Cisco Data Virtualization

Size: px
Start display at page:

Download "Cisco Data Virtualization"

Transcription

1 Cisco Data Virtualization Big Data Eco-systm Discussion with Bloor Group Bob Ev, David Bsmr July 2014

2 Cisco Data Virtualization Backgroundr

3 Cisco Data Virtualization is agil data intgration softwar that maks it asy for th businss to accss data, no mattr whr it rsids across th ntwork. Cisco Confidntial 3

4 Businss Intllignc Customr Exprinc Managmnt Govrnanc, Risk & Complianc Human Capital Managmnt Mrgrs & Acquisitions Singl Viw of Entrpris Data Supply Chain Managmnt Analytics Dvlopmnt Environmnt Discovry Cisco Data Virtualization Suit Runtim Srvr Environmnt Managmnt Environmnt Managr Studio Cisco Information Srvr Monitor Adaptrs Activ Clustr XML Packagd Apps RDBMS Excl Fils Data Warhous OLAP Cubs Hadoop / Big Data XML Docs Flat Fils Wb Srvics Cisco Confidntial 4

5 UCS outprforms comptition on TPS bnchmarks, optimizing qury transaction procssing. High-throughput astwst intrconncts maximiz clustr prformanc. UCS Common Platform Architctur scals to support any workload and configuration. UCS componnt rsilincy nsurs highavailability oprations. UCS Cisco Information Srvr UCS Cisco Information Srvr UCS Cisco Information Srvr UCS 10GE Unifid Fabric maximizs throughput from data sourcs. Nxus 5000 switchs and Nxus 2000 fabric xtndrs acclrat ast-wst clustr and caching prformanc. Nxus 5000 switchs and Nxus 2000 fabric spd north-south data accss. UCS unifid srvr managmnt simplifis dploymnt and oprations in multiclustr nvironmnts. Cisco Confidntial 5

6 Gratr Ntwork Throughput Enhancd Clustr Prformanc UCS outprforms comptition on TPS bnchmark tsts, optimizing qury transaction procssing UCS 10GE Unifid Fabric maximizs throughput from data sourcs to data consumrs Improvd Transaction Qury Prformanc Massiv Scalability Easir Managmnt Nxus and UCS high-throughput intrconncts maximiz ast-wst clustr prformanc and north-south data accss UCS unifid srvr managmnt simplifis dploymnt and oprations UCS Common Platform Architctur scals up and out to support any workload Cisco Confidntial 6

7 Cisco Confidntial 7

8 Cisco Data Virtualization Big Data

9 Cisco Data Virtualization Combin Hadoop data with traditional ntrpris sourcs STINGER HDFS HDFS HDFS Cisco Data Virtualization HDFS Provid ntrpris data dirctly to map-rduc jobs in Hadoop. Cisco Confidntial 9

10 Barclays Capital Customr Challng Data Virtualization Solution Impact on Customr Expand crdit risk algorithms across 89 sourcs including Ral-tim markt data Onlin data (30 days / 400 million rcords) Historical data on tap (30 days to 5 yars data) Cisco Data Virtualization fdrats markt, on-lin and historical data on dmand Historical data movd to Hadoop for immdiat accss Improvd crdit risk dcision making and complianc using 5 yar trnd data Savd $1.Mm in dvlopmnt costs with SQL (vs. MapRduc) and no data warhous Utilizd Hadoop for pric of tap Cisco Confidntial 10

11 Sony Entrtainmnt Ntwork Customr Challng Data Virtualization Solution Impact on Customr Find customr trnds to driv markting ffctiv campaigns Analyz intgratd collction of data for PlayStation 3 Combin diffrnt data sourcs and mak it look lik unifid sourc; limit rplication Built a flxibl data modl / abstraction layr across all sourc systms Enhancd agility through a flxibl data dlivry infrastructur $9M in rvnu acclration IT staff savings of $415,000 on first projct Infrastructur cost avoidanc of $304,000 on first projct Cisco Confidntial 11

12 Cisco Data Virtualization Big Data Warhous Expansion Solution

13 Nxt Yar Organizations load data into thir Entrpris Data Warhous and ar facing hug xpnss for upgrads to capacity, traditionally with Tradata, IBM or Oracl This Yar To avoid this spnd, organizations ar looking for lowr cost altrnativs. Movmnt of data to tap not dsird, bcaus data is offlin and not availabl for analytics. Cost Last Yar Hadoop for EDW Offload of infrquntly usd data is bcoming an incrasingly attractiv option Cisco Confidntial 13

14 Our solution rducs vr-growing warhous managmnt costs by offloading infrquntly usd data to low-cost big data stors. Analytics ar nrichd as mor data is rtaind and all data rmains accssibl. Cisco Confidntial 14

15 Whil Rtaining Accss to All Data Big Data Warhous Expansion Solution Accss All Data DW + HDFS HDFS HDFS DW Big Data Cisco Confidntial 15

16 Analytics & Rporting 1. Assss Collct data usag statistics Analyz data Prpar ROI statmnt Propos rcommndations Virtualiz Oprat 2. Virtualiz Rviw xisting usag profils Dtrmin sourcs to b migratd Connct and virtualiz DW data Tst and tun applications Data Warhous Migrat Hadoop 3. Migrat Dtrmin data migration approach Migrat idntifid DW data to Hadoop targt Connct and virtualiz Hadoop data Tst and tun applications Assss 4. Oprat Manag and optimiz quris Priodically assss DW data load Cisco Confidntial 16

17 Only Cisco Dlivrs a Complt Solution W k 1 W k 2 1. W k 3 W k 4 W k 5 W k UCS Cisco Confidntial 17

18 UCS Srvrs & Fabric Intrconnct Dsignd to b part of a multi-machin configuration Comptitivly pricd x86 hardwar Supports all big data systms including Hadoop, Cassandra, Mongo DB, Volt DB, tc. High prformanc fabric intrconnct Exactly what a Hadoop clustr should b built on Cisco Confidntial 18

