THE REVISED CONSUMER PRICE INDEX IN ZAMBIA

Size: px
Start display at page:

Download "THE REVISED CONSUMER PRICE INDEX IN ZAMBIA"

Transcription

1 THE REVISED CONSUMER PRICE INDEX IN ZAMBIA Submitted by the Central Statistical office of Zambia Abstract This aer discusses the Revised Consumer Price Index (CPI) in Zambia, based on revised weights, new methodology and software for data rocessing. The aer also highlights the differences between the old and revised Consumer Price Index (CPI). This aer has been reared by Mr Philli Miti, Central Statistical Office, Zambia. 1 of 10

2 I. Introduction 1. The Consumer Price Index (CPI) measures changes in the average level of retail rices of goods and services urchased by tyical households for the urose of consumtion. The CPI is a key macro-economic indicator. Consequently, it is of great interest to government, labour unions, business organisations, research Institutions and the general ublic. In Zambia, the CPI is mainly used by the central bank and the government as an imortant fiscal and monetary tool. 2. The Central Statistical office recently launched the revised Consumer Price Index, based on a new methodology and software for data rocessing. In the rocess of revising the Consumer Price Index, technical assistance was sought from both the International Labour Organisation (ILO) and International Monetary Fund (IMF). Scoe and Coverage 3. The revised CPI covers non-institutionalised rivate households residing in both rural and urban areas of Zambia. All the 10 rovinces and 56 districts are covered. Prices of 438 goods and services are collected from a samle of retail and service outlets. II. Background 4. The first series of the Consumer Price Index in Zambia was for urban households with an index reference eriod of The index was comiled and ublished according to the High Income Wage Earners and Low Income Wage Earners. 5. In 1997/1975 a full scale household budget survey was conducted and rovided the basis for revising the weights for the Consumer Price Index. The survey covered rural as well as urban areas. However, the weights were comuted from the exenditure rofiles of urban households only. Price collection was restricted to urban areas along the line of rail and hence the CPI reflected changes in urban retail rices only. 6. By the early 1990 s the Government recognised the need to have a national index that was reresentative of the whole country and that would reflect current sending atterns of the oulation. In view of this, a rovision was made to carry out a comrehensive house hold budget survey in 1993/ of 10

3 7. The 1993/1994 Household Budget Survey covered the whole country on a samle basis. A samle of 1800 households was selected. The overriding objective of the survey was to roduce the weights for the new CPI and after consultation with users, it was agreed that three retail rice indices were required, these would be for: (a) Urban uer-income households (to 20% by income); (b) Urban lower income households (lower 80% by income): and (c) Rural households 8. With this requirement it was aroriate to stratify the country in to two strata. The first, comrising the 10 major towns was designated Metroolitan. The second comrising the small towns and the rural was called Non- Metroolitan. The major towns included Livingstone, Lusaka urban, Kabwe urban and all Coerbelt towns. The Metroolitan stratum was further stratified into urban uer-income households and urban lower-income households. This means that the major towns comrised the indices for Metroolitan high income and Metroolitan low income grous, while the small towns and rural areas formed the Non- Metroolitan grou. 9. U to 1991, the selection of outlets to rovide rice quotations for the consumer rice index was restricted to urban areas along the line of rail. In 1991, the selection was broadened to include outlets from districts in every rovince of Zambia. The range of outlets was also broadened to include oen markets. 10. Another comrehensive Household Budget Survey (HBS) was conducted in 2002/2003 and this rovided the basis for revising the weights for the current Consumer Price Index (CPI). The weights were rice-udated to 2009, the index reference eriod. III. 2002/2003 Household Budget Survey 11. The survey covered 520 Standard Enumeration Areas (SEA s) or aroximately 10,000 non-institutionalised rivate households residing in both rural and urban areas of all the 10 rovinces in Zambia. The survey was carried out for a eriod of 12 months using a rolling samle. The 360 days in a year were divided into 10 cycles of 36 days each and 52 SEA s, which is one-tenth of the 520 SEA s, were covered every cycle countrywide. 3 of 10

4 Classification 12. The revised Consumer Price index has adoted the Classification of Individual Consumtion by Purose (COICOP). Weights 13. The weights for the revised Consumer Price index were derived from the 2002/2003 Household Budget Survey, and rice-udated to 2009, the index reference eriod. The weights are based on household final monetary consumtion exenditure. With the weighting system develoed for Zambia, both horizontal and vertical aggregation is ossible, e.g., the National all-items CPI resulting from the aggregation of the regional all-items CPIs is equal to the all-items CPI obtained from aggregating the national rice relatives for individual roducts. Division weights by rovince are shown below: Division Table 1: Division level weights by Province Central Coer belt Eastern Luaula Lusaka Northern North western Southern Western Total 1. Food and non-alcoholic beverages Alcoholic beverages & tobacco Clothing and footwear Housing, water, electricity, gas and other fuels Furniture, household equiment and maintenance Health Transort Communication Recreation and Culture Education Restaurant and hotesl Miscellaneous goods and services Total Key features of the revised CPI: 14. Summarised features are as follow: (a) A revised basket of goods and services comrising 438 roducts. (b) Classification of Individual Consumtion by Purose (COICOP) (c) New exenditure weights from the 2002/2003 Living Conditions Monitoring Survey (LCMS) (d) A new index reference eriod 2009=100 4 of 10

