Quality and Pricing for Outsourcing Service: Optimal Contract Design

Size: px
Start display at page:

Download "Quality and Pricing for Outsourcing Service: Optimal Contract Design"

Transcription

1 Qulity nd Pricing for Outsourcing Srvic: Optiml Contrct Dsign Smr K. Mukhopdhyy Univrsity of Wisconsin-Milwuk Co-uthor: Xiowi Zhu, Wst Chstr Univrsity of PA Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 1

2 Introduction Why outsourc? Rduc oprtionl costs Us othr firm s comptncy Outsourcing mnufcturing : for dcds Srvic outsourcing: usinss procss outsourcing PO, Informtion tchnology outsourcing ITO cll cntr outsourcing Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007

3 Introduction Cll cntr onshor outsourcing Willow CS Mirmr, FL hndls clls for Offic Dpot. Alpin Accss Goldn, CO hndls clls for Flowrs.com. Cll cntr offshor outsourcing In 00, Dlt Air Lins outsourcd cll cntr srvic with n xpctd svings of $6 million in 003. Othrs, lik Amricn Exprss, Citibnk, Sprint, Hwltt Pckrd, Dll, nd IM. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 3

4 Introduction usinss procss outsourcing PO A.T. Krny Inc. prdicts tht 500,000 finncil-srvics jobs will go offshor by 008. Forrstr Rsrch prdicts tht som 79,000 lgl jobs, totling $5.8 billion in wgs, would b snt offshor by 015. Informtion tchnology outsourcing ITO McKinsy forcsts IT srvics nd bck-offic work in Indi will swll to $57 billion nnul xport industry mploying 4 million popl by 008. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 4

5 Introduction Outsourcing is not troubl fr solution. A mjor concrn is th ulity of outsourcing. Dll stoppd outsourcing th tchnicl support cll cntr, bcus of svr ulity problm Outsourcing dcision is composit of pric, ulity nd othr rltd fctors. W ddrss th issu of srvic outsourcing using cll-cntr s n xmpl. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 5

6 Litrtur Survy Mny of th pprs in th cll cntr modl th cll cntr s uu, s rviwd by Gn t.l. 00. Aksin, Vricourt nd Krsmn 004 study two typs of cll cntr outsourcing contrcts: volumbsd pr-cll pricing nd cpcity-bsd prgnt-pr-hour contrct. Extnsiv rsrch hv bn crrid out in th r of ulity, lik Kouvlis nd Mukhopdhyy Most rsrchs discuss th ulity undr full informtion. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 6

7 Modl Scnrio Supplir Q Profit functions For th supplir: π S p c Q or For th buyr: π p or π π S uyr Cll volum function p b + Q Dcision vribls For th buyr: untity of th cll nd cut-off point For th supplir: Q ulity of th clls Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 7

8 Th contrcts Two scnrios studid Contrct- undr full informtion F th buyr knows. Contrct- undr symmtric informtion A th buyr dos not know, knows prior cumultiv distribution F with dnsity function f, dfind on [, ]. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 8

9 Th contrcts undr full informtion F Full informtion- buyr knows Following Stcklbrg mov: uyr - ldr, nnouncing first; Supplir -followr, nnouncing Q ftr tht. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 9

10 Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, Th contrcts undr full informtion F Rsult 1: Th uilibrium untity, ulity, nd pric undr F: whr binding Th corrsponding profits t uilibrium r givn s: whr nd b F b Q F p F + + F b π π 4 4 π π b F π 4 π F F F S c + b

11 Th contrcts undr full informtion F Rsult : F is incrsing in, b nd nd dcrsing in nd ; Q F is incrsing in, b nd nd dcrsing in ; p F is incrsing in nd ; F π is th incrsing convx function in. Rsult 3: Th optiml lvl of for th supplir * 3 + 4c b + 3 4c Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13,

12 Th contrcts undr symmtric informtion A Asymmtric informtion- buyr dosn t knows Following Stcklbrg mov: uyr - ldr, nnouncing first; Supplir -followr, nnouncing Q ftr tht. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 1

13 Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, Th contrcts undr symmtric informtion A Rsult 4: Th buyr s optiml contrct undr A. All pirs of A, A stisfy th following utions: f b f b c d f F b π 0 + s c b π

14 Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, Rsult 4 continud If, th uilibrium untity, ulity, nd pric undr A: A b F d f A A A Q A A b f p +

15 Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, Th contrcts - Anlysis of F nd A Rsult 5: A < F if nd only if b Q F >Q A if nd only if < d f F 1 1 < F d f b E b.