19 Unlocks Big Data Usag Opportunitis Analyz data warhous usag; across Tradata, Oracl Exadata, IBM DB2, IBM Ntzza, IBM PurData for Analytics and Hadoop Idntify opportunitis for lowr cost big data storag and procssing using Hadoop. Appflunt Visibility is th only solution in th Big Data marktplac to dlivr analytics on businss activity and data usag. Usd Tabls (4513) EDW Unusd Tabls (12,082) 27% 73% Unusd Data, Rlatd Loads 73% 27% Cisco Confidntial 19

20 Control Costs Economically locat hot/cold data in its propr plac to fully tak advantag of your tchnology invstmnts Enhanc Analytics Accss not just currnt and rcnt rcnt history but xtndd historical data that is typically archivd and not accssibl Comptitiv Advantag Lvrag your company s massiv data assts with ffctiv analytics for highr productivity that addrsss businss chang Improv Prformanc Optimizd computing, and ntwork infrastructurs uniquly bundld for th job Rduc Risk Us a provn softwar, ntwork and computing infrastructur to adopt big data and logical data warhousing Cisco Confidntial 20

21 Cisco Data Virtualization Big Data Warhous Expansion Dmo

22 As data volum incrass xponntially, cost of warhousing riss also 1 Combin Hadoop data with DW data for a mor comprhnsiv viw of history 3 Data Virtualization Platform 4 Add oprational data for gratr insight and agility in analytics and BI 2 Offload data to lss xpnsiv Hadoop clustr to sav on data managmnt costs HDFS HDFS HDFS Cisco Confidntial 22

23 Exampl Qury: Group By Product Sum on Sals Sum on Quantity Constraind by Ordr Dat ordrlinitms: Union of both viws ordrlinitmscurrnt: Currnt and prior yar ordrlinitmsoffloadd: Oldr than prior yar Complt EDW Offloadd Ordrs Cisco Confidntial 23

ITIL & Service Predictability/Modeling. 2006 Plexent

ITIL & Service Predictability/Modeling. 2006 Plexent ITIL & Srvic Prdictability/Modling 1 2 Plxnt Th Company 2001 Foundd Plxnt basd on an Expandd ITIL Architctur, CMMI, ISO, and BS15000 - itdna 2003 Launchd itdna Srvic Offring 2003 John Groom, past Dirctor

More information

Information Management Strategy: Exploiting Big data and Advanced Analytics

Information Management Strategy: Exploiting Big data and Advanced Analytics Information Managmnt Stratgy: Exploiting Big data and Advancd Analytics William Duply Stratgist HP Cloud Hwltt-Packard Canada Big : What w ar building: Actionabl intllignc Businss valu Traditional BI/MIS/CRM/

More information

REPORT' Meeting Date: April 19,201 2 Audit Committee

REPORT' Meeting Date: April 19,201 2 Audit Committee REPORT' Mting Dat: April 19,201 2 Audit Committ For Information DATE: March 21,2012 REPORT TITLE: FROM: Paul Wallis, CMA, CIA, CISA, Dirctor, Intrnal Audit OBJECTIVE To inform Audit Committ of th rsults

More information

Swisscom Cloud Strategy & Services

Swisscom Cloud Strategy & Services Swisscom Stratgy & Srvics Swisscom our 360 On for Entrpris Workloads and Wb Srvics Dynamic Computing Srvics Our intgratd approach is uniqu B2C B2B Ntwork, infrastructur and IT from a singl sourc All Industris

More information

Product Overview. Version 1-12/14

Product Overview. Version 1-12/14 Product Ovrviw Vrsion 1-12/14 W ar Grosvnor Tchnology Accss Control Solutions W dvlop, manufactur and provid accss control and workforc managmnt solutions th world ovr. Our product offring ompasss hardwar,

More information

A Project Management framework for Software Implementation Planning and Management

A Project Management framework for Software Implementation Planning and Management PPM02 A Projct Managmnt framwork for Softwar Implmntation Planning and Managmnt Kith Lancastr Lancastr Stratgis Kith.Lancastr@LancastrStratgis.com Th goal of introducing nw tchnologis into your company

More information

Siemens IT Solutions and Services Pvt. Ltd.

Siemens IT Solutions and Services Pvt. Ltd. Simns IT Solutions and Srvics Pvt. Ltd. Transforming IT into Businss Valu In 10 yars tim our plant will b populatd by 8 billion popl. Th challngs ahad supply of ncssary goods and srvics, clan nrgy, smart

More information

Rural and Remote Broadband Access: Issues and Solutions in Australia

Rural and Remote Broadband Access: Issues and Solutions in Australia Rural and Rmot Broadband Accss: Issus and Solutions in Australia Dr Tony Warrn Group Managr Rgulatory Stratgy Tlstra Corp Pag 1 Tlstra in confidnc Ovrviw Australia s gographical siz and population dnsity

More information

Maintain Your F5 Solution with Fast, Reliable Support

Maintain Your F5 Solution with Fast, Reliable Support F5 SERVICES TECHNICAL SUPPORT SERVICES DATASHEET Maintain Your F5 Solution with Fast, Rliabl Support In a world whr chang is th only constant, you rly on your F5 tchnology to dlivr no mattr what turns

More information

Engineering Analytics Opportunity Preview Zinnov Report August 2013

Engineering Analytics Opportunity Preview Zinnov Report August 2013 Enginring Analytics Opportunity Prviw Zinnov Rport August 2013 Enginring Analytics: Prviw Agnda Dfinition Markt Siz Summary 2 Enginring Analytics: Prviw Agnda Dfinition Markt Siz Summary 3 Agnda 1 Enginring

More information

UTILITY SOLUTIONS. Security & Site Monitoring. Substation Automation Solutions. Protection & Control Systems. Optical Communication Networks

UTILITY SOLUTIONS. Security & Site Monitoring. Substation Automation Solutions. Protection & Control Systems. Optical Communication Networks Scurity & Sit Monitoring Substation Automation Solutions Protction & Control Systms Optical Communication Ntworks UTILITY Intgratd Automation SOLUTIONS for Elctric Utilitis GE Powr Systms GE Industrial

More information

Asset set Liability Management for

Asset set Liability Management for KSD -larning and rfrnc products for th global financ profssional Highlights Library of 29 Courss Availabl Products Upcoming Products Rply Form Asst st Liability Managmnt for Insuranc Companis A comprhnsiv