5 (e) Use of Geometric Mean in calculating elementary level indices (f) Comilation of rovincial Indices (g) Exanded scoe (number of districts and outlets) (h) New comuter system for data entry and data rocessing 15. The differences between the Old and the Revised CPI are summarized below: Table 2 - Comarison of the Old and revised Consumer Price Index Item/ Area Old CPI Revised CPI Basket of roducts Classification system 8 Divisions 12 Divisions Exenditure weights Comiled according to: (COICOP) Derived from 1993/1994 Household Derived from 2002/2003 LCMS III Budget Survey (HBS) HBS tye Metroolitan Low Income Grou, Provincial CPIs Metroolitan High Income Grou, and Non-Metroolitan Grou Index reference eriod (Base Period) Methodology for calculating Arithmetic mean of rice elementary aggregates relatives(ar)-carli index Methodology for calculating Laseyres tye formula (direct uer-level aggregates method) Price quotations er month 15,000 30,000 Districts 45 All districts in Zambia Outlets ,000 Software for Data Entry, Processing and Reorting Dbase IV, DOS based Features of the New CPI Software The ratio of geometric mean of rices (GM)- Jevons index Laseyres tye formula (chained index) Microsoft Access, with Visual Basic for Alications (Windows based) 16. The New CPI System has been develoed in Access with the following features: - (a)uses Windows latform (b)proagates centrally collected rices to rovincial outlets (c)validation is immediate, which allows immediate correction (d)editing/ reviewing of quotations is flexible ermitting filtering of records of interest such as the threshold (uer and lower limits) values of rice change rates (e)prints Questionnaires from the alication (f)system works in a Client-Server environment, suorting a minimum of 5 of 10

6 15 users concurrently (g)system is secure (imlements log-on and roles) IV. Formula Calculation of the elementary aggregate rice indices 17. The ratio of geometric mean of rices formula is used in constructing elementary aggregate indices. The formula has many desirable mathematical roerties and roduces unbiased results. The formula is exressed algebraically as follows: I 0: t J n i1 t i 0 i 1 n where t i is the rice of roduct i in month t. 0 i, j is the reference eriod rice of roduct i in month 0. Calculation of uer-level indices 18. Laseyres tye arithmetic mean formula for higher level aggregation is used, in a chained form. The national index is calculated in two stes. (a) Class/Grou/Division/All items indices at rovince level are calculated as weighted averages of the indices for elementary aggregates according to the following formula: n I t/0= w i=1 0, i * ( t,i 0, i ) where I t / 0 is an index for all roducts showing the average change between eriod 0 and t. t, i is the rice of roduct i in a month t. 6 of 10

7 0,i is the base eriod rice of roduct i in a month 0. w 0,i is the rovincial weight of roduct i (b) These rovincial indices (at the Class/Grou/Division/All items level) are then further combined to estimated indices at the national level. The national indices are calculated as a weighted averages of rovincial indices by using regional weights. The formula is as follows: I N t / 0 = 9 P=1 g P 0 9 P=1 * g P 0 I, P t / 0 P It / 0 is a rovincial index for class/grou/division/all items showing the average change between eriod 0 and t. P g 0 is the regional weight. N It / 0 is a National index for class/grou/division/all items showing the average change between eriod 0 and t. V. PRICE COLLECTION Data Collection Instrument 19. Prices are collected from outlets using the Consumer Price Index Questionnaire. It has information about the resonding outlet, the resonse month, and details of roducts quoted that is roduct code, roduct descrition, and rice. Data collection time-table 20. The rice collection eriod is from 1 st to 10 th of every month. The CPI statistical bulletin is released the last Thursday of the reference month. 7 of 10

8 Frequency of rice collection 21. Prices of all the goods and services used to comile the CPI are collected once er month. Central or Head Office Price Collection 22. Centrally collected rices include the following :- (a) Charges of ublic utilities or services rovided by deregulated (or regulated) bodies or Government (such as electricity tariffs, bus and train fares, ostal services, telehone services etc.) (b) Taxes and license fees aid to Government (for examle, television license and vehicle license) Local Price Collection 23. For many items, rices are collected locally by data collectors based in all the 9 rovinces by visiting retail outlets and recording current rices for the samle of goods and services. House Rent Survey 24. A samle of housing units are surveyed every month to collect house rental data. A samle of 100 housing units are covered from each rovince excet for Lusaka and the Coerbelt with samles of 300 housing units each. The housing units have been stratified into Low cost, Medium cost and High cost. VI. Problems CPI basket/weights revision 25. One of the roblem encountered in comiling the CPI is the outdated weights and basket of goods and services. The 2003 ILO resolution on Consumer Price Indices states that weights should be revised at least once every 5 years. The revision of weight and basket deend on how often the Household Budget Survey is undertaken. The revious HBS s were conducted during the eriod: 1974/1975, 1993/1994, 2002/ of 10

9 Price u-dating of weights 26. The current CPI exenditure weights were derived from the 2002/2003 HBS, and having chosen 2009 as the rice reference eriod, the weights were rice u-dated to Price u-dating was alied at the roduct level, where each exenditure weight was multilied by its corresonding roduct index. However, since in the old basket had 357 roducts comared to 438 in the new basket, roduct indices for 81 roducts had to be estimated. Outlet selection 27. Non-random (urosive aroach) is emloyed in selecting outlets. For examle, outlets that are selected are those most frequented by the households. Generally, available information and alication of best judgement was used to ensure that reresentative samles are selected. When an outlet has closed ermanently, it is usually relaced with a similar outlet not too far from the one which closed down. Prices for non-standardised quantities 28. Food items that are sold in non-standard quantities are usually found in markets and these include fresh food (vegetables etc.), dried vegetables, cereals etc., The collector takes a weighing scale to the market for uroses of weighing bundle or hea or contents of a late or cu which is then converted to a rice er Kg. The collectors record the rice of the reorted quantity, and the conversion is done in the office by comilers. Prices for clothing, furniture and electrical aliances 29. Many roblems are encountered in the collection of rices for roducts such as furniture, clothing and household aliances. This is due to frequent changes in roduct secifications. Temorary missing roducts 30. When a roduct is temorary unavailable, the current rice is estimated using the monthly rice change in rices of the set of roducts in the same COICOP class (short-run geometric mean imutation). Permanently missing roduct 31. When a roduct becomes ermanently unavailable, a close substitute is selected. The use of a chained index makes the estimation of missing rices and 9 of 10

