A significant component of the Master of Accounting (MAcc) program is the Language for Professional Communication in Accounting Program (LPCA). The LPCA program is a collaboration of the Master of Accounting program and The Centre for Macquarie English (CME), formerly the National Centre for English Language Teaching and Research (NCELTR). The LPCA program provides tailored resources for specific units, as well as providing materials for additional generic workshops. Students are able to develop a high level of communication and professional skills and, at the same time, to develop technical skills. These resources are integrated with relevant technical content and are a significant part of the teaching and learning within individual units. Communication and professional skills are assessed, often together with...
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...STUDENT GUIDE Harvard Referencing System This student guide presents the most commonly used aspects of the Harvard Referencing System. Sources Snooks & Co 2002, Style manual: for authors, editors and printers, 6th edn, John Wiley & Sons, Australia. American Psychological Association 2001, Publication manual of the American Psychological Association, 5th edn, APA, Washington, DC. If further information is needed, students can refer to the ‘COMPREHENSIVE GUIDE: Harvard Referencing System’ or to the above publications in the Macquarie University Library. Students can also check with their departments or lecturers for on-campus Harvard referencing support. Acknowledgement A significant component of the Master of Accounting (MAcc) program is the Language for Professional Communication in Accounting Program (LPCA). The LPCA program is a collaboration of the Master of Accounting program and The Centre for Macquarie English (CME), formerly the National Centre for English Language Teaching and Research (NCELTR). The LPCA program provides tailored resources for specific units, as well as providing materials for additional generic workshops. Students are able to develop a high level of communication and professional skills and, at the same time, to develop technical skills. These resources are integrated with relevant technical content and are a significant part of the teaching and learning within individual units. Communication and professional skills are assessed, often together with...
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...A NOVEL APPROACH TO IMPLEMENT DISK SECURITY USING PARTIAL DISK ENCRYPTION Anurag Sharma M L Smitha Tarun T Arya Minal Moharir Information Science and Engineering RV College of Engineering The main objective of the paper is to develop an efficient and cost effective method for Hard Disk Drive(HDD) Security. The task is implemented using Partial Disk Encryption (PDE) with Advanced Encryption Standards(AES) for data security of Personal Computers(PCS) and Laptops . The focus of this work is to authenticate and protect the content of HDD from illegal use. The proposed method is labeled as DiskTrust. FDE encrypts entire content or a single volume on your disk. Symmetric key uses same key for encryption as well for decryption. DiskTrust uses these two technology to build cost effective solution for small scale applications. Finally, the applicability of these methodologies for HDD security will be evaluated on a set of data files with different key sizes. KEYWORDS- INFORMATION SECURITY, INTEGRITY, CONFIDENTIALITY, AUTHENTICATION, ENCRYPTION. I. INTRODUCTION In today’s world information security is an important concern for every individual. People spend hundreds of dollars in protecting their data to stay in the competition, and any leakage of crucial data can result in unrecoverable loss. Information security is the most important form of security even before network security, as information stored securely can only be transmitted securely over a network, there by...
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...society, or so it is widely said. If we want something (be it information or products), we click a few buttons, then wait for it to be delivered—instantly or via overnight shipping. One can debate the societal implications of this, or embrace the shift. For now, we choose to embrace it by bringing our version of instant gratification to market research article reading. No time to flip through pages of ads and irrelevant articles to find the gems? Here are our picks for the best market research articles of Q3 2012, in no particular order. Measuring Emotions Through a Mobile Device Across Borders, Ages, Genders, and More September 2012 ESOMAR Conference Authors: Rolfe Swinton and Rana El Kaliouby Remember when measuring consumer emotions was a new field that required clunky equipment? That day has long since passed. In this paper Rolfe Swinton and Rana El Kaliouby discuss the use of mobile devices to capture immediate facial and verbal responses to advertisements. Today’s smartphones are essentially handheld computers. And they have become widely used; indeed. Nielsen estimates over half of US adults have one. Smartphones, as our title suggests, span across age, gender, and many other demographics, allowing researchers to gather broad data. Swinton and El Kaliouby started by testing smartphones as a way to investigate ad recall and emotional impact. Initially the researchers tested a slew of television ads in Brazil and a few other markets. After this initial research...
