Multicriteria Decision Model for Information Systems Priorities Based on Business Process Management
|
|
|
- Samuel Campbell
- 10 years ago
- Views:
Transcription
1 Multiiteia Deision Model fo Infomation Systems Pioities Based on Business Poess Management Adiel Teixei de Almeida* and Mila Neves Souza** The pape pesents a multiiteia deision model fo infomation system (IS) pioities. The model takes into aount Business Poess Management appoah in ode to assign sttegi and oganizational issues, epesented by iteia. Also, tehnologial iteia ae onsideed. The pape pesents the IS planning methodology, emphasizing the deision model poposed. Field of Reseah: Management Siene, Infomation System Management. Intodution Most of pevious appoahes to deal with IS pioities have not given adequate impotane to sttegi aspets. Shin (200) pointed out sevel easons fo failues in IS planning. One of these easons is the lak in onnetion between sttegi objetives and ation plans. In this pape a deision model make sttegi and oganizational onnetions with the ation plan. A patiula IS planning methodology (Zahman, 982), named Business System Planning (BSP), has been applied and adapted in pevious wok (Almeida el al, 992). The adaptation has povided a moe appopiate way fo quantitative analysis egading pioities assignment of IS. A deision model is built to inopote the use of the ELECTRE I method. This method allows analysis on the dominane elations amongst IS modules, based on the study of outnking elations, using a non ompensatoy logi (Roy, 996; Vinke, 992; Belton and Stewat, 2002). * Pof. Adiel Teixei de Almeida, Fedel Univesity of Penanbuo, [email protected] ** Mila Neves Souza, Fedel Univesity of Penanbuo, Reife, Bzil, [email protected]
2 2. Litetue Review Sevel methodologies have been epoted in litetue elated to infomation system (IS) planning (Shniedejans el al, 2004; Ahituv and Neumann, 983; Dohety et al, 999; Teo, 200; Zahman, 982). Most of this IS planning methodologies do not povide an adequate appoah fo a quantitative hoie of altenatives fo implementation. Regading the Business System Planning methodology, ad ho poedues have been applied in most ases (Zahman, 982). Most of these appoahes lak fomality and igo fo pioities assignment of IS. Sevel appoahes have been found in litetue dealing with pioities assignment of IS (Shniedejans el al, 2004; Han et al 998; Haes and Royle, 994). Howeve, most of them ae not integted with an IS planning methodology, whih inopotes the whole view of the oganization. A Cost Benefit Analysis has been poposed inluding only tangible aspets to be analyzed Haes and Royle, 994). Appoahes based on Quality Funtion Deployment (QFD) has been poposed by taking into aount suess itial fatos to assign pioities fo IS (Han et al 998; Kim et al, 2000; Min et al, 999). Matinsons et al (999) suggest the use Balaned Soead (BSC) in ode to evaluate IS in oganizations. Vey few wok found in litetue deals with multiiteia methods (Belton and Stewat, 2002) to analyze pioities fo IS. Howeve, Shniedejans el al (2004) pesented sevel altenative ways to deal with IS investment, inluding multiiteia methods, suh as: multi-objetive pogmming and Analyti Hiehy Poess (AHP). Regading the use of Business Poess Management (BPM) appoah fo IS planning, the Business System Planning (BSP) methodology (Zahman, 982) may inopote this view based on adapted BSP (Almeida el al, 992). The BPM appoah supply a fmewok fo Leaning and may inopote Knowledge Management. BPM appoah may be applied fo exploing the oganizational view based on Knowledge (Amistead et al, 999). In the last few yeas, a hange thee has been fom data-awae IS oiented to poess-awae IS (PAISs) oiented. poess-awae IS allows hanges of poess whithout hanges in IS (van de Aalst et al., 2007; Weske et al, 2004). In this pape BPM appoah has been taken into aount fo building the multiiteia deision model fo IS pioities, onsideing oganizational issues. 3. Methodology and Model Poposed An IS planning methodology has been adapted to inopote the deision model. This methodology is based on the Business Systems Planning pesented by Zahman (982) and adapted by Almeida el al (992). The methodology has been adapted in ode to simplify some planning steps and inopote the deision model. Figue shows the steps applied fo the IS planning. A sttegi view of the oganization is obtained in the fist step. The seond step is onened with the appliation of the BPM appoah. Thid step deals with infomation issue, inluding the pioities assignment. The last step pesents an ation plan to appoah the IS in the oganization. This ation plan
3 indiates aeas whee IS should be impoved and is applied to guide softwae implementation and esoues alloation appliation. Sttegi View Business Poess Management Infomation Engineeing Data Analysis Modulaization Pioitization Ation Plan Figue - Infomation System Planning This pape is mainly onened with the pioities assignment. To make this pat lea some aspets of modulaization ae pesented, as follows. The IS is divided aoding to two diffeent aspets in: Infomation Sevie Type (IST) and Infomation Goup (IG). The IST is elated to the appoah applied on infomation, suh as desibed in Spgue and Watson (982). Theefoe, following IST an be applied: Tnsational infomation systems (also alled Eletoni Data Poessing - EDP); Management infomation systems (MIS); Deision suppot systems (DSS); Exeutive infomation systems (EIS); Infomation sevie of offie suppot; Infomation sevie of poess ontol; Infomation sevie of gphi suppot The IG oesponds to a mao gouping efeing to speifi poesses in the oganization. These modules hateize the subjets the IS deal with. The infomation system is analyzed based on these two views. The infomation system modules (ISM) ae obtained by ombination of IST and IG, aoding to Table.