10 introduction of relacements easier: a relacement is included in the index as soon as rices for two successive months are available. Seasonal roducts 32. The missing rices for the strongly seasonal roducts are estimated as in the case of temorary missing roducts. Data validation 33. he manual editing is done both in the field and in the office before data entry. Comuter editing is done as follows: VII. (a) At Head quarters, rices from Consumer Price Questionnaires are entered on to the system on client PCs. (b) During data entry the system comares the quoted rice against the revious month's rice to ensure that the new rice is within the accetable range. (c) Editing of rices the system comutes variance attributes based on roduct s revious month s rice, and the month's quoted rice. In editing, variances rovide the means of identifying otential roblem entries, such as where a quotation might be way out of the exected rice (d) Correction of quotations where roblems are identified, a reference may be made to the hysical rice quotation (questionnaire), or where the officer erforming the editing may use emirical knowledge of the roduct. In all cases the rice can be amended to reflect the value deemed to be correct Future Revisions 34. The next revision of the Consumer Price Index deends on the conduct of the HBS. The last HBS was carried out in 2002/2003, and with a time lag of this imlies that the current weights may not adequately reflect the sending atterns of the oulation. Consequently, there is need to revise the CPI at least every 5 years. VIII. Conclusion 35. The discussion in this aer attemts to resent the various features of the revised consumer rice index(cpi). Most significant are changes in the method used in calculating elementary aggregate indices and the software for rocessing the CPI. 10 of 10

Consumer Price Index

Consumer Price Index Consumer Price Index Metadata National Bureau of Statistics of the Reublic of Moldova (NBS) 1. Contact Information 1.1. Resonsible subdision within NBS Price Statistics Dision 1.2. Contact erson Margareta

More information

Index Numbers OPTIONAL - II Mathematics for Commerce, Economics and Business INDEX NUMBERS

Index Numbers OPTIONAL - II Mathematics for Commerce, Economics and Business INDEX NUMBERS Index Numbers OPTIONAL - II 38 INDEX NUMBERS Of the imortant statistical devices and techniques, Index Numbers have today become one of the most widely used for judging the ulse of economy, although in

More information

Synopsys RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Development FRANCE

Synopsys RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Development FRANCE RURAL ELECTRICATION PLANNING SOFTWARE (LAPER) Rainer Fronius Marc Gratton Electricité de France Research and Develoment FRANCE Synosys There is no doubt left about the benefit of electrication and subsequently

More information

Sources, Methods & Compilation of Consumer Price Index (CPI).

Sources, Methods & Compilation of Consumer Price Index (CPI). Sources, Methods & Compilation of Consumer Price Index (CPI). The National Accounting Wing of Bangladesh Bureau of Statistics has been regularly compiling and disseminating the consumer price index (CPI).

More information

On the predictive content of the PPI on CPI inflation: the case of Mexico

On the predictive content of the PPI on CPI inflation: the case of Mexico On the redictive content of the PPI on inflation: the case of Mexico José Sidaoui, Carlos Caistrán, Daniel Chiquiar and Manuel Ramos-Francia 1 1. Introduction It would be natural to exect that shocks to

More information

Adequate fixed asset records provide the information necessary to: 1) Report the cost or other basis of valuation

Adequate fixed asset records provide the information necessary to: 1) Report the cost or other basis of valuation Fixed Asset Documentation and Procedures d Slide 1 of 12 items urchased that Examles equiment, furnishings, Adequate fixed asset records rovide the information necessary to: 1) Reort the cost or other

More information

Web Application Scalability: A Model-Based Approach

Web Application Scalability: A Model-Based Approach Coyright 24, Software Engineering Research and Performance Engineering Services. All rights reserved. Web Alication Scalability: A Model-Based Aroach Lloyd G. Williams, Ph.D. Software Engineering Research

More information

FDA CFR PART 11 ELECTRONIC RECORDS, ELECTRONIC SIGNATURES

FDA CFR PART 11 ELECTRONIC RECORDS, ELECTRONIC SIGNATURES Document: MRM-1004-GAPCFR11 (0005) Page: 1 / 18 FDA CFR PART 11 ELECTRONIC RECORDS, ELECTRONIC SIGNATURES AUDIT TRAIL ECO # Version Change Descrition MATRIX- 449 A Ga Analysis after adding controlled documents

More information

An inventory control system for spare parts at a refinery: An empirical comparison of different reorder point methods

An inventory control system for spare parts at a refinery: An empirical comparison of different reorder point methods An inventory control system for sare arts at a refinery: An emirical comarison of different reorder oint methods Eric Porras a*, Rommert Dekker b a Instituto Tecnológico y de Estudios Sueriores de Monterrey,

More information

Managing specific risk in property portfolios

Managing specific risk in property portfolios Managing secific risk in roerty ortfolios Andrew Baum, PhD University of Reading, UK Peter Struemell OPC, London, UK Contact author: Andrew Baum Deartment of Real Estate and Planning University of Reading

More information

Effect Sizes Based on Means

Effect Sizes Based on Means CHAPTER 4 Effect Sizes Based on Means Introduction Raw (unstardized) mean difference D Stardized mean difference, d g Resonse ratios INTRODUCTION When the studies reort means stard deviations, the referred

More information

St.George - ACCI SMALL BUSINESS SURVEY August 2007

St.George - ACCI SMALL BUSINESS SURVEY August 2007 Release Date: 21 August 2007 St.George - ACCI SMALL BUSINESS SURVEY August 2007 Identifying National Trends and Conditions for the Sector Working in Partnershi for the future of Australian Business St.George

More information

Where you are Where you need to be How you get there Market Intelligence Competitive Insights Winning Strategies

Where you are Where you need to be How you get there Market Intelligence Competitive Insights Winning Strategies Where you are Where you need to be How you get there Market Intelligence Cometitive Insights Winning Strategies The industrial and B2B market research and strategy firm Dominate Your Markets Whether you

More information

Compensating Fund Managers for Risk-Adjusted Performance

Compensating Fund Managers for Risk-Adjusted Performance Comensating Fund Managers for Risk-Adjusted Performance Thomas S. Coleman Æquilibrium Investments, Ltd. Laurence B. Siegel The Ford Foundation Journal of Alternative Investments Winter 1999 In contrast

More information

WHAT IS THE CONSUMER PRICE INDEX?