16 umricl Exprimnts Th numricl vlus usd in th xprimnt r givn in th nxt tbl 1. b c π π S W ssum Uniform distribution for with f nd. F Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13,

17 umricl Exprimnts Profit t A F Profit t SA SF Figur. vrsus th buyr s profit. Figur 3. vrsus th supplir s profit Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13,

18 umricl Exprimnts Rng of t. Figur 7. th cut-off point vrsus widnss rng of Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13,

19 umricl Exprimnts Profit SF F SA A Figur 8. Profit vrsus th bs dmnd Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13,

20 Conclusion Our modl uss cll cntr s n xmpl to study outsourcing pric nd ulity issus. Th modl cn b pplid to othr outsourcing scnrio. Th modl cn b xtndd to mny diffrnt dirctions. W could includ bonus nd pnlty for. th high nd low ulity in th contrct, using nonlinr pricing schm. Third nnul confrnc, POMS Collg of Srvic Oprtions London usinss School July 1 & 13, 007 0

Managing Supply Chain Backorders under Vendor Managed Inventory: A Principal-Agent Approach and Empirical Analysis

Managing Supply Chain Backorders under Vendor Managed Inventory: A Principal-Agent Approach and Empirical Analysis nging Supply Chin Bckordrs undr Vndor ngd Invntory: A Principl-Agnt Approch nd Empiricl Anlysis Yuling Yo Collg o Businss & Economics, high Univrsity Emil: yuy3@lhigh.du, Tl: 6 758-676 Yn ong Crlson School

More information

Important result on the first passage time and its integral functional for a certain diffusion process

Important result on the first passage time and its integral functional for a certain diffusion process Lcturs Mtmátics Volumn 22 (21), págins 5 9 Importnt rsult on th first pssg tim nd its intgrl functionl for crtin diffusion procss Yousf AL-Zlzlh nd Bsl M. AL-Eidh Kuwit Univrsity, Kuwit Abstrct. In this

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

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

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13)

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13) con 37: Answr Ky for Problm St (Chaptr 2-3) Instructor: Kanda Naknoi Sptmbr 4, 2005. (2 points) Is it possibl for a country to hav a currnt account dficit at th sam tim and has a surplus in its balanc

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

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

(Analytic Formula for the European Normal Black Scholes Formula)

(Analytic Formula for the European Normal Black Scholes Formula) (Analytic Formula for th Europan Normal Black Schols Formula) by Kazuhiro Iwasawa Dcmbr 2, 2001 In this short summary papr, a brif summary of Black Schols typ formula for Normal modl will b givn. Usually

More information

Abstract. Introduction. Statistical Approach for Analyzing Cell Phone Handoff Behavior. Volume 3, Issue 1, 2009

Abstract. Introduction. Statistical Approach for Analyzing Cell Phone Handoff Behavior. Volume 3, Issue 1, 2009 Volum 3, Issu 1, 29 Statistical Approach for Analyzing Cll Phon Handoff Bhavior Shalini Saxna, Florida Atlantic Univrsity, Boca Raton, FL, shalinisaxna1@gmail.com Sad A. Rajput, Farquhar Collg of Arts

More information

TC Appendix 4E Appropriate Qualification tables. (Unless otherwise indicated all qualifications are valid if awarded by examination only)

TC Appendix 4E Appropriate Qualification tables. (Unless otherwise indicated all qualifications are valid if awarded by examination only) TC Appnix 4E Approprit Qulifiction tls (Unlss othrwis inict ll qulifictions r vli if wr y xmintion only) Ky for th qulifiction tls for ctivity numrs 2, 3, 4, 6, 12 n 13 Mts full qulifiction rquirmnt up

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

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

Fundamentals of Tensor Analysis

Fundamentals of Tensor Analysis MCEN 503/ASEN 50 Chptr Fundmntls of Tnsor Anlysis Fll, 006 Fundmntls of Tnsor Anlysis Concpts of Sclr, Vctor, nd Tnsor Sclr α Vctor A physicl quntity tht cn compltly dscrid y rl numr. Exmpl: Tmprtur; Mss;

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

Category 7: Employee Commuting

Category 7: Employee Commuting 7 Catgory 7: Employ Commuting Catgory dscription This catgory includs missions from th transportation of mploys 4 btwn thir homs and thir worksits. Emissions from mploy commuting may aris from: Automobil

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

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data

FACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data FACULTY SALARIES FALL 2004 NKU CUPA Data Compard To Publishd National Data May 2005 Fall 2004 NKU Faculty Salaris Compard To Fall 2004 Publishd CUPA Data In th fall 2004 Northrn Kntucky Univrsity was among