More information

FEASIBILITY STUDY OF JUST IN TIME INVENTORY MANAGEMENT ON CONSTRUCTION PROJECT

FEASIBILITY STUDY OF JUST IN TIME INVENTORY MANAGEMENT ON CONSTRUCTION PROJECT FEASIBILITY STUDY OF JUST IN TIME INVENTORY MANAGEMENT ON CONSTRUCTION PROJECT Patil Yogndra R. 1, Patil Dhananjay S. 2 1P.G.Scholar, Dpartmnt of Civil Enginring, Rajarambapu Institut of Tchnology, Islampur,

More information

Thursday, March 18, 2010-4:07 PM Page 1 of 16

Thursday, March 18, 2010-4:07 PM Page 1 of 16 Exhibit 300: Capital Asst Plan Businss Cas Summary Part I: Summary And Justification (All Capital Assts) Sction A: Ovrviw (All Capital Assts) 1. Dat of Submission: 2/1/2010 2. Agncy: Dpartmnt of Justic

More information

IBM Healthcare Home Care Monitoring

IBM Healthcare Home Care Monitoring IBM Halthcar Hom Car Monitoring Sptmbr 30th, 2015 by Sal P. Causi, P. Eng. IBM Halthcar Businss Dvlopmnt Excutiv scausi@ca.ibm.com IBM Canada Cloud Computing Tigr Tam Homcar by dfinition 1. With a gnsis

More information

Payment Hub Project A Worldwide Electronic Banking System,

Payment Hub Project A Worldwide Electronic Banking System, DRAFT mbr gr Paymnt Hub Projct A Worldwid Elctronic Banking Systm, UNIVERSWIFTNET, 24 th May 2007, Amstrdam Vincnt Duriux Businss Projct Managr Oilfild Srvics - GoMarkts & Sgmnts mbr gr NSA ECA *Th GoMarkt*

More information

CARE QUALITY COMMISSION ESSENTIAL STANDARDS OF QUALITY AND SAFETY. Outcome 10 Regulation 11 Safety and Suitability of Premises

CARE QUALITY COMMISSION ESSENTIAL STANDARDS OF QUALITY AND SAFETY. Outcome 10 Regulation 11 Safety and Suitability of Premises CARE QUALITY COMMISSION ESSENTIAL STANDARDS OF QUALITY AND SAFETY Outcom 10 Rgulation 11 Safty and Suitability of Prmiss CQC Rf 10A 10A(1) Lad Dirctor / Lad Officr Rspons Impact Liklihood Lvl of Concrn

More information

Nimble Storage Exchange 2010 40,000-Mailbox Resiliency Storage Solution

Nimble Storage Exchange 2010 40,000-Mailbox Resiliency Storage Solution Nimbl Storag Exchang 2010 40,0-Mailbox Rsilincy Storag Solution Tstd with: ESRP Storag Vrsion 3.0 Tst dat: July 10, 2012 Ovrviw This documnt provids information on Nimbl Storag's storag solution for Microsoft

More information

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W

LG has introduced the NeON 2, with newly developed Cello Technology which improves performance and reliability. Up to 320W 300W Cllo Tchnology LG has introducd th NON 2, with nwly dvlopd Cllo Tchnology which improvs prformanc and rliability. Up to 320W 300W Cllo Tchnology Cll Connction Elctrically Low Loss Low Strss Optical Absorption

More information

Developing Economies and Cloud Security: A Study of Africa Mathias Mujinga School of Computing, University of South Africa mujinm@unisa.ac.

Developing Economies and Cloud Security: A Study of Africa Mathias Mujinga School of Computing, University of South Africa mujinm@unisa.ac. Journal of Emrging Trnds in Computing and Information Scincs 2009-2012 CIS Journal. All rights rsrvd. Dvloping Economis and Cloud Scurity: A Study of Africa Mathias Mujinga School of Computing, Univrsity

More information

Free ACA SOLUTION (IRS 1094&1095 Reporting)

Free ACA SOLUTION (IRS 1094&1095 Reporting) Fr ACA SOLUTION (IRS 1094&1095 Rporting) Th Insuranc Exchang (301) 279-1062 ACA Srvics Transmit IRS Form 1094 -C for mployrs Print & mail IRS Form 1095-C to mploys HR Assist 360 will gnrat th 1095 s for

More information

Practical Approaches to Big Data & Analytics: From Infrastructure to

Practical Approaches to Big Data & Analytics: From Infrastructure to 2014 Cisco and/or its affiliates. All rights reserved. Practical Approaches to Big Data & Analytics: From Infrastructure to Applications Kapil Bakshi Distinguished Architect, Cisco System Digital Government

More information

Development of Financial Management Reporting in MPLS

Development of Financial Management Reporting in MPLS 1 Dvlopmnt of Financial Managmnt Rporting in MPLS 1. Aim Our currnt financial rports ar structurd to dlivr an ovrall financial pictur of th dpartmnt in it s ntirty, and thr is no attmpt to provid ithr

More information

Installation Saving Space-efficient Panel Enhanced Physical Durability Enhanced Performance Warranty The IRR Comparison

Installation Saving Space-efficient Panel Enhanced Physical Durability Enhanced Performance Warranty The IRR Comparison Contnts Tchnology Nwly Dvlopd Cllo Tchnology Cllo Tchnology : Improvd Absorption of Light Doubl-sidd Cll Structur Cllo Tchnology : Lss Powr Gnration Loss Extrmly Low LID Clls 3 3 4 4 4 Advantag Installation

More information

Data warehouse on Manpower Employment for Decision Support System

Data warehouse on Manpower Employment for Decision Support System Data warhous on Manpowr Employmnt for Dcision Support Systm Amro F. ALASTA, and Muftah A. Enaba Abstract Sinc th us of computrs in businss world, data collction has bcom on of th most important issus du

More information

Enterprise Resource Planning (ERP) Systems

Enterprise Resource Planning (ERP) Systems Entrpris Rsourc Planning (ERP) Systms For Non-Practitionrs Octobr 1997 Octobr 1997 National Industry Srvics - Industrial & Automotiv Products ERP nabls companis to driv th optimum intr-oprability btwn

More information

TELL YOUR STORY WITH MYNEWSDESK The world's leading all-in-one brand newsroom and multimedia PR platform

TELL YOUR STORY WITH MYNEWSDESK The world's leading all-in-one brand newsroom and multimedia PR platform TELL YOUR STORY WITH MYNEWSDESK Th world's lading all-in-on brand nwsroom and multimdia PR platform SO WHAT'S THE STORY WITH MYNEWSDESK? Th world s lading all-in-on nwsroom and digital PR platform. Usd

More information

Architecture of the proposed standard

Architecture of the proposed standard Architctur of th proposd standard Introduction Th goal of th nw standardisation projct is th dvlopmnt of a standard dscribing building srvics (.g.hvac) product catalogus basd on th xprincs mad with th

More information

SAS ANALYTIC SOLUTIONS RUNNING ON A HADOOP CLUSTER USING YARN JAMES KOCHUBA. Copyright 2015, SAS Institute Inc. All rights reserved.