WHAT IS THE CONSUMER PRICE INDEX? INTRODUCTION The Consumer Price Index, commonly referred to as the CPI, is one of the most used of the statistical series produced by the Statistical Institute of Jamaica (STATIN). In its many applications,

More information

Failure Behavior Analysis for Reliable Distributed Embedded Systems

Failure Behavior Analysis for Reliable Distributed Embedded Systems Failure Behavior Analysis for Reliable Distributed Embedded Systems Mario Tra, Bernd Schürmann, Torsten Tetteroo {tra schuerma tetteroo}@informatik.uni-kl.de Deartment of Comuter Science, University of

More information

Monitoring Frequency of Change By Li Qin

Monitoring Frequency of Change By Li Qin Monitoring Frequency of Change By Li Qin Abstract Control charts are widely used in rocess monitoring roblems. This aer gives a brief review of control charts for monitoring a roortion and some initial

More information

Service Network Design with Asset Management: Formulations and Comparative Analyzes

Service Network Design with Asset Management: Formulations and Comparative Analyzes Service Network Design with Asset Management: Formulations and Comarative Analyzes Jardar Andersen Teodor Gabriel Crainic Marielle Christiansen October 2007 CIRRELT-2007-40 Service Network Design with

More information

COST CALCULATION IN COMPLEX TRANSPORT SYSTEMS

COST CALCULATION IN COMPLEX TRANSPORT SYSTEMS OST ALULATION IN OMLEX TRANSORT SYSTEMS Zoltán BOKOR 1 Introduction Determining the real oeration and service costs is essential if transort systems are to be lanned and controlled effectively. ost information

More information

Project Management and. Scheduling CHAPTER CONTENTS

Project Management and. Scheduling CHAPTER CONTENTS 6 Proect Management and Scheduling HAPTER ONTENTS 6.1 Introduction 6.2 Planning the Proect 6.3 Executing the Proect 6.7.1 Monitor 6.7.2 ontrol 6.7.3 losing 6.4 Proect Scheduling 6.5 ritical Path Method

More information

Branch-and-Price for Service Network Design with Asset Management Constraints

Branch-and-Price for Service Network Design with Asset Management Constraints Branch-and-Price for Servicee Network Design with Asset Management Constraints Jardar Andersen Roar Grønhaug Mariellee Christiansen Teodor Gabriel Crainic December 2007 CIRRELT-2007-55 Branch-and-Price

More information

Corporate Compliance Policy

Corporate Compliance Policy Cororate Comliance Policy English Edition FOREWORD Dear Emloyees, The global nature of Bayer s oerations means that our activities are subject to a wide variety of statutory regulations and standards

More information

Consumer Price Index Dynamics in a Small Open Economy: A Structural Time Series Model for Luxembourg

Consumer Price Index Dynamics in a Small Open Economy: A Structural Time Series Model for Luxembourg Aka and Pieretii, International Journal of Alied Economics, 5(, March 2008, -3 Consumer Price Index Dynamics in a Small Oen Economy: A Structural Time Series Model for Luxembourg Bédia F. Aka * and P.

More information

Implementation of Statistic Process Control in a Painting Sector of a Automotive Manufacturer

Implementation of Statistic Process Control in a Painting Sector of a Automotive Manufacturer 4 th International Conference on Industrial Engineering and Industrial Management IV Congreso de Ingeniería de Organización Donostia- an ebastián, etember 8 th - th Imlementation of tatistic Process Control

More information

Evaluating a Web-Based Information System for Managing Master of Science Summer Projects

Evaluating a Web-Based Information System for Managing Master of Science Summer Projects Evaluating a Web-Based Information System for Managing Master of Science Summer Projects Till Rebenich University of Southamton tr08r@ecs.soton.ac.uk Andrew M. Gravell University of Southamton amg@ecs.soton.ac.uk

More information

Automatic Search for Correlated Alarms

Automatic Search for Correlated Alarms Automatic Search for Correlated Alarms Klaus-Dieter Tuchs, Peter Tondl, Markus Radimirsch, Klaus Jobmann Institut für Allgemeine Nachrichtentechnik, Universität Hannover Aelstraße 9a, 0167 Hanover, Germany

More information

A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION

A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION 9 th ASCE Secialty Conference on Probabilistic Mechanics and Structural Reliability PMC2004 Abstract A MOST PROBABLE POINT-BASED METHOD FOR RELIABILITY ANALYSIS, SENSITIVITY ANALYSIS AND DESIGN OPTIMIZATION

More information

The impact of metadata implementation on webpage visibility in search engine results (Part II) q

The impact of metadata implementation on webpage visibility in search engine results (Part II) q Information Processing and Management 41 (2005) 691 715 www.elsevier.com/locate/inforoman The imact of metadata imlementation on webage visibility in search engine results (Part II) q Jin Zhang *, Alexandra

More information

Rummage Web Server Tuning Evaluation through Benchmark

Rummage Web Server Tuning Evaluation through Benchmark IJCSNS International Journal of Comuter Science and Network Security, VOL.7 No.9, Setember 27 13 Rummage Web Server Tuning Evaluation through Benchmark (Case study: CLICK, and TIME Parameter) Hiyam S.

More information

METHODOLOGY FOR COMPILATION OF NATIONAL CONSUMER PRICE INDEX (NCPI) - TANZANIA MAINLAND. Prepared and Edited by Ruth Minja and Dale A.

METHODOLOGY FOR COMPILATION OF NATIONAL CONSUMER PRICE INDEX (NCPI) - TANZANIA MAINLAND. Prepared and Edited by Ruth Minja and Dale A. METHODOLOGY FOR COMPILATION OF NATIONAL CONSUMER PRICE INDEX (NCPI) - TANZANIA MAINLAND Prepared and Edited by Ruth Minja and Dale A. Smith 23 THE UNITED REPUBLIC OF TANZANIA Methodology for Compilation

More information

Sage Timberline Office

Sage Timberline Office Sage Timberline Office Get Started Document Management 9.8 NOTICE This document and the Sage Timberline Office software may be used only in accordance with the accomanying Sage Timberline Office End User

More information

THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN

THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN THE RELATIONSHIP BETWEEN EMPLOYEE PERFORMANCE AND THEIR EFFICIENCY EVALUATION SYSTEM IN THE YOTH AND SPORT OFFICES IN NORTH WEST OF IRAN *Akbar Abdolhosenzadeh 1, Laya Mokhtari 2, Amineh Sahranavard Gargari