More information

Last time Interprocedural analysis Dimensions of precision (flow- and context-sensitivity) Flow-Sensitive Pointer Analysis

Last time Interprocedural analysis Dimensions of precision (flow- and context-sensitivity) Flow-Sensitive Pointer Analysis Flow-Insnsitiv Pointr Anlysis Lst tim Intrprocurl nlysis Dimnsions of prcision (flow- n contxt-snsitivity) Flow-Snsitiv Pointr Anlysis Toy Flow-Insnsitiv Pointr Anlysis CIS 570 Lctur 12 Flow-Insnsitiv

More information

Reading. Minimum Spanning Trees. Outline. A File Sharing Problem. A Kevin Bacon Problem. Spanning Trees. Section 9.6

Reading. Minimum Spanning Trees. Outline. A File Sharing Problem. A Kevin Bacon Problem. Spanning Trees. Section 9.6 Rin Stion 9.6 Minimum Spnnin Trs Outlin Minimum Spnnin Trs Prim s Alorithm Kruskl s Alorithm Extr:Distriut Shortst-Pth Alorithms A Fil Shrin Prolm Sy unh o usrs wnt to istriut il monst thmslvs. Btwn h

More information

Gold versus stock investment: An econometric analysis

Gold versus stock investment: An econometric analysis Intrnational Journal of Dvlopmnt and Sustainability Onlin ISSN: 268-8662 www.isdsnt.com/ijds Volum Numbr, Jun 202, Pag -7 ISDS Articl ID: IJDS20300 Gold vrsus stock invstmnt: An conomtric analysis Martin

More information

Non-Homogeneous Systems, Euler s Method, and Exponential Matrix

Non-Homogeneous Systems, Euler s Method, and Exponential Matrix Non-Homognous Systms, Eulr s Mthod, and Exponntial Matrix W carry on nonhomognous first-ordr linar systm of diffrntial quations. W will show how Eulr s mthod gnralizs to systms, giving us a numrical approach

More information

CPU. Rasterization. Per Vertex Operations & Primitive Assembly. Polynomial Evaluator. Frame Buffer. Per Fragment. Display List.

CPU. Rasterization. Per Vertex Operations & Primitive Assembly. Polynomial Evaluator. Frame Buffer. Per Fragment. Display List. Elmntary Rndring Elmntary rastr algorithms for fast rndring Gomtric Primitivs Lin procssing Polygon procssing Managing OpnGL Stat OpnGL uffrs OpnGL Gomtric Primitivs ll gomtric primitivs ar spcifid by

More information

ISE 576 Industrial Ecology 1

ISE 576 Industrial Ecology 1 ISE 576 Industril Ecology 1 Instructors: Dr. M. Rhii; Offic: GER 202-B; Tl: 213-740-4016; Fx: 213-740-1120; E-il: rhii@usc.du COURSE DESCRIPTIO Approchs nd tools to vlut products, procsss, nd systs in

More information

A Theoretical Model of Public Response to the Homeland Security Advisory System

A Theoretical Model of Public Response to the Homeland Security Advisory System A Thortical Modl of Public Rspons to th Homland Scurity Advisory Systm Amy (Wnxuan) Ding Dpartmnt of Information and Dcision Scincs Univrsity of Illinois Chicago, IL 60607 wxding@uicdu Using a diffrntial

More information

ME 612 Metal Forming and Theory of Plasticity. 6. Strain

ME 612 Metal Forming and Theory of Plasticity. 6. Strain Mtal Forming and Thory of Plasticity -mail: azsnalp@gyt.du.tr Makin Mühndisliği Bölümü Gbz Yüksk Tknoloji Enstitüsü 6.1. Uniaxial Strain Figur 6.1 Dfinition of th uniaxial strain (a) Tnsil and (b) Comprssiv.

More information

Vague Cosets. (2) aa Aa A is vague invariant. b G then. X [0,1], where as a vague set A of set X is a pair. (1) aa ba Aa Ab if A is vague symmetric.