SAS ANALYTIC SOLUTIONS RUNNING ON A HADOOP CLUSTER USING YARN JAMES KOCHUBA. Copyright 2015, SAS Institute Inc. All rights reserved. SAS ANALYTIC SOLUTIONS RUNNING ON A HADOO CLUSTR USING YARN JAMS KOCHUBA MARKT LADR IN DATA & ANALYTICS Great laces to Work Awards 15 COUNTRIS 2 MULTINATIONAL SAS Industry Average Revenue Reinvested in

More information

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia Studnt Nots Cost Volum Profit Analysis by John Donald, Lcturr, School of Accounting, Economics and Financ, Dakin Univrsity, Australia As mntiond in th last st of Studnt Nots, th ability to catgoris costs

More information

Our Company. 14 years active in ECM concepts Microsoft competence in ERP integration International projects

Our Company. 14 years active in ECM concepts Microsoft competence in ERP integration International projects Our Company 14 yars activ in ECM concpts Microsoft comptnc in ERP intgration Intrnational projcts (th Nthrlands, US, Canada, Mxico, Grmany,...) Advancd solution for data intgration Th Company Locatd in

More information

Personal Identity Verification (PIV) Enablement Solutions

Personal Identity Verification (PIV) Enablement Solutions Prsonal Idntity Vrification (PIV) Enablmnt Solutions pivclass Govrnmnt Solutions Affordabl Prsonal Idntity Vrification (PIV) Enablmnt Solutions from a Singl, Trustd Supplir Complt Solution for PIV Enablmnt

More information

Contents. Presentation contents: Basic EDI dataflow in Russia. eaccounting for HR and Payroll. eaccounting in a Cloud

Contents. Presentation contents: Basic EDI dataflow in Russia. eaccounting for HR and Payroll. eaccounting in a Cloud Accounting Contnts Prsntation contnts: Basic EDI dataflow in Russia Accounting for HR and Payroll Accounting in a Cloud Basic EDI Procss Flow Typs of documnts for EDI Lgally rquird documnts: Act of accptanc

More information

IntelliBPM. The next generation Business Performance Management Tool. Executive Summary: Market Demand: Problem:

IntelliBPM. The next generation Business Performance Management Tool. Executive Summary: Market Demand: Problem: IntlliBPM Th nxt gnratin Businss Prfrmanc Managmnt Tl IntlliBPM is a ttal Businss Prfrmanc Managmnt (BPM) and gnratin platfrm dsignd t assist businsss gnrat a flxibl and dynamic BPM slutin. It is rspnsiv

More information

Dolphin Management 6. a u. h r. e D oc. n Sec. t GPS

Dolphin Management 6. a u. h r. e D oc. n Sec. t GPS Dolphin Managmnt 6 tint Databas Sc urity Full Pa hduling rd n Sc a w c a i s t h r C tmnt Squnc Planning Docto ol Fing nizr Tra Corrsp r-t im nt t To t Orga ondn n m t m r a u c Patin po D oc Com t GPS

More information

Review and Analysis of Cloud Computing Quality of Experience

Review and Analysis of Cloud Computing Quality of Experience Rviw and Analysis of Cloud Computing Quality of Exprinc Fash Safdari and Victor Chang School of Computing, Crativ Tchnologis and Enginring, Lds Mtropolitan Univrsity, Hadinly, Lds LS6 3QR, U.K. {F.Safdari,

More information

EVALUATING EFFICIENCY OF SERVICE SUPPLY CHAIN USING DEA (CASE STUDY: AIR AGENCY)

EVALUATING EFFICIENCY OF SERVICE SUPPLY CHAIN USING DEA (CASE STUDY: AIR AGENCY) Indian Journal Fundamntal and Applid Lif Scincs ISSN: 22 64 (Onlin) An Opn Accss, Onlin Intrnational Journal Availabl at www.cibtch.org/sp.d/jls/20/0/jls.htm 20 Vol. (S), pp. 466-47/Shams and Ghafouripour

More information

Consulting. Creating value through HR HR Strategy

Consulting. Creating value through HR HR Strategy onulting rating valu through HR HR Stratgy HR Stratgy On of th ky ucc factor of high prforming organiation i putting thir popl firt. oday HR xcutiv ar challngd to dvlop fficint and ffctiv, impl yt powrful

More information

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME!

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME! union scholars YOU CAN CHANGE THE WORLD... program AND EARN MONEY FOR COLLEGE AT THE SAME TIME! AFSCME Unitd Ngro Collg Fund Harvard Univrsity Labor and Worklif Program APPLICATION DEADLINE: FEBRUARY 28

More information

erkeley / uc berkeley extension Be YoUR Best / be est with berkeley / uc berkeley With BerkELEY exten xtension / be your best with berkele

erkeley / uc berkeley extension Be YoUR Best / be est with berkeley / uc berkeley With BerkELEY exten xtension / be your best with berkele c rkley xtnsion yor st w rkly c rkley xtnsion st with rkly c rkley xtn Crtificat yor Program st in with rkly c rk xtnsion yor st with rkl c rkley xtnsion yor st w rkly Financial c Planning rkley xtnsion

More information

Analyzing Failures of a Semi-Structured Supercomputer Log File Efficiently by Using PIG on Hadoop

Analyzing Failures of a Semi-Structured Supercomputer Log File Efficiently by Using PIG on Hadoop Intrnational Journal of Computr Scinc and Enginring Opn Accss Rsarch Papr Volum-2, Issu-1 E-ISSN: 2347-2693 Analyzing Failurs of a Smi-Structurd Suprcomputr Log Fil Efficintly by Using PIG on Hadoop Madhuri

More information

A Secure Web Services for Location Based Services in Wireless Networks*

A Secure Web Services for Location Based Services in Wireless Networks* A Scur Wb Srvics for Location Basd Srvics in Wirlss Ntworks* Minsoo L 1, Jintak Kim 1, Shyun Park 1, Jail L 2 and Sokla L 21 1 School of Elctrical and Elctronics Enginring, Chung-Ang Univrsity, 221, HukSuk-Dong,

More information

I would appreciate the opportunity to discuss your needs and how I can help you meet your goals.