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...Unit I Foreign Policy What is Foreign Policy? Foreign policy has many exegesis as there are internationalist who attempt to define this most intriguing subject of international relations. Initially, it has been define as a “ statement of national goals limited both absolutely and relatively by national power”. The Foreign Service Institute of the Philippines prefers to allude to it as “ set of guidelines articulated by the government to a country in order to promote its national interest through the conduct of its relations with other countries” The Foreign Service Institute of the Philippines has likewise quoted a dictum ascribed to President Ferdinand E. Marcos that: The foreign policy of a nation is the articulation of its fondest needs and aspiration, and in international affairs, it is its sole weapon for the promotion of national interest. Foreign Policy is a “part of the general program of government. It is furthermore an extension of its domestic policy”. The term “system” when used in the context of an organization, implies an entity composed of a set of parts and created to accomplish certain, objectives. The aim of the system is the coordination of human efforts and material resources to produce desired results in a dynamic organization. An organization, as social system, has certain inherent characteristics: 1) it has subsystem and, is part of a suprasystem in continual interaction with one another 2) It has define objectives...
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...information storage and retrieval) without permission in writing from the publisher. MIT Press books may be purchased at special quantity discounts for business or sales promotional use. For information, please email special sales@mitpress.mit.edu or write to Special Sales Department, The MIT Press, 55 Hayward Street, Cambridge, MA 02142. A This book was set in L TEX by the authors. Printed and bound in the United States of America. Library of Congress Cataloging-in-Publication Data Mohri, Mehryar. Foundations of machine learning / Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar. p. cm. - (Adaptive computation and machine learning series) Includes bibliographical references and index. ISBN 978-0-262-01825-8 (hardcover : alk. paper) 1. Machine learning. 2. Computer algorithms. I. Rostamizadeh, Afshin. II. Talwalkar, Ameet. III. Title. Q325.5.M64 2012 006.3’1-dc23 2012007249 10 9 8 7 6 5 4 3 2 1 Contents Preface 1 Introduction 1.1 Applications and problems . 1.2 Definitions and terminology 1.3 Cross-validation . . . . . . . 1.4 Learning scenarios . . . . . 1.5 Outline . . . . . . . . . . . 2 The 2.1 2.2 2.3 2.4 xi 1 1 3 5 7 8 11 11 17 21 24 24 25 26 27 28 29 33 34 38 41 48 54 55 63...
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...Chapter 2 REVIEW OF RELATED LITERATURE This chapter presents a review of related literature both foreign and local. This also presents the different variables relative to the study. Related Literature: Foreign Literature According to Martin and Ramino (2002), computers have been domination almost every task that a human can do, making a task easier to do quickly, accurately and efficiently. Computers are a very big help to solve problems nowadays. Charlene Guevarra (2010) cited certain works in her study, here are some: Barnes (1954) stated that Social Network Theory views social relationships in terms of nodes and ties. Social Network is a social structure made up of individuals (or organizations) called “nodes”, which are tied (connected) by one or more specific types of interdependency, such as friendship, kinship, common interest, financial exchange, likes/dislikes, or relationships of beliefs, knowledge or prestige. Moreover Abhyankar (2011) indicated that from the very beginning; human beings always associated themselves to some form of social structure as they evolved across generations. All human beings crave social life, but not all can have time and resources to enjoy social circle where they can communicate, collaborate and freely express themselves with like-minded peers for satisfying their different needs like security, assets, skills, relationships, science and technology, events, politics, history, literature, art, etc. There is no end to the list...
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...Lincoln University Digital Thesis Copyright Statement The digital copy of this thesis is protected by the Copyright Act 1994 (New Zealand). This thesis may be consulted by you, provided you comply with the provisions of the Act and the following conditions of use: you will use the copy only for the purposes of research or private study you will recognise the author's right to be identified as the author of the thesis and due acknowledgement will be made to the author where appropriate you will obtain the author's permission before publishing any material from the thesis. An Empirical Analysis of China Big Four State-Owned Banks’ Performance: A Data Envelopment Analysis A thesis submitted in partial fulfilment of the requirements for the Degree of Master of Commerce and Management at Lincoln University By Jiyun Xu Lincoln University, Canterbury, New Zealand 2011 I Abstract of a thesis submitted in partial fulfillment of the requirements for the Degree of M. C. M. An Empirical Analysis of China Big Four State-Owned Banks’ Performance: A Data Envelopment Analysis By Jiyun Xu Banks are becoming more international, disintermediation, concentrated and contestable in the financial market in providing services to foreign enterprises and individuals. There is also a shift from the traditional bank lending activities towards investment banking activities. Competition in financial markets encourages consolidation...