Vague Cosets. (2) aa Aa A is vague invariant. b G then. X [0,1], where as a vague set A of set X is a pair. (1) aa ba Aa Ab if A is vague symmetric. World Journl of Rsrch nd Rviw (WJRR) ISSN:2455-3956, Volum-3, Issu-2, ugust 206 Pgs 28-3 Vgu Costs Ch Mllik, N Rmkrishn, nndh Ro strct- In this ppr w study th vgu costs nd thir proprtisths concpts r usd

More information

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions CPS 22 Thory of Computation REGULAR LANGUAGES Rgular xprssions Lik mathmatical xprssion (5+3) * 4. Rgular xprssion ar built using rgular oprations. (By th way, rgular xprssions show up in various languags:

More information

Natural Gas & Electricity Prices

Natural Gas & Electricity Prices Click to dit Mastr titl styl Click to dit Mastr txt styls Scond lvl Third lvl Natural Gas & Elctricity Prics Fourth lvl» Fifth lvl Glnn S. Pool Manufacturing Support Mgr. Enrgy April 4, 2013 Click Vrso

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

Traffic Flow Analysis (2)

Traffic Flow Analysis (2) Traffic Flow Analysis () Statistical Proprtis. Flow rat distributions. Hadway distributions. Spd distributions by Dr. Gang-Ln Chang, Profssor Dirctor of Traffic safty and Oprations Lab. Univrsity of Maryland,

More information

Secure User Data in Cloud Computing Using Encryption Algorithms

Secure User Data in Cloud Computing Using Encryption Algorithms Scur Usr Data in Using Encrypt Algorithms Rachna Arora*, Anshu Parashar ** *(Rsarch Scholar, HCTM, Kaithal, Haryana) ** (Associat Profssor, HCTM, Kaithal, Haryana) ABSTRACT is transming inmat tchnology.

More information

Ethanolic Extraction of Soybean Oil: Oil Solubility Equilibria and Kinetic Studies

Ethanolic Extraction of Soybean Oil: Oil Solubility Equilibria and Kinetic Studies Ethanolic Extraction of Soyban Oil: Oil Solubility Equilibria and Kintic Studis Christiann E. C. Rodrigus*, Natália M. Longo, Cibl C. Silva, Kila K.. Aracava, Bruna R. Garavazo Sparation Enginring Laboratory

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

Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization, Lisbon, Portugal, September 22-24, 2006 246

Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization, Lisbon, Portugal, September 22-24, 2006 246 Procdings of th 6th WSEAS Intrnational Confrnc on Simulation, Modlling and Optimization, Lisbon, Portugal, Sptmbr 22-24, 2006 246 Larg dformation modling in soil-tillag tool intraction using advancd 3D

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

AP Calculus AB 2008 Scoring Guidelines

AP Calculus AB 2008 Scoring Guidelines AP Calculus AB 8 Scoring Guidlins Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos mission is to connct studnts to collg succss and opportunity.

More information

Upper Bounding the Price of Anarchy in Atomic Splittable Selfish Routing

Upper Bounding the Price of Anarchy in Atomic Splittable Selfish Routing Uppr Bounding th Pric of Anarchy in Atomic Splittabl Slfish Routing Kamyar Khodamoradi 1, Mhrdad Mahdavi, and Mohammad Ghodsi 3 1 Sharif Univrsity of Tchnology, Thran, Iran, khodamoradi@c.sharif.du Sharif

More information

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book.

The example is taken from Sect. 1.2 of Vol. 1 of the CPN book. Rsourc Allocation Abstract This is a small toy xampl which is wll-suitd as a first introduction to Cnts. Th CN modl is dscribd in grat dtail, xplaining th basic concpts of C-nts. Hnc, it can b rad by popl

More information

Managing Multiple Outsourcing: Service Quality and Volume Issues

Managing Multiple Outsourcing: Service Quality and Volume Issues Prodngs of th 4 Intrntonl Confrn on Industrl Engnrng nd Oprtons Mngmnt l Indons Jnury 7 9 4 Mngng Multpl Outsourng: Srv ulty nd Volum Issus Smr K Mukhopdhyy SungKyunKwn Unvrsty GS Jongnogu Soul Kor -745

More information

Prediction of Speed and Behaviour of a Ship in a Seaway

Prediction of Speed and Behaviour of a Ship in a Seaway ISP, Volum 3, No. 65, 1976 Rprintd: 13-09-001 Wbsit: www.shipmotions.nl Rpport 047-P, 1976, Dlft Univrsity of Tchnology, Ship Hydromchnics Lbortory, Mklwg, 68 CD Dlft, Th Nthrlnds. Prdiction of Spd nd

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

Theoretical aspects of investment demand for gold

Theoretical aspects of investment demand for gold Victor Sazonov (Russia), Dmitry Nikolav (Russia) Thortical aspcts of invstmnt dmand for gold Abstract Th main objctiv of this articl is construction of a thortical modl of invstmnt in gold. Our modl is

More information

Outline. Binary Tree

Outline. Binary Tree Outlin Similrity Srh Th Nikolus Augstn Fr Univrsity of Bozn-Bolzno Fulty of Computr Sin DIS 1 Binry Rprsnttion of Tr Binry Brnhs Lowr Boun for th Eit Distn Unit 10 My 17, 2012 Nikolus Augstn (DIS) Similrity