More information

ANALYSING THE OVERHEAD IN MOBILE AD-HOC NETWORK WITH A HIERARCHICAL ROUTING STRUCTURE

ANALYSING THE OVERHEAD IN MOBILE AD-HOC NETWORK WITH A HIERARCHICAL ROUTING STRUCTURE AALYSIG THE OVERHEAD I MOBILE AD-HOC ETWORK WITH A HIERARCHICAL ROUTIG STRUCTURE Johann Lóez, José M. Barceló, Jorge García-Vidal Technical University of Catalonia (UPC), C/Jordi Girona 1-3, 08034 Barcelona,

More information

Drinking water systems are vulnerable to

Drinking water systems are vulnerable to 34 UNIVERSITIES COUNCIL ON WATER RESOURCES ISSUE 129 PAGES 34-4 OCTOBER 24 Use of Systems Analysis to Assess and Minimize Water Security Risks James Uber Regan Murray and Robert Janke U. S. Environmental

More information

Participation in Farm Markets in Rural Northwest Pakistan: A Regression Analysis

Participation in Farm Markets in Rural Northwest Pakistan: A Regression Analysis Pak. J. Commer. Soc. Sci. 2012 Vol. 6 (2), 348-356 Particiation in Farm Markets in Rural Northwest Pakistan: A Regression Analysis Inayatullah Jan Assistant Professor of Rural Develoment, Institute of

More information

SMALL BUSINESS GRANTS PROGRAM GUIDELINES

SMALL BUSINESS GRANTS PROGRAM GUIDELINES SMALL BUSINESS GRANTS PROGRAM GUIDELINES S GARTON STREET Small Business Grants Program Suorting our community The City of Melbourne offers a wide range of grants and sonsorshi oortunities to suort the

More information

Storage Basics Architecting the Storage Supplemental Handout

Storage Basics Architecting the Storage Supplemental Handout Storage Basics Architecting the Storage Sulemental Handout INTRODUCTION With digital data growing at an exonential rate it has become a requirement for the modern business to store data and analyze it

More information

Electronic Commerce Research and Applications

Electronic Commerce Research and Applications Electronic Commerce Research and Alications 12 (2013) 246 259 Contents lists available at SciVerse ScienceDirect Electronic Commerce Research and Alications journal homeage: www.elsevier.com/locate/ecra

More information

Merchandise Trade of U.S. Affiliates of Foreign Companies

Merchandise Trade of U.S. Affiliates of Foreign Companies 52 SURVEY OF CURRENT BUSINESS October 1993 Merchandise Trade of U.S. Affiliates of Foreign Comanies By William J. Zeile U. S. AFFILIATES of foreign comanies account for a large share of total U.S. merchandise

More information

The Competitiveness Impacts of Climate Change Mitigation Policies

The Competitiveness Impacts of Climate Change Mitigation Policies The Cometitiveness Imacts of Climate Change Mitigation Policies Joseh E. Aldy William A. Pizer 2011 RPP-2011-08 Regulatory Policy Program Mossavar-Rahmani Center for Business and Government Harvard Kennedy

More information

Risk in Revenue Management and Dynamic Pricing

Risk in Revenue Management and Dynamic Pricing OPERATIONS RESEARCH Vol. 56, No. 2, March Aril 2008,. 326 343 issn 0030-364X eissn 1526-5463 08 5602 0326 informs doi 10.1287/ore.1070.0438 2008 INFORMS Risk in Revenue Management and Dynamic Pricing Yuri

More information

A Multivariate Statistical Analysis of Stock Trends. Abstract

A Multivariate Statistical Analysis of Stock Trends. Abstract A Multivariate Statistical Analysis of Stock Trends Aril Kerby Alma College Alma, MI James Lawrence Miami University Oxford, OH Abstract Is there a method to redict the stock market? What factors determine

More information

People's Republic of China

People's Republic of China People's Republic of China A: Identification Title of the CPI: Consumer Price Index Organisation responsible: National Bureau of Statistics of China Periodicity: Monthly Price reference period: 2010 =

More information

Business Development Services and Small Business Growth in Bangladesh

Business Development Services and Small Business Growth in Bangladesh Universal Journal of Industrial and Business Management 1(2): 54-61, 2013 DOI: 10.13189/ujibm.2013.010206 htt://www.hrub.org Business Develoment Services and Small Business Growth in Bangladesh Md. Serazul

More information

A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm

A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm International Journal of Comuter Theory and Engineering, Vol. 7, No. 4, August 2015 A Virtual Machine Dynamic Migration Scheduling Model Based on MBFD Algorithm Xin Lu and Zhuanzhuan Zhang Abstract This

More information

A Simple Model of Pricing, Markups and Market. Power Under Demand Fluctuations

A Simple Model of Pricing, Markups and Market. Power Under Demand Fluctuations A Simle Model of Pricing, Markus and Market Power Under Demand Fluctuations Stanley S. Reynolds Deartment of Economics; University of Arizona; Tucson, AZ 85721 Bart J. Wilson Economic Science Laboratory;

More information

The Mobile Area Chamber of Commerce offers member businesses affordable advertising rates in numerous publications. These options include:

The Mobile Area Chamber of Commerce offers member businesses affordable advertising rates in numerous publications. These options include: The Mobile Area Chamber of Commerce offers member businesses affordable advertising rates in numerous ublications. These otions include: The Business View - a monthly business magazine mailed to more than

More information

Secure synthesis and activation of protocol translation agents

Secure synthesis and activation of protocol translation agents Home Search Collections Journals About Contact us My IOPscience Secure synthesis and activation of rotocol translation agents This content has been downloaded from IOPscience. Please scroll down to see

More information

401K Plan. Effective January 1, 2014

401K Plan. Effective January 1, 2014 401K Plan Effective January 1, 2014 Summary Plan Descrition Particiation...2 Contributions...2 Disabled Particiants...4 Definition of Comensation...4 Legal Limits on Contributions...4 Enrollment...5 Investment