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...PARTICIPANTS’ PAPERS GRAFT AND CORRUPTION: THE PHILIPPINE EXPERIENCE Nelson Nogot Moratalla* I. INTRODUCTION This paper will present a condensed report on graft and corruption in the Philippines. Information was compiled by the author from documents, articles, newspaper clippings and other data gathered from the reports and journals of the Ombudsman and the Sandiganbayan, two of the constitutional bodies mandated by Philippine law to investigate and act on complaints filed against public officials and employees for violations of graft and corrupt practices. More specifically, this report will cover input from an unpublished research paper prepared by scholars from the University of the Philippines, College of Public Administration, whom I will accordingly acknowledge in this work.1 This report will generally follow the outline as provided. The first portion will introduce the theoretical perspective and context of corruption in the Philippines. It clarifies the national context within which corruption operates. It will look into the intersection of corruption and Philippine history and culture. It will likewise discuss some public perceptions of corruption. Estimates of the extent and losses of corruption in the Philippines will be briefly discussed. The history of the Philippine * Deputy Director / Dean of Academic, Philippine National Police Academy, Philippine Public Safety College, Philippines. 1 “Initiatives Taken Against Corruption: The Philippine Case”; unpublished paper prepared...
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...S T R AT E G I C P L A N 2007 - 2011 education Department: Education REPUBLIC OF SOUTH AFRICA DEPARTMENT OF EDUCATION Strategic Plan 2007-2011 1 Mrs Naledi Pandor, MP Minister of Education Mr Enver Surty, MP Deputy Minister of Education 2 Mr Duncan Hindle Director - General: Education TABLE OF CONTENTS 1. Statement by the Minister of Education 4 2. Legislative mandates 6 3. Vision, mission and values 9 4. Introduction by the Director-General 11 5. Five-year Broad Priorities 12 6. Five-year Branch Plans 15 7. Physical and Financial Asset Acquisition Plans including Information and Communications Technology 77 8. Administration Service Delivery Improvement Plans 83 9. Education Provision Service Delivery Improvement Plans 87 10. 2007/08 Operational Branch Plans 101 11. Statutory bodies 175 12. Structure of the Department 179 3 1. STATEMENT BY THE MINISTER OF EDUCATION, MRS NALEDI PANDOR, MP In my statement in the 2006 Strategic Plan, I indicated that Education received the largest share of the National Budget. This year Government has once again reaffirmed its commitment to the education system. Building on the transformation successes of the past but also recognizing the huge backlogs that exist in many parts for the system throughout the country, additional funds have been allocated to further address backlogs in the system. This investment is...
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...Management Vastrapur, Ahmedabad 380015 India chandra@iimahd.ernet.in devanath@iimahd.ernet.in Revised April 2003 Acknowledgement: We would like to thank BM Vyas, MD, GCMMF, Kailash Vyas, MD, AMUL and many employees of the two organizations for hours of discussion, for making documents on performance and practices available to us for research, and for arranging field visits to various village societies, chilling units, and union plants. We are also grateful to MS Sriram and Partha Mukhopadhyay for their extensive comments on the paper. This project was funded by a grant from Research & Publications, Indian Institute of Management, Ahmedabad, India. Abstract In this paper we describe a case study of a dairy cooperative, AMUL, in western India that has developed a successful model for doing business in large emerging economy. It has been primarily responsible, through its innovative practices, for India to become world’s largest producer of milk. This paper draws various lessons from the experiences of AMUL that would be useful to cooperatives globally as well as firms that are interested in doing business in large emerging markets like India and China. Many of these economies have underdeveloped markets and fragmented supply bases. Market failures for many of these small producers are high. On the other hand, the size of both, markets and the suppliers is large. As a result, firms that identify appropriate business strategies that take into account these characteristics are more...
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...VOLUME 2 Manual of Procedures for the Procurement of Goods and Services Page i MANUAL OF PROCEDURES FOR THE PROCUREMENT OF GOODS AND SERVICES.................................................................................................... 1 ABBREVIATIONS AND ACRONYMS ............................................................ VI INTRODUCTION .......................................................................................... 1 SCOPE OF VOLUME 2...................................................................................... 3 PREPARING FOR THE PROCUREMENT OF GOODS AND SERVICES ................. 5 PREPARING FOR THE PROCUREMENT OF GOODS AND SERVICES ................................. 7 PROCUREMENT PLANNING ............................................................................... 8 What are the factors to be considered in planning for the procurement of Goods? ............ 8 What are “Technical Specifications”? ........................................................................ 10 What are the considerations in setting the technical specifications of the goods to be procured? ......................................................................................................... 10 What is the “Approved Budget for the Contract” or the ABC? ....................................... 11 What are the factors that should be considered in determining the ABC? ...................... 11 PREPARING THE BIDDING DOCUMENTS ..........................................