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

Electronic Commerce. and. Competitive First-Degree Price Discrimination

Electronic Commerce. and. Competitive First-Degree Price Discrimination Elctronic Commrc and Comptitiv First-Dgr Pric Discrimination David Ulph* and Nir Vulkan ** Fbruary 000 * ESRC Cntr for Economic arning and Social Evolution (ESE), Dpartmnt of Economics, Univrsity Collg

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

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

Business Process Simulation for Operational Decision Support

Business Process Simulation for Operational Decision Support Businss Procss Simultion for Oprtionl Dcision Support M. T. Wynn 1, M. Dums 1, C. J. Fidg 1, A. H. M. tr Hofstd 1, nd W. M. P. vn dr Alst 1,2 1 Fculty of Informtion Tchnology, Qunslnd Univrsity of Tchnology,

More information

QUANTITATIVE METHODS CLASSES WEEK SEVEN

QUANTITATIVE METHODS CLASSES WEEK SEVEN QUANTITATIVE METHODS CLASSES WEEK SEVEN Th rgrssion modls studid in prvious classs assum that th rspons variabl is quantitativ. Oftn, howvr, w wish to study social procsss that lad to two diffrnt outcoms.

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

Irrigating With High Salinity Water 1

Irrigating With High Salinity Water 1 BUL322 Irrigating With High Watr 1 Dorota Z. Haman 2 In humid aras such as Florida, salinity concrns ar diffrnt than in arid aras sinc larg amounts of rainfall will wash out salts concntrating in th soil

More information

Fraud, Investments and Liability Regimes in Payment. Platforms

Fraud, Investments and Liability Regimes in Payment. Platforms Fraud, Invstmnts and Liability Rgims in Paymnt Platforms Anna Crti and Mariann Vrdir y ptmbr 25, 2011 Abstract In this papr, w discuss how fraud liability rgims impact th pric structur that is chosn by

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

The Coverage Analysis for Low Earth Orbiting Satellites at Low Elevation

The Coverage Analysis for Low Earth Orbiting Satellites at Low Elevation (IJACSA) Intrnational Journal of Advancd Computr Scinc and Applications, Vol. 5, No. 6, 14 Th Covrag Analysis for Low Earth Orbiting Satllits at Low Elvation Shklzn Cakaj 1, Bxht Kamo 1, Algnti Lala 1,

More information

Higher. Exponentials and Logarithms 160

Higher. Exponentials and Logarithms 160 hsn uknt Highr Mthmtics UNIT UTCME Eponntils nd Logrithms Contnts Eponntils nd Logrithms 6 Eponntils 6 Logrithms 6 Lws of Logrithms 6 Eponntils nd Logrithms to th Bs 65 5 Eponntil nd Logrithmic Equtions

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

I. INTRODUCTION. Figure 1, The Input Display II. DESIGN PROCEDURE

I. INTRODUCTION. Figure 1, The Input Display II. DESIGN PROCEDURE Ballast Dsign Softwar Ptr Grn, Snior ighting Systms Enginr, Intrnational Rctifir, ighting Group, 101S Spulvda Boulvard, El Sgundo, CA, 9045-438 as prsntd at PCIM Europ 0 Abstract: W hav dvlopd a Windows

More information

Cisco Data Virtualization

Cisco Data Virtualization Cisco Data Virtualization Big Data Eco-systm Discussion with Bloor Group Bob Ev, David Bsmr July 2014 Cisco Data Virtualization Backgroundr Cisco Data Virtualization is agil data intgration softwar that

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

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

SIMULATION OF THE PERFECT COMPETITION AND MONOPOLY MARKET STRUCTURE IN THE COMPANY THEORY

SIMULATION OF THE PERFECT COMPETITION AND MONOPOLY MARKET STRUCTURE IN THE COMPANY THEORY 1 SIMULATION OF THE PERFECT COMPETITION AND MONOPOLY MARKET STRUCTURE IN THE COMPANY THEORY ALEXA Vasil ABSTRACT Th prsnt papr has as targt to crat a programm in th Matlab ara, in ordr to solv, didactically

More information

FACILITY MANAGEMENT SCHEMES FOR SCHOOLS IN THE UK:A STUDY OF VARIATIONS IN SUPPORT SERVICES COSTS AND CAPITAL EFFICIENCY RATIOS