More information

Comparing Dissimilarity Measures for Symbolic Data Analysis

Comparing Dissimilarity Measures for Symbolic Data Analysis Comaring Dissimilarity Measures for Symbolic Data Analysis Donato MALERBA, Floriana ESPOSITO, Vincenzo GIOVIALE and Valentina TAMMA Diartimento di Informatica, University of Bari Via Orabona 4 76 Bari,

More information

Sage Document Management. User's Guide Version 12.1

Sage Document Management. User's Guide Version 12.1 Sage Document Management User's Guide Version 12.1 NOTICE This is a ublication of Sage Software, Inc. Version 12.1. November, 2012 Coyright 2012. Sage Software, Inc. All rights reserved. Sage, the Sage

More information

Web Inv. Web Invoicing & Electronic Payments. What s Inside. Strategic Impact of AP Automation. Inefficiencies in Current State

Web Inv. Web Invoicing & Electronic Payments. What s Inside. Strategic Impact of AP Automation. Inefficiencies in Current State Pay tream A D V I S O R S WHITE PAPER Web Inv Web Invoicing Strategic Imact of AP Automation What s Inside Inefficiencies in Current State Key Drivers for Automation Web Invoicing Comonents New Automation

More information

Risk and Return. Sample chapter. e r t u i o p a s d f CHAPTER CONTENTS LEARNING OBJECTIVES. Chapter 7

Risk and Return. Sample chapter. e r t u i o p a s d f CHAPTER CONTENTS LEARNING OBJECTIVES. Chapter 7 Chater 7 Risk and Return LEARNING OBJECTIVES After studying this chater you should be able to: e r t u i o a s d f understand how return and risk are defined and measured understand the concet of risk

More information

The Changing Wage Return to an Undergraduate Education

The Changing Wage Return to an Undergraduate Education DISCUSSION PAPER SERIES IZA DP No. 1549 The Changing Wage Return to an Undergraduate Education Nigel C. O'Leary Peter J. Sloane March 2005 Forschungsinstitut zur Zukunft der Arbeit Institute for the Study

More information

Sage HRMS I Planning Guide. The Complete Buyer s Guide for Payroll Software

Sage HRMS I Planning Guide. The Complete Buyer s Guide for Payroll Software I Planning Guide The Comlete Buyer s Guide for Payroll Software Table of Contents Introduction... 1 Recent Payroll Trends... 2 Payroll Automation With Emloyee Self-Service... 2 Analyzing Your Current Payroll

More information

The risk of using the Q heterogeneity estimator for software engineering experiments

The risk of using the Q heterogeneity estimator for software engineering experiments Dieste, O., Fernández, E., García-Martínez, R., Juristo, N. 11. The risk of using the Q heterogeneity estimator for software engineering exeriments. The risk of using the Q heterogeneity estimator for

More information

TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES

TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES TOWARDS REAL-TIME METADATA FOR SENSOR-BASED NETWORKS AND GEOGRAPHIC DATABASES C. Gutiérrez, S. Servigne, R. Laurini LIRIS, INSA Lyon, Bât. Blaise Pascal, 20 av. Albert Einstein 69621 Villeurbanne, France

More information

The HIV Epidemic: What kind of vaccine are we looking for?

The HIV Epidemic: What kind of vaccine are we looking for? adia Abuelezam MATH 181 May 5, 2008 The HIV Eidemic: What kind of vaccine are we looking for? 1 Problem Background 33.2 million eole are living with HIV and AIDS worldwide [4]. Human Immunodeficiency Virus

More information

INFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1

INFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1 RESEARCH NOTE INFERRING APP DEMAND FROM PUBLICLY AVAILABLE DATA 1 Rajiv Garg McCombs School of Business, The University of Texas at Austin, Austin, TX 78712 U.S.A. {Rajiv.Garg@mccombs.utexas.edu} Rahul

More information

Two-resource stochastic capacity planning employing a Bayesian methodology

Two-resource stochastic capacity planning employing a Bayesian methodology Journal of the Oerational Research Society (23) 54, 1198 128 r 23 Oerational Research Society Ltd. All rights reserved. 16-5682/3 $25. www.algrave-journals.com/jors Two-resource stochastic caacity lanning

More information

Service Network Design with Asset Management: Formulations and Comparative Analyzes

Service Network Design with Asset Management: Formulations and Comparative Analyzes Service Network Design with Asset Management: Formulations and Comarative Analyzes Jardar Andersen Teodor Gabriel Crainic Marielle Christiansen October 2007 CIRRELT-2007-40 Service Network Design with

More information

Analysis of Effectiveness of Web based E- Learning Through Information Technology

Analysis of Effectiveness of Web based E- Learning Through Information Technology International Journal of Soft Comuting and Engineering (IJSCE) Analysis of Effectiveness of Web based E- Learning Through Information Technology Anand Tamrakar, Kamal K. Mehta Abstract-Advancements of

More information

Sage HRMS I Planning Guide. The HR Software Buyer s Guide and Checklist

Sage HRMS I Planning Guide. The HR Software Buyer s Guide and Checklist I Planning Guide The HR Software Buyer s Guide and Checklist Table of Contents Introduction... 1 Recent Trends in HR Technology... 1 Return on Emloyee Investment Paerless HR Workflows Business Intelligence

More information

Sage Document Management. User's Guide Version 13.1

Sage Document Management. User's Guide Version 13.1 Sage Document Management User's Guide Version 13.1 This is a ublication of Sage Software, Inc. Version 13.1 Last udated: June 19, 2013 Coyright 2013. Sage Software, Inc. All rights reserved. Sage, the

More information

An Introduction to Risk Parity Hossein Kazemi

An Introduction to Risk Parity Hossein Kazemi An Introduction to Risk Parity Hossein Kazemi In the aftermath of the financial crisis, investors and asset allocators have started the usual ritual of rethinking the way they aroached asset allocation

More information

THE HEBREW UNIVERSITY OF JERUSALEM

THE HEBREW UNIVERSITY OF JERUSALEM האוניברסיטה העברית בירושלים THE HEBREW UNIVERSITY OF JERUSALEM FIRM SPECIFIC AND MACRO HERDING BY PROFESSIONAL AND AMATEUR INVESTORS AND THEIR EFFECTS ON MARKET By ITZHAK VENEZIA, AMRUT NASHIKKAR, and