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...REPUBLIC ACT No. 9593 Tourism Act of 2009 and otherwise known as Its Implementing Rules and Regulations DOT Manual Guides.indd_edited.indd 1 1/26/2010 1:33:03 PM DOT Manual Guides.indd_edited.indd 2 1/26/2010 1:34:00 PM REPUBLIC ACT No. 9593 AN ACT DECLARING A NATIONAL POLICY FOR TOURISM AS AN ENGINE OF INVESTMENT, EMPLOYMENT, GROWTH AND NATIONAL DEVELOPMENT, AND STRENGTHENING THE DEPARTMENT OF TOURISM AND ITS ATTACHED AGENCIES TO EFFECTIVELY AND EFFICIENTLY IMPLEMENT THAT POLICY, AND APPROPRIATING FUNDS THEREFOR Be it enacted by the Senate and the House of Representatives of the Philippines in Congress assembled: CHAPTER I GENERAL PROVISIONS SECTION 1. Short Title. – This Act shall be known as “The Tourism Act of 2009.” SECTION 2. Declaration of Policy. – The State declares tourism as an indispensable element of the national economy and an industry of national interest and importance, which must be harnessed as an engine of socio-economic growth and cultural affirmation to generate investment, foreign exchange and employment, and to continue to mold an enhanced sense of national pride for all Filipinos. Towards this end, the State shall seek to: (a) Ensure the development of Philippine tourism that is for and by the Filipino people, conserve and promote their heritage, national identity and sense of unity; (b) Recognize sustainable tourism development as integral to the national socio- economic development efforts to improve the quality of life of the...
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...THE STUDENT'S PRACTICAL DICTIONARY ; fNdkoq ; CONTAINING English words with English and Hindi Meanings and Pronunciation in Deva Nagri Character with an Appendix containing Familiar Foreign Words and Phrases and Abbreviations in Common use. FIFTEENTH EDITION Thoroughly Revised,Improved,Enlarged and Illustrated PRICE 3 RUPESS ALLAHABAD RAM NARAIN LAL PUBLISHER AND BOOKSELLER 1936 ISCII text of dictionary taken from from TDIL's ftp: anu.tdil.gov.in pub dict site I N 1.m I Pron 1.m a Det 1.ek, abatement N abbey N 1.kmF, GVtF, GVAv, mdApn, b A, 2. yAg, smAE ag jF vZmAlA kA Tm a"r tTA -vr, 2. tk m phlA kESpt pzq vA -tAv , aback Adv 1.acAnk, ekAek, 2.pFC abandon VT 1.CoX nA, yAg nA, yAgnA, tjnA, d d 2.EbnA aAj^ nA nOkrF CoXnA, apn ko drAcAr aAEd m CoX nA, d , nA d d abandoned A 1.CoXA h,aA, Enjn -TAn , 2.EbgXA h,aA, iEdy lolp, lMpV, drAcArF, aAvArA , , abandonment N 1.pZ yAg, sMpZ aA mo sg, EbSkl CoX nA d , abate VI 1.km honA, GVnA, DFmA honA abate VT 1.km krnA, GVAnA, DFmA krnA, m@ym krnA, rok nA, smA krnA d 1 1.IsAiyo kA mW, gz\ArA, kVF, mW, , , 2.mht aADFn sADao kF mXlF k , abbot N 1.mht, mWDArF, mWAEDkArF abbreviate VT 1.km krnA, s" krnA, CoVA krnA, p sAr EnkAlnA abbreviation N 1.s" , GVAv, sAr, lG,!p, skt, p 2.sE" pd yAf, fNd yA pd kA lG!p ^ , abdicate VTI 1.-vQCA s CoXnA, yAg krnA, tjnA, pd yAg krnA abdication N 1.pd yAg abdomen N 1.X, V, k"F, udr p p , abdominal A 1.udr sMbDF, V kA p abduct VI 1.BgA l jAnA, EnkAl l...
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