FACILITY MANAGEMENT SCHEMES FOR SCHOOLS IN THE UK:A STUDY OF VARIATIONS IN SUPPORT SERVICES COSTS AND CAPITAL EFFICIENCY RATIOS FACILITY MANAGEMENT SCHEMES FOR SCHOOLS IN THE UK:A STUDY OF VARIATIONS IN SUPPORT SERVICES COSTS AND CAPITAL EFFICIENCY RATIOS By Rui PdroPrira Magalhas 1 Sptmbr 2013 A Dissrtation submittd in part fulfilmnt

More information

RISK MANAGEMENT AND ASSESSMENT OF THE MANUFACTURING AND MARKETING RISK-FACTORS WITHIN INDUSTRIAL COMPANIES

RISK MANAGEMENT AND ASSESSMENT OF THE MANUFACTURING AND MARKETING RISK-FACTORS WITHIN INDUSTRIAL COMPANIES HENRI COANDA AIR FORCE ACADEMY ROMANIA INTERNATIONAL CONFERENCE of SCIENTIFIC PAPER AFASES 2015 Brasov, 28-30 May 2015 GENERAL M.R. STEFANIK ARMED FORCES ACADEMY SLOVAK REPUBLIC RISK MANAGEMENT AND ASSESSMENT

More information

Lecture 20: Emitter Follower and Differential Amplifiers

Lecture 20: Emitter Follower and Differential Amplifiers Whits, EE 3 Lctur 0 Pag of 8 Lctur 0: Emittr Followr and Diffrntial Amplifirs Th nxt two amplifir circuits w will discuss ar ry important to lctrical nginring in gnral, and to th NorCal 40A spcifically.

More information

Examples. Epipoles. Epipolar geometry and the fundamental matrix

Examples. Epipoles. Epipolar geometry and the fundamental matrix Epipoar gomtry and th fundamnta matrix Epipoar ins Lt b a point in P 3. Lt x and x b its mapping in two imags through th camra cntrs C and C. Th point, th camra cntrs C and C and th (3D points corrspon

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

The Constrained Ski-Rental Problem and its Application to Online Cloud Cost Optimization

The Constrained Ski-Rental Problem and its Application to Online Cloud Cost Optimization 3 Procdings IEEE INFOCOM Th Constraind Ski-Rntal Problm and its Application to Onlin Cloud Cost Optimization Ali Khanafr, Murali Kodialam, and Krishna P. N. Puttaswam Coordinatd Scinc Laborator, Univrsit

More information

Parallel and Distributed Programming. Performance Metrics

Parallel and Distributed Programming. Performance Metrics Paralll and Distributd Programming Prformanc! wo main goals to b achivd with th dsign of aralll alications ar:! Prformanc: th caacity to rduc th tim to solv th roblm whn th comuting rsourcs incras;! Scalability:

More information

Stock and Foreign Exchange Market Linkages in Emerging Economies

Stock and Foreign Exchange Market Linkages in Emerging Economies Working Ppr 01-013 Stock nd Forign Exchng Mrkt Linkgs in Emrging Economis Eln Androu, Mri Mtsi nd Andrs Svvids Dprtmnt of Economics, Univrsity of Cyprus, P.O. Box 0537, 1678 Nicosi, Cyprus Tl.: +357-893700,

More information

Cryptographic Protocol Analysis of AN.ON

Cryptographic Protocol Analysis of AN.ON Cryptographic Protocol Analysis of AN.ON Bndikt Wstrmann 1, Rolf Wndolsky 2, Lxi Pimnidis 3, and Dogan Ksdogan 1,4 1 Q2S, NTNU, 7491 Trondhim, Norway 2 JonDos GmbH, 93055 Rgnsburg, Grmany 3 idv GmbH, 50672

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

A Note on Approximating. the Normal Distribution Function

A Note on Approximating. the Normal Distribution Function Applid Mathmatical Scincs, Vol, 00, no 9, 45-49 A Not on Approimating th Normal Distribution Function K M Aludaat and M T Alodat Dpartmnt of Statistics Yarmouk Univrsity, Jordan Aludaatkm@hotmailcom and

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

Package Information Datasheet for Mature Altera Devices

Package Information Datasheet for Mature Altera Devices Packag Information Datasht for Matur Altra Dvics DS-PKG-16.8 This datasht provids packag and thrmal rsistanc information for matur Altra dvics. Packag information includs th ordring cod rfrnc, packag acronym,

More information

MEASUREMENT AND ASSESSMENT OF IMPACT SOUND IN THE SAME ROOM. Hans G. Jonasson

MEASUREMENT AND ASSESSMENT OF IMPACT SOUND IN THE SAME ROOM. Hans G. Jonasson MEASUREMENT AND ASSESSMENT OF IMPACT SOUND IN THE SAME ROOM Hans G. Jonasson SP Tchnical Rsarch Institut of Swdn Box 857, SE-501 15 Borås, Swdn hans.jonasson@sp.s ABSTRACT Drum sound, that is th walking

More information

TEMPERATURE COMPENSATION OF A THERMAL FLOW SENSOR BY USING TEMPERATURE COMPENSATION NETWORK. *Corresponding author: sima@tatiuc.edu.