I would appreciate the opportunity to discuss your needs and how I can help you meet your goals. Nam: EMIL GLOWNIA Contact: http://www.katiandemil.com/agncy Wbsit: www.katiandemil.com Availability: Immdiat start Profil: www.katiandemil.com/cv Typ: BI Contracts only Is Emil th right candidat for you?

More information

Designing a Secure DNS Architecture

Designing a Secure DNS Architecture WHITE PAPER Dsigning a Scur DNS Architctur In today s ntworking landscap, it is no longr adquat to hav a DNS infrastructur that simply rsponds to quris. What is ndd is an intgratd scur DNS architctur that

More information

5.3.2 APPROACH TO PERFORMANCE MANAGEMENT

5.3.2 APPROACH TO PERFORMANCE MANAGEMENT Chaptr 5: Prformanc Managmnt Systm 5. APPROACH TO PERFORMANCE MANAGEMENT Th Municipal Systms Act () rquirs municipalitis to dvlop a prformanc managmnt systm suitabl for thir own circumstancs. According

More information

YOU HAVE A MISSION WE HAVE TECHNOLOGY SAVING TIME TO BUILD YOUR CAMP S BOTTOM LINE

YOU HAVE A MISSION WE HAVE TECHNOLOGY SAVING TIME TO BUILD YOUR CAMP S BOTTOM LINE YOU HAVE A MISSION WE HAVE TECHNOLOGY SAVING TIME TO BUILD YOUR CAMP S BOTTOM LINE TABLE OF CONTENTS Camp Markting Ar You Invsting Your Markting Budgt Wisly? Choosing A Softwar Partnr 8 Ky Faturs Spotlight

More information

Cookie Policy- May 5, 2014

Cookie Policy- May 5, 2014 Cooki Policy- May 5, 2014 Us of Cookis on Sizmk Wbsits This Cooki Disclosur applis only to us of cookis on corporat wbsits (www.sizmk.com and rlatd rgional wbsits) publishd by Sizmk Inc. and its affiliats

More information

Presentation on Short-Term Certificates to the CAPSEE Conference. September 18, 2014

Presentation on Short-Term Certificates to the CAPSEE Conference. September 18, 2014 Prsntation on Short-Trm Crtificats to th CAPSEE Confrnc Sptmbr 18, 2014 Th first goal of City Collgs Rinvntion is focusd on nsuring studnts arn crdntials of conomic valu Rinvntion Goals Incras numbr of

More information

Lift Selection Guide

Lift Selection Guide Lift Slction Guid Hlping you choos th right lifts to kp your staff and rsidnts saf Th Dirct Supply diffrnc Kp your community saf DIRECT SUPPLY MAKES EQUIPMENT SELECTION EASY BENEFITS OF SAFE LIFTING PRACTICES

More information

Moving Securely Around Space: The Case of ESA

Moving Securely Around Space: The Case of ESA Moving Scurly Around Spac: Th Cas of ESA Prpard By: Andra Baldi, Jos Frnandz Balsiro, Marco Incollingo Tommaso Parrinllo, Cristiano Silvagni, Stfano Zatti Europan Spac Agncy Andra.Baldi@sa.int ESA Scnario

More information

SCHOOLS' PPP : PROJECT MANAGEMENT

SCHOOLS' PPP : PROJECT MANAGEMENT Rport Schools' PPP Sub Committ 22 April 2004 2 SCHOOLS' PPP : PROJECT MANAGEMENT 1 Rason for Rport To provid Mmbrs with information on th structur of th Schools' PPP Projct Tam 2 Background 21 Dumfris

More information

THE LOWER SCHUYLKILL MASTER PLAN EXECUTIVE SUMMARY

THE LOWER SCHUYLKILL MASTER PLAN EXECUTIVE SUMMARY THE LOWER MASTER PLAN EXECUTIVE SUMMARY Th Lowr Schuylkill Mastr Plan nvisions a 21st Cntury industrial district at intgrats xciting opportunitis for nw and growing businsss wi sustainabl faturs and complling

More information

Mainframe Integration

Mainframe Integration Mobil Application and Mainfram Intgration Russll Bonnr IBM 04/11/2015 Sssion MH Agnda Businss drivrs for th API Economy Mobil, Cloud and Improving consumability and govrnanc Lvraging z Assts as APIs End-to-nd

More information

DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE. www.smartoptics.

DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE. www.smartoptics. DENTAL CAD MADE IN GERMANY MODULAR ARCHITECTURE BACKWARD PLANNING CUTBACK FUNCTION BIOARTICULATOR INTUITIVE USAGE OPEN INTERFACE www.smartoptics.d dntprogrss an b rsion c v o m d ss.d! A fr ntprog.d w

More information

Global Sourcing: lessons from lean companies to improve supply chain performances

Global Sourcing: lessons from lean companies to improve supply chain performances 3 rd Intrnational Confrnc on Industrial Enginring and Industrial Managmnt XIII Congrso d Ingniría d Organización Barclona-Trrassa, Sptmbr 2nd-4th 2009 Global Sourcing: lssons from lan companis to improv

More information

Title: Patient Safety Improvements through Real-Time Inventory Management

Title: Patient Safety Improvements through Real-Time Inventory Management Titl: Patint Safty Improvmnts through Ral-Tim Invntory Managmnt Author: Lynda Wilson, Administrativ Projct Analyst/Crtifid Six Sigma Black Blt Mrcy Ds Moins - Mrcy Hart Hospital 411 Laurl Strt, Suit 1225