More information

Finding a Needle in a Haystack: Pinpointing Significant BGP Routing Changes in an IP Network

Finding a Needle in a Haystack: Pinpointing Significant BGP Routing Changes in an IP Network Finding a Needle in a Haystack: Pinointing Significant BGP Routing Changes in an IP Network Jian Wu, Zhuoqing Morley Mao University of Michigan Jennifer Rexford Princeton University Jia Wang AT&T Labs

More information

CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS

CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS Review of the Air Force Academy No (23) 203 CRITICAL AVIATION INFRASTRUCTURES VULNERABILITY ASSESSMENT TO TERRORIST THREATS Cătălin CIOACĂ Henri Coandă Air Force Academy, Braşov, Romania Abstract: The

More information

Static and Dynamic Properties of Small-world Connection Topologies Based on Transit-stub Networks

Static and Dynamic Properties of Small-world Connection Topologies Based on Transit-stub Networks Static and Dynamic Proerties of Small-world Connection Toologies Based on Transit-stub Networks Carlos Aguirre Fernando Corbacho Ramón Huerta Comuter Engineering Deartment, Universidad Autónoma de Madrid,

More information

STILL LOST IN TRANSLATION. City Agencies Compliance with Local Law 73 and Executive Order 120: Examining Progress and Work Still to be Done

STILL LOST IN TRANSLATION. City Agencies Compliance with Local Law 73 and Executive Order 120: Examining Progress and Work Still to be Done STILL LOST IN TRANSLATION City Agencies Comliance with Local Law 73 and Executive Order 12: Examining Progress and Work Still to be Done Reort by: Make the Road New York & the New York Immigration Coalition

More information

CONSUMER PRICE INDEX: METHODOLOGICAL GUIDELINES. 3 rd Floor, National Insurance Building, Fairchild Street, Bridgetown, Barbados, W I.

CONSUMER PRICE INDEX: METHODOLOGICAL GUIDELINES. 3 rd Floor, National Insurance Building, Fairchild Street, Bridgetown, Barbados, W I. CONSUMER PRICE INDEX: METHODOLOGICAL GUIDELINES SECTION I: GENERAL INFORMATION COUNTRY: Barbados AGENCY & ADDRESS: Barbados Statistical Service, 3 rd Floor, National Insurance Building, Fairchild Street,

More information

IEEM 101: Inventory control

IEEM 101: Inventory control IEEM 101: Inventory control Outline of this series of lectures: 1. Definition of inventory. Examles of where inventory can imrove things in a system 3. Deterministic Inventory Models 3.1. Continuous review:

More information

CONSUMER PRICE INDEX

CONSUMER PRICE INDEX CONSUMER PRICE INDEX 1 st quarter 2008 1. Introduction This issue of Economic and Social Indicators presents the Consumer Price Index (CPI) during the first quarter of 2008. A new CPI series, based on

More information

Impact of VAT reduction on the consumer price indices

Impact of VAT reduction on the consumer price indices ARTICLE Rob Pike, Mark Lewis and Daniel Turner Impact of VAT reduction on the consumer price indices SUMMARY This article explains how ONS successfully measured prices for the consumer price indices following

More information

Time-Cost Trade-Offs in Resource-Constraint Project Scheduling Problems with Overlapping Modes

Time-Cost Trade-Offs in Resource-Constraint Project Scheduling Problems with Overlapping Modes Time-Cost Trade-Offs in Resource-Constraint Proect Scheduling Problems with Overlaing Modes François Berthaut Robert Pellerin Nathalie Perrier Adnène Hai February 2011 CIRRELT-2011-10 Bureaux de Montréal

More information

On Software Piracy when Piracy is Costly

On Software Piracy when Piracy is Costly Deartment of Economics Working aer No. 0309 htt://nt.fas.nus.edu.sg/ecs/ub/w/w0309.df n Software iracy when iracy is Costly Sougata oddar August 003 Abstract: The ervasiveness of the illegal coying of

More information

Statistical release P0141

Statistical release P0141 Statistical release Consumer Price Index January 2009 Embargoed until: 25 February 2009 11:30 Enquiries: Forthcoming issue: Expected release date User information services February 2009 25 March 2009 Tel:

More information

A Brief Overview of Intermodal Transportation

A Brief Overview of Intermodal Transportation A Brief Overview of Intermodal Transortation Tolga Bektas Teodor Gabriel Crainic January 2007 CIRRELT-2007-03 Tolga Bektas 1, Teodor Gabriel Crainic 1,* 1 Interuniversity Research Centre on Enterrise Networks,

More information

Measuring relative phase between two waveforms using an oscilloscope

Measuring relative phase between two waveforms using an oscilloscope Measuring relative hase between two waveforms using an oscilloscoe Overview There are a number of ways to measure the hase difference between two voltage waveforms using an oscilloscoe. This document covers

More information

Characterizing and Modeling Network Traffic Variability

Characterizing and Modeling Network Traffic Variability Characterizing and Modeling etwork Traffic Variability Sarat Pothuri, David W. Petr, Sohel Khan Information and Telecommunication Technology Center Electrical Engineering and Comuter Science Deartment,

More information

Interbank Market and Central Bank Policy

Interbank Market and Central Bank Policy Federal Reserve Bank of New York Staff Reorts Interbank Market and Central Bank Policy Jung-Hyun Ahn Vincent Bignon Régis Breton Antoine Martin Staff Reort No. 763 January 206 This aer resents reliminary

More information

Stochastic Derivation of an Integral Equation for Probability Generating Functions

Stochastic Derivation of an Integral Equation for Probability Generating Functions Journal of Informatics and Mathematical Sciences Volume 5 (2013), Number 3,. 157 163 RGN Publications htt://www.rgnublications.com Stochastic Derivation of an Integral Equation for Probability Generating

More information

Fundamental Concepts for Workflow Automation in Practice

Fundamental Concepts for Workflow Automation in Practice Fundamental Concets for Workflow Automation in Practice Stef Joosten and Sjaak Brinkkemer Centre for Telematics and Information Technology, University of Twente, The Netherlands March 12, 1995 This aer