TEMPERATURE COMPENSATION OF A THERMAL FLOW SENSOR BY USING TEMPERATURE COMPENSATION NETWORK. *Corresponding author: sima@tatiuc.edu. National Confrnc on Postgraduat sarch (NCON-PG) 2009 st Octobr 2009, UMP Confrnc Hall, Malaysia Cntr for Graduat Studis, Univrsiti Malaysia Pahang Editors: M.M. Noor; M.M. ahman and K. Kadirgama EMPEAUE

More information

Modeling Motorcycle Accident on Rural Highway

Modeling Motorcycle Accident on Rural Highway Modling Motorcycl Accidnt on Rural Highway A.K.Sharma, V.S. Landg, and N.V.Dshpand Abstract Motorcyclists ar th most crash-pron road-usr group in many Asian countris including India. Statistics of accidnt

More information

SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM

SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM RESEARCH PAPERS IN MANAGEMENT STUDIES SPREAD OPTION VALUATION AND THE FAST FOURIER TRANSFORM M.A.H. Dmpstr & S.S.G. Hong WP 26/2000 Th Judg Institut of Managmnt Trumpington Strt Cambridg CB2 1AG Ths paprs

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

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

Projections - 3D Viewing. Overview Lecture 4. Projection - 3D viewing. Projections. Projections Parallel Perspective

Projections - 3D Viewing. Overview Lecture 4. Projection - 3D viewing. Projections. Projections Parallel Perspective Ovrviw Lctur 4 Projctions - 3D Viwing Projctions Paralll Prspctiv 3D Viw Volum 3D Viwing Transformation Camra Modl - Assignmnt 2 OFF fils 3D mor compl than 2D On mor dimnsion Displa dvic still 2D Analog

More information

Version Issue Date Reason / Description of Change Author Draft February, N/A 2009

Version Issue Date Reason / Description of Change Author Draft February, N/A 2009 Appndix A: CNS Managmnt Procss: OTRS POC Documnt Control Titl : CNS Managmnt Procss Documnt : (Location of Documnt and Documnt numbr) Author : Ettin Vrmuln (EV) Ownr : ICT Stratgic Srvics Vrsion : Draft

More information

Got diabetes? Thinking about having a baby?

Got diabetes? Thinking about having a baby? Gt dibts? Thinking but hving bby? U.S. Dprtmnt f Hlth nd Humn Srvics Cntrs fr Diss Cntrl nd Prvntin Dibts nd Prgnncy Dibts is cnditin in which yur bdy cnnt us sugrs nd strchs (crbhydrts) frm fd t mk nrgy.

More information

An IAC Approach for Detecting Profile Cloning in Online Social Networks

An IAC Approach for Detecting Profile Cloning in Online Social Networks An IAC Approach for Dtcting Profil Cloning in Onlin Social Ntworks MortzaYousfi Kharaji 1 and FatmhSalhi Rizi 2 1 Dptartmnt of Computr and Information Tchnology Enginring,Mazandaran of Scinc and Tchnology,Babol,

More information

Voice Biometrics: How does it work? Konstantin Simonchik

Voice Biometrics: How does it work? Konstantin Simonchik Voic Biomtrics: How dos it work? Konstantin Simonchik Lappnranta, 4 Octobr 2012 Voicprint Makup Fingrprint Facprint Lik a ingrprint or acprint, a voicprint also has availabl paramtrs that provid uniqu

More information

www.designresearchsociety.org

www.designresearchsociety.org Dsign Rsrch Socity ISSN 1752-8445 www.dsignrsrchsocity.org Rprint Chrls Own Dsign Thinking: Nots on its Ntur nd Us Dsign Rsrch Qurtrly Vol. 2, N0. 1, Jnury, 2007, pp. 16-27 This is rprint from Dsign Rsrch

More information

Constrained Renewable Resource Allocation in Fuzzy Metagraphs via Min- Slack

Constrained Renewable Resource Allocation in Fuzzy Metagraphs via Min- Slack Intrntonl Journl of ppld Oprtonl Rsrch Vol 1, No 1, pp 7-17, Summr 011 Journl hompg: wwworlur Constrnd Rnwl Rsourc llocton n Fuzzy Mtgrphs v Mn- Slck S S Hshmn* Rcvd: Jnury 31, 011 ; ccptd: My 1, 011 strct