More information

Improving Managerial Accounting and Calculation of Labor Costs in the Context of Using Standard Cost

Improving Managerial Accounting and Calculation of Labor Costs in the Context of Using Standard Cost Economy Transdisciplinarity Cognition www.ugb.ro/tc Vol. 16, Issu 1/2013 50-54 Improving Managrial Accounting and Calculation of Labor Costs in th Contxt of Using Standard Cost Lucian OCNEANU, Constantin

More information

Lecture notes: 160B revised 9/28/06 Lecture 1: Exchange Rates and the Foreign Exchange Market FT chapter 13

Lecture notes: 160B revised 9/28/06 Lecture 1: Exchange Rates and the Foreign Exchange Market FT chapter 13 Lctur nots: 160B rvisd 9/28/06 Lctur 1: xchang Rats and th Forign xchang Markt FT chaptr 13 Topics: xchang Rats Forign xchang markt Asst approach to xchang rats Intrst Rat Parity Conditions 1) Dfinitions

More information

UNIVERSITY OF NAIROBI SCHOOL OF COMPUTING & INFORMATICS IMPROVING APPLICATION OF KNOWLEDGE MANAGEMENT SYSTEMS IN ORGANIZATIONS:

UNIVERSITY OF NAIROBI SCHOOL OF COMPUTING & INFORMATICS IMPROVING APPLICATION OF KNOWLEDGE MANAGEMENT SYSTEMS IN ORGANIZATIONS: UNIVERSITY OF NAIROBI SCHOOL OF COMPUTING & INFORMATICS IMPROVING APPLICATION OF KNOWLEDGE MANAGEMENT SYSTEMS IN ORGANIZATIONS: CASE OF NAIROBI CITY WATER AND SEWERAGE COMPANY By TABITHA MBETE NGEI P58/63441/2011

More information

Continuity Cloud Virtual Firewall Guide

Continuity Cloud Virtual Firewall Guide Cloud Virtual Firwall Guid uh6 Vrsion 1.0 Octobr 2015 Foldr BDR Guid for Vam Pag 1 of 36 Cloud Virtual Firwall Guid CONTENTS INTRODUCTION... 3 ACCESSING THE VIRTUAL FIREWALL... 4 HYPER-V/VIRTUALBOX CONTINUITY

More information

Foreign Exchange Markets and Exchange Rates

Foreign Exchange Markets and Exchange Rates Microconomics Topic 1: Explain why xchang rats indicat th pric of intrnational currncis and how xchang rats ar dtrmind by supply and dmand for currncis in intrnational markts. Rfrnc: Grgory Mankiw s Principls

More information

Planning and Managing Copper Cable Maintenance through Cost- Benefit Modeling

Planning and Managing Copper Cable Maintenance through Cost- Benefit Modeling Planning and Managing Coppr Cabl Maintnanc through Cost- Bnfit Modling Jason W. Rup U S WEST Advancd Tchnologis Bouldr Ky Words: Maintnanc, Managmnt Stratgy, Rhabilitation, Cost-bnfit Analysis, Rliability

More information

Cisco Solutions for Big Data and Analytics

Cisco Solutions for Big Data and Analytics Cisco Solutions for Big Data and Analytics Tarek Elsherif, Solutions Executive November, 2015 Agenda Major Drivers & Challengs Data Virtualization & Analytics Platform Considerations for Big Data & Analytics

More information

Job Description. Programme Leader & Subject Matter Expert

Job Description. Programme Leader & Subject Matter Expert Job titl: Programm Ladr & Subjct Mattr xprt Arbitration Pathways, ducation and Training Dpartmnt Salary band: 47,500 to 56,500 (dpndnt upon xprinc) Hours: 35 hours a wk Trm: Full Tim, Prmannt Accountabl

More information

Key Management System Framework for Cloud Storage Singa Suparman, Eng Pin Kwang Temasek Polytechnic {singas,engpk}@tp.edu.sg

Key Management System Framework for Cloud Storage Singa Suparman, Eng Pin Kwang Temasek Polytechnic {singas,engpk}@tp.edu.sg Ky Managmnt Systm Framwork for Cloud Storag Singa Suparman, Eng Pin Kwang Tmask Polytchnic {singas,ngpk}@tp.du.sg Abstract In cloud storag, data ar oftn movd from on cloud storag srvic to anothr. Mor frquntly

More information

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange Lctur 6: Th Forign xchang Markt xchang Rats in th long run CON 34 Mony and Banking Profssor Yamin Ahmad xchang Rats in th Short Run Intrst Parity Big Concpts Long run: Law of on pric Purchasing Powr Parity

More information

n e o R Pick your Path: What is a DSO? THE The Educational Resource Exclusively for Dental Students

n e o R Pick your Path: What is a DSO? THE The Educational Resource Exclusively for Dental Students Th Educational Rsourc Exclusivly for Dntal Studnts THE T H E N E X T D D S. c o m FALL 2015 / VOLUME 5 ISSUE 2 t n I gratd o t d a o Car R Th Scan a Tag using your mobil dvic to automatically opn THENEXTDDS

More information

Have Debit Cards Changed Thai Consumer Shopping Behavior?

Have Debit Cards Changed Thai Consumer Shopping Behavior? Intrnational Journal of Markting Studis Novmbr, 2009 Hav Dbit Cards Changd Thai Consumr Shopping Bhavior? Chtsada Noknoi Economics and Businss Administration Faculty, Thaksin Univrsity 140 Moo 4, Kanajanavanit

More information

Performance Evaluation

Performance Evaluation Prformanc Evaluation ( ) Contnts lists availabl at ScincDirct Prformanc Evaluation journal hompag: www.lsvir.com/locat/pva Modling Bay-lik rputation systms: Analysis, charactrization and insuranc mchanism

More information

Media Considerations Related to Puerto Rico s Fiscal Situation

Media Considerations Related to Puerto Rico s Fiscal Situation CUNY Graduat School of Journalism Jun, Mdia Considrations Rlatd to Purto Rico s Fiscal Situation Alan Schankl Managing Dirctor Municial Stratgy and Rsarch Economy is Stagnant and Dbt Continus to Grow.%.%.%