More information

Cost of Living Survey Report

Cost of Living Survey Report Date: 1 November 2010 Ref: ICSC 60-1-1 SRL Cost of Living Survey Report City/Country: Colombo, Sri Lanka Type of Survey: Place-to-place Date of Survey: June 2010 I. INTRODUCTION 1. A place-to-place cost-of-living

More information

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and

This article appeared in a journal published by Elsevier. The attached copy is furnished to the author for internal non-commercial research and This article aeared in a journal ublished by Elsevier. The attached coy is furnished to the author for internal non-commercial research and education use, including for instruction at the authors institution

More information

Modeling and Simulation of an Incremental Encoder Used in Electrical Drives

Modeling and Simulation of an Incremental Encoder Used in Electrical Drives 10 th International Symosium of Hungarian Researchers on Comutational Intelligence and Informatics Modeling and Simulation of an Incremental Encoder Used in Electrical Drives János Jób Incze, Csaba Szabó,

More information

c 2009 Je rey A. Miron 3. Examples: Linear Demand Curves and Monopoly

c 2009 Je rey A. Miron 3. Examples: Linear Demand Curves and Monopoly Lecture 0: Monooly. c 009 Je rey A. Miron Outline. Introduction. Maximizing Pro ts. Examles: Linear Demand Curves and Monooly. The Ine ciency of Monooly. The Deadweight Loss of Monooly. Price Discrimination.

More information

STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND

STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND STATISTICAL CHARACTERIZATION OF THE RAILROAD SATELLITE CHANNEL AT KU-BAND Giorgio Sciascia *, Sandro Scalise *, Harald Ernst * and Rodolfo Mura + * DLR (German Aerosace Centre) Institute for Communications

More information

DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON

DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON DAY-AHEAD ELECTRICITY PRICE FORECASTING BASED ON TIME SERIES MODELS: A COMPARISON Rosario Esínola, Javier Contreras, Francisco J. Nogales and Antonio J. Conejo E.T.S. de Ingenieros Industriales, Universidad

More information

Design of A Knowledge Based Trouble Call System with Colored Petri Net Models

Design of A Knowledge Based Trouble Call System with Colored Petri Net Models 2005 IEEE/PES Transmission and Distribution Conference & Exhibition: Asia and Pacific Dalian, China Design of A Knowledge Based Trouble Call System with Colored Petri Net Models Hui-Jen Chuang, Chia-Hung

More information

NUTSS: A SIP-based Approach to UDP and TCP Network Connectivity

NUTSS: A SIP-based Approach to UDP and TCP Network Connectivity NUTSS: A SIP-based Aroach to UDP and TCP Network Connectivity Saikat Guha Det. of Comuter Science Cornell University Ithaca, NY 14853 saikat@cs.cornell.edu Yutaka Takeda Panasonic Communications San Diego,

More information

Load Balancing Mechanism in Agent-based Grid

Load Balancing Mechanism in Agent-based Grid Communications on Advanced Comutational Science with Alications 2016 No. 1 (2016) 57-62 Available online at www.isacs.com/cacsa Volume 2016, Issue 1, Year 2016 Article ID cacsa-00042, 6 Pages doi:10.5899/2016/cacsa-00042

More information

Concurrent Program Synthesis Based on Supervisory Control

Concurrent Program Synthesis Based on Supervisory Control 010 American Control Conference Marriott Waterfront, Baltimore, MD, USA June 30-July 0, 010 ThB07.5 Concurrent Program Synthesis Based on Suervisory Control Marian V. Iordache and Panos J. Antsaklis Abstract

More information

X How to Schedule a Cascade in an Arbitrary Graph

X How to Schedule a Cascade in an Arbitrary Graph X How to Schedule a Cascade in an Arbitrary Grah Flavio Chierichetti, Cornell University Jon Kleinberg, Cornell University Alessandro Panconesi, Saienza University When individuals in a social network

More information

1 Gambler s Ruin Problem

1 Gambler s Ruin Problem Coyright c 2009 by Karl Sigman 1 Gambler s Ruin Problem Let N 2 be an integer and let 1 i N 1. Consider a gambler who starts with an initial fortune of $i and then on each successive gamble either wins

More information

An effective multi-objective approach to prioritisation of sewer pipe inspection

An effective multi-objective approach to prioritisation of sewer pipe inspection An effective multi-objective aroach to rioritisation of sewer ie insection L. Berardi 1 *, O.Giustolisi 1, D.A. Savic 2 and Z. Kaelan 2 1 Technical University of Bari, Civil and Environmental Engineering

More information

2D Modeling of the consolidation of soft soils. Introduction

2D Modeling of the consolidation of soft soils. Introduction D Modeling of the consolidation of soft soils Matthias Haase, WISMUT GmbH, Chemnitz, Germany Mario Exner, WISMUT GmbH, Chemnitz, Germany Uwe Reichel, Technical University Chemnitz, Chemnitz, Germany Abstract:

More information

Title: Stochastic models of resource allocation for services

Title: Stochastic models of resource allocation for services Title: Stochastic models of resource allocation for services Author: Ralh Badinelli,Professor, Virginia Tech, Deartment of BIT (235), Virginia Tech, Blacksburg VA 2461, USA, ralhb@vt.edu Phone : (54) 231-7688,

More information

Momentum Profits in Alternative Stock Market Structures

Momentum Profits in Alternative Stock Market Structures Momentum Profits in Alternative Stock Market Structures by Patricia Chelley-Steeley* and Antonios Siganos** **Corresonding author Antonios Siganos, Deartment of Accounting and Finance, 73 Southark Avenue,

More information

CABRS CELLULAR AUTOMATON BASED MRI BRAIN SEGMENTATION

CABRS CELLULAR AUTOMATON BASED MRI BRAIN SEGMENTATION XI Conference "Medical Informatics & Technologies" - 2006 Rafał Henryk KARTASZYŃSKI *, Paweł MIKOŁAJCZAK ** MRI brain segmentation, CT tissue segmentation, Cellular Automaton, image rocessing, medical

More information