More information

Lecture 3: Diffusion: Fick s first law

Lecture 3: Diffusion: Fick s first law Lctur 3: Diffusion: Fick s first law Today s topics What is diffusion? What drivs diffusion to occur? Undrstand why diffusion can surprisingly occur against th concntration gradint? Larn how to dduc th

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

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

Analysis of Trade Before and After the WTO: A Case Study of India

Analysis of Trade Before and After the WTO: A Case Study of India Global Journal of Financ and Managmnt. ISSN 0975-6477 Volum 6, Numbr 8 (2014), pp. 801-808 Rsarch India Publications http://www.ripublication.com Analysis of Trad Bfor and Aftr th WTO: A Cas Study of India

More information

User-Perceived Quality of Service in Hybrid Broadcast and Telecommunication Networks

User-Perceived Quality of Service in Hybrid Broadcast and Telecommunication Networks Usr-Prcivd Quality of Srvic in Hybrid Broadcast and Tlcommunication Ntworks Michal Galtzka Fraunhofr Institut for Intgratd Circuits Branch Lab Dsign Automation, Drsdn, Grmany Michal.Galtzka@as.iis.fhg.d

More information

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment ClerPeks Customer Cre Guide Business s Usul (BU) Services Pece of mind for your BI Investment ClerPeks Customer Cre Business s Usul Services Tble of Contents 1. Overview...3 Benefits of Choosing ClerPeks

More information

Meerkats: A Power-Aware, Self-Managing Wireless Camera Network for Wide Area Monitoring

Meerkats: A Power-Aware, Self-Managing Wireless Camera Network for Wide Area Monitoring Mrkats: A Powr-Awar, Slf-Managing Wirlss Camra Ntwork for Wid Ara Monitoring C. B. Margi 1, X. Lu 1, G. Zhang 1, G. Stank 2, R. Manduchi 1, K. Obraczka 1 1 Dpartmnt of Computr Enginring, Univrsity of California,

More information

CUTTING METHODS AND CARTESIAN ROBOTS KESME YÖNTEMLERİ VE KARTEZYEN ROBOTLAR

CUTTING METHODS AND CARTESIAN ROBOTS KESME YÖNTEMLERİ VE KARTEZYEN ROBOTLAR ournal of Naval Scinc and Enginring 2009, Vol. 5, No.2, pp. 35-42 CUTTING METHODS AND CARTESIAN ROBOTS Asst. Prof. Ugur SIMSIR, Lt.Cdr. Turkish Naval Acady Mchanical Enginring Dpartnt Tuzla, Istanbul,Turkiy

More information

YouthWorks Youth Works (yüth- w rkz), n.

YouthWorks Youth Works (yüth- w rkz), n. YouthWorks Youth Works(yüth- w rkz),n. 1. Baltimor City s summr jobs program. 2. Crats carr pathways for Baltimor City youth. 3. Givs Baltimor mployrs opportunitis to train thir futur workforc. Opportunity

More information

Sci.Int.(Lahore),26(1),131-138,2014 ISSN 1013-5316; CODEN: SINTE 8 131

Sci.Int.(Lahore),26(1),131-138,2014 ISSN 1013-5316; CODEN: SINTE 8 131 Sci.Int.(Lahor),26(1),131-138,214 ISSN 113-5316; CODEN: SINTE 8 131 REQUIREMENT CHANGE MANAGEMENT IN AGILE OFFSHORE DEVELOPMENT (RCMAOD) 1 Suhail Kazi, 2 Muhammad Salman Bashir, 3 Muhammad Munwar Iqbal,

More information

Numerical Algorithm for the Stochastic Present Value of Aggregate Claims in the Renewal Risk Model

Numerical Algorithm for the Stochastic Present Value of Aggregate Claims in the Renewal Risk Model Gn. Mah. Nos, Vol. 9, No. 2, Dcmbr, 23, pp. 4- ISSN 229-784; Copyrigh ICSRS Publicaion, 23 www.i-csrs.org Availabl fr onlin a hp://www.gman.in Numrical Algorihm for h Sochasic Prsn Valu of Aggrga Claims

More information

Policies for Simultaneous Estimation and Optimization

Policies for Simultaneous Estimation and Optimization Policis for Simultanous Estimation and Optimization Migul Sousa Lobo Stphn Boyd Abstract Policis for th joint idntification and control of uncrtain systms ar prsntd h discussion focuss on th cas of a multipl

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