More information

Fleet vehicles opportunities for carbon management

Fleet vehicles opportunities for carbon management Flt vhicls opportunitis for carbon managmnt Authors: Kith Robrtson 1 Dr. Kristian Stl 2 Dr. Christoph Hamlmann 3 Alksandra Krukar 4 Tdla Mzmir 5 1 Snior Sustainability Consultant & Lad Analyst, Arup 2

More information

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8

June 2012. Enprise Rent. Enprise 1.1.6. Author: Document Version: Product: Product Version: SAP Version: 8.81.100 8.8 Jun 22 Enpris Rnt Author: Documnt Vrsion: Product: Product Vrsion: SAP Vrsion: Enpris Enpris Rnt 88 88 Enpris Rnt 22 Enpris Solutions All rights rsrvd No parts of this work may b rproducd in any form or

More information

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS

EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS 25 Vol. 3 () January-March, pp.37-5/tripathi EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS *Shilpa Tripathi Dpartmnt of Chmical Enginring, Indor Institut

More information

Congressional Budget Submission. U. S. Department of Justice. FY 2009 Performance Budget. Justice Information Sharing Technology (JIST)

Congressional Budget Submission. U. S. Department of Justice. FY 2009 Performance Budget. Justice Information Sharing Technology (JIST) Congrssional Budgt Submission U. S. Dpartmt of Justic FY 2009 Prformanc Budgt Justic Information Sharing Tchnology (JIST) Tabl of Contts Pag No. I. Ovrviw.....3 II. Summary of Program Changs (non)....

More information

Decoding the Big Data Deluge a Virtual Approach. Dan Luongo, Global Lead, Field Solution Engineering Data Virtualization Business Unit, Cisco

Decoding the Big Data Deluge a Virtual Approach. Dan Luongo, Global Lead, Field Solution Engineering Data Virtualization Business Unit, Cisco Decoding the Big Data Deluge a Virtual Approach Dan Luongo, Global Lead, Field Solution Engineering Data Virtualization Business Unit, Cisco High-volume, velocity and variety information assets that demand

More information

Category 1: Purchased Goods and Services

Category 1: Purchased Goods and Services 1 Catgory 1: Purchasd Goods and Srvics Catgory dscription T his catgory includs all upstram (i.., cradl-to-gat) missions from th production of products purchasd or acquird by th rporting company in th

More information

Over-investment of free cash flow

Over-investment of free cash flow Rv Acc Stud (2006) 11:159 189 DOI 10.1007/s11142-006-9012-1 Ovr-invstmnt of fr cash flow Scott Richardson Publishd onlin: 23 Jun 2006 Ó Springr Scinc+Businss Mdia, LLC 2006 Abstract This papr xamins th

More information

An Broad outline of Redundant Array of Inexpensive Disks Shaifali Shrivastava 1 Department of Computer Science and Engineering AITR, Indore

An Broad outline of Redundant Array of Inexpensive Disks Shaifali Shrivastava 1 Department of Computer Science and Engineering AITR, Indore Intrnational Journal of mrging Tchnology and dvancd nginring Wbsit: www.ijta.com (ISSN 2250-2459, Volum 2, Issu 4, pril 2012) n road outlin of Rdundant rray of Inxpnsiv isks Shaifali Shrivastava 1 partmnt

More information

Defining Retirement Success for Defined Contribution Plan Sponsors: Begin with the End in Mind

Defining Retirement Success for Defined Contribution Plan Sponsors: Begin with the End in Mind Dfining Rtirmnt Succss for Dfind Contribution Plan Sponsors: Bgin with th End in Mind David Blanchtt, CFA, CFP, AIFA Had of Rtirmnt Rsarch Morningstar Invstmnt Managmnt david.blanchtt@morningstar.com Nathan

More information

Cisco IT Hadoop Journey

Cisco IT Hadoop Journey Cisco IT Hadoop Journey Srini Desikan, Program Manager IT 2015 MapR Technologies 1 Agenda Hadoop Platform Timeline Key Decisions / Lessons Learnt Data Lake Hadoop s place in IT Data Platforms Use Cases

More information

GOAL SETTING AND PERSONAL MISSION STATEMENT

GOAL SETTING AND PERSONAL MISSION STATEMENT Prsonal Dvlopmnt Track Sction 4 GOAL SETTING AND PERSONAL MISSION STATEMENT Ky Points 1 Dfining a Vision 2 Writing a Prsonal Mission Statmnt 3 Writing SMART Goals to Support a Vision and Mission If you

More information

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers)

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers) Intrmdiat Macroconomic Thory / Macroconomic Analysis (ECON 3560/5040) Final Exam (Answrs) Part A (5 points) Stat whthr you think ach of th following qustions is tru (T), fals (F), or uncrtain (U) and brifly

More information

Scalable Transactions for Web Applications in the Cloud using Customized CloudTPS

Scalable Transactions for Web Applications in the Cloud using Customized CloudTPS Shashikant Mahadu Bankar/ (IJCSIT) Intrnational Journal of Computr Scinc and Information Tchnologis, Vol. (3), 2015, 218-2191 Scalabl Transactions for Wb Applications in th Cloud using Customizd CloudTPS

More information

Keywords: Knowledge Management Foundations, Probst et al., Model, Knowledge Management, Albroz Electric Power Distribution Companies

Keywords: Knowledge Management Foundations, Probst et al., Model, Knowledge Management, Albroz Electric Power Distribution Companies THE ANALYSIS OF KNOWLEDGE MANAGEMENT IN THE ELECTRIC POWER DISTRIBUTION COMPANIES IN IRAN (CASE STUDY: ALBORZ ELECTRICITY PROVINCE DISTRIBUTION COMPANY) *Mortza Shikhi Dpartmnt of Industrial Managmnt,

More information

ESA Support to ESTB Users

ESA Support to ESTB Users ESA Support to ESTB Usrs Dr. Javir Vntura-Travst Europan Spac Agncy 3 rd ESTB Workshop Nic 12 Novmbr 2002 OUTLINE! ESA ESTB wbsit support! Th ESTB/EGNOS Hlpdsk! Th ESTB Nwslttr! Th ESA SISNET tchnology!

More information

From Access to Education, Health and Innovation

From Access to Education, Health and Innovation Nxtlco Foundation From Accss to Education, Halth and Innovation Josf Noll, Profssor, Univrsity of Oslo/UNIK Had of Rsarch, Movation AS josf@unik.no Vidar Sannrhaugn, CEO, Akrshus Tchnology Fund Foundr

More information

Americans now spend 3.8 hours daily on non-work-related Internet activity.

Americans now spend 3.8 hours daily on non-work-related Internet activity. Tlvision advrtising rmains as th bst way to rach consumrs, with cabl TV giving advrtisrs powrful options to targt spcific consumr groups. Intrnt advrtising is an idal companion to TV advrtising, dlivring

More information

Adverse Selection and Moral Hazard in a Model With 2 States of the World

Adverse Selection and Moral Hazard in a Model With 2 States of the World Advrs Slction and Moral Hazard in a Modl With 2 Stats of th World A modl of a risky situation with two discrt stats of th world has th advantag that it can b natly rprsntd using indiffrnc curv diagrams,

More information

Case Study: the Use of Agile on Mortgage Application: Evidence from Thailand

Case Study: the Use of Agile on Mortgage Application: Evidence from Thailand Cas Study: th Us of Agil on Mortgag Application: Evidnc from Thailand Krcha Puphaiboon Faculty of Computr and Information Tchnology Kasm Bundit Univrsity Bangkok, Thailand Abstract This papr prsnts a cas

More information

Secure Cloud Computing Environment against DDOS and EDOS Attacks

Secure Cloud Computing Environment against DDOS and EDOS Attacks I. Mttildha Mary t al, / (IJCSIT) Intrnational Journal of Computr Scinc and Information Tchnologis, Vol. 5 (2), 2014, 1803-1808 Scur Cloud Computing Environmnt against DDOS and EDOS Attacks I. Mttildha

More information

SOFTWARE ENGINEERING AND APPLIED CRYPTOGRAPHY IN CLOUD COMPUTING AND BIG DATA

SOFTWARE ENGINEERING AND APPLIED CRYPTOGRAPHY IN CLOUD COMPUTING AND BIG DATA Intrnational Journal on Tchnical and Physical Problms of Enginring (IJTPE) Publishd by Intrnational Organization of IOTPE ISSN 077-358 IJTPE Journal www.iotp.com ijtp@iotp.com Sptmbr 015 Issu 4 Volum 7

More information

Cost-Volume-Profit Analysis

Cost-Volume-Profit Analysis ch03.qxd 9/7/04 4:06 PM Pag 86 CHAPTER Cost-Volum-Profit Analysis In Brif Managrs nd to stimat futur rvnus, costs, and profits to hlp thm plan and monitor oprations. Thy us cost-volum-profit (CVP) analysis

More information

Seeking opportunities for bigger impact: Climate Performance in the Benelux. CDP Benelux Climate Change Report 2014

Seeking opportunities for bigger impact: Climate Performance in the Benelux. CDP Benelux Climate Change Report 2014 1 Sking opportunitis for biggr impact: Climat Prformanc in th Bnlux CDP Bnlux Climat Chang Rport 2014 On bhalf of 767 invstors with assts of US$92 trillion. Rport writr Scoring Partnr 2 Ky mssags 1 Out

More information

Caution laser! Avoid direct eye contact with the laser beam!

Caution laser! Avoid direct eye contact with the laser beam! Manual ontnt 1. aturs 3 2. Spcifications 3 3. Packag contnts 3 4. Th mous at a glanc 4 5. onncting to th P 5 6. Installing th softwar 5 7. Th ditor 6 7.1 Starting th ditor 6 7.2 Main ontrol window 6 7.3

More information

Deer: Predation or Starvation

Deer: Predation or Starvation : Prdation or Starvation National Scinc Contnt Standards: Lif Scinc: s and cosystms Rgulation and Bhavior Scinc in Prsonal and Social Prspctiv s, rsourcs and nvironmnts Unifying Concpts and Procsss Systms,

More information

embedded e e in numbers, facts and figures

embedded e e in numbers, facts and figures FACTSHEET EMBEDDED mbddd in numbrs, facts and figurs 25th Intrnational Trad Fair for Elctronic Componnts, Systms and Applications Nw Munich Trad Fair Cntr Novmbr 13 16, 2012 www.lctronica.d Focusing on

More information

Whole Systems Approach to CO 2 Capture, Transport and Storage

Whole Systems Approach to CO 2 Capture, Transport and Storage Whol Systms Approach to CO 2 Captur, Transport and Storag N. Mac Dowll, A. Alhajaj, N. Elahi, Y. Zhao, N. Samsatli and N. Shah UKCCS Mting, July 14th 2011, Nottingham, UK Ovrviw 1 Introduction 2 3 4 Powr

More information

ONLINE CONSUMER BEHAVIOR: AN EXPLORATORY STUDY

ONLINE CONSUMER BEHAVIOR: AN EXPLORATORY STUDY G.J. C.M.P., Vol. 2(4):98-17 July-August, 213 ISSN: 2319 7285 ONLINE CONSUMER BEHAVIOR: AN EXPLORATORY STUDY Namita Bhandari* & Prti Kaushal** *Panjab Univrsity, Chandigarh, India **Chitkara Univrsity,

More information

Resource Management and Audit Scrutiny Panel. Apologies for absence were received from Councillors Child, Gilchrist, Maginnis and O Donnell.

Resource Management and Audit Scrutiny Panel. Apologies for absence were received from Councillors Child, Gilchrist, Maginnis and O Donnell. + ED I N BVRG H + THE CITY OF EDINBURGH CUNClL Itm no 4 Committ Mi n Uts Rsourc Managmnt and Audit Scrutiny Panl Edinburgh, Prsnt:- Councillors Jackson (Convnr), Aldridg, Milligan, Munro, Paisly (substitut

More information

Online Price Competition within and between Heterogeneous Retailer Groups

Online Price Competition within and between Heterogeneous Retailer Groups Onlin Pric Comptition within and btwn Htrognous Rtailr Groups Cnk Kocas Dpartmnt of Markting and Supply Chain Managmnt, Michigan Stat Univrsity kocas@msu.du Abstract This study prsnts a modl of pric comptition

More information