4 IG IG2 IG3 IG4 IST ISM ISM2 ISM4 IST2 ISM2 IST3 IST4 IST5 IST6 IST7 ISM7 ISM47 Table 2 - Infomation System Modules - ISM The pioitization of the whole IS onsists in obtaining an evaluation of all ISM s. The objetive of the deision model is to assign pioities fo the ISM. Evaluations on eah ISM fo eah iteion ae obtained and epesented though the following matix by onsideing iteia(), IG(m) and IST(). m m 2 m m m m 2 m m m () The pioities ae fistly assigned fo the sttegi fatos and then tnsfeed to the poesses and finally to the ISM. The deision model is based on pefeene modeling based on the pefeene stutue of the deision make. Thus, a multiiteia method should be applied. In this pape the ELECTRE method is applied in ode to make this evaluation. 3. Multiiteia Deision Method ELECTRE I method has been applied fo pioities assignment. This method onenttes the analysis on the dominane elations amongst altenatives. This method is based on the study of outnking elations, using a non ompensatoy logi, exploiting notions of onodane. These outnking elations ae built in suh way that it is possible to ompae altenatives. The DM establishes the elative weights fo the iteia and the admissible level p fo onodane index and admissible level q fo disodane index. The indexes ae obtained though the following elations, onsideing two ations: a and b (Vinke, 992; Roy, 996; Belton and Stewat, 2002): + (W + 0.5W ) C(a, b) + (W + W + W ) (2) ( Zbk Zak) D(a, b) Max * Z k Z k, fo all k whee Zbk > Zak (3) outnking elations: asb if C p and D q (4) whee: W + oesponds to the sum of weights fo iteia whee a is pefeble to b; W oesponds to the sum of weights fo iteia whee a b; and W - oesponds to the sum of weights fo iteia whee b is pefeble to a.
5 Z ak is the evaluation o utility of ation a elated to iteia k; Z * k is the best degee of evaluation obtained fo iteia k; and Z - k is the wose degee of evaluation obtained fo iteia k. In ode to failitate the poedue, the evaluation of altenatives ae nomalised suh that Z * k and Z - k 0. The outnking elation is obtained applying (4) and the poedue to obtain the sub-set of best altenatives, efeed to as kenel (Vinke, 992; Roy, 996; Belton and Stewat, 2002). The kenel inludes a sub-set of altenatives suh that any othe altenative is outnked by at least one of the kenel and the altenatives of the kenel ae inompable. 3.2 Deision Model fo Pioities of Infomation System An analytial stutue extts fom deision makes and analysts elationships among poess and IS modules, inluding IG, IST, and iteia goups to put them togethe to obtain ISM evaluation. Deision make establishes elationship between: poesses and sttegi iteia in (5), poesses and IG in (6). 2 p 2 n pn p i 0 (5) m 2 2 p mp 0, m i (6) The poesses evaluations elated to sttegi iteia fo IG ae tnsfeed though a matix stutue in (7), to obtain the IG evaluation aoding to sttegi views. whee: ik. p k ik kj (7) 2 m 2 n mn 0, m i j The poesses ae evaluated unde poess iteia ( p ) and this evaluation is tnsfeed to IG fo obtaining IG evaluations aoding to these iteia as given by (8)
6 g j p j (8) IS Expets evaluates IST elated to tehnial iteia, obtaining t i. Then, the IS Expets obtain following matix. This matix indiates the degee in whih eah IG uses eah IST. at at2 at m at 2 at m at at at m j Finally, the ISM evaluation fo eah iteion is given by (9). Based on IG and IST evaluations and the degee of ontibution of eah IST in eah IG, the ISM evaluation ae given by (9). m at. t i. (9) The evaluation of ISM fo iteia is given in (9), whih oesponds to the matix in (). Now the ELECTRE method may be applied. (2), (3) and (4) ae applied into the matix given in () and obtained by (9). Fo the appliation of this model following iteia have been onsideed: fou sttegi iteia: level of sevies supply, new business oppotunities, bette quality pattens and staff development; two poesses iteia: ustomes ommitment and itiism of automati systems; and two tehnial iteia tehnologial oppotunities and elative tehnology osts. Sevel poesses have been taken into aount to ondut the study, inluding: basi stutue opetions, aquisition, tehnology development, human esoues management, opote suppot and maketing. By elating poesses and opote data, the Infomation Goups (IG) have been found. Following IST have been onsideed: Tnsational Infomation System (TIS); Management Infomation System (MIS); Deision Suppot System (DSS); Exeutive Infomation System (EIS). The ombination between IG and IST given the ISM s, whih ae the IS modules, epesent the pojets potfolio to be seleted fo pioity onsidetions in the next ation plan. 4. Disussion The model pesented inopote ELECTRE I method in the deision model. Othe Multiiteia methods ould also be adapted and inopoted within this model. The hoie of the multiiteia method is based on sevel aspets, suh as: deision make pefeenes and tionality, oganizational ontext, sheduling fo the deision poess. The model allows the assignment of pioities fo IS modules, assisting an ation plan onened with infomation systems and onneted with sttegi fatos. The esults of the pioitization has been applied fo the ation planning, whih onsists of seleting the IS modules fo futue investments.
7 The emphasis of the deision model is the onnetion with the oganizational poesses, inluding also tehnologial iteia. The poposed deision model povides to business deision makes following esults: It allows the use of a vey known multiiteia method, suh as ELECTRE I; It povides a onnetion between the business sttegy and IS hoies. It is integted with a vey well stutued IS planning methodology; it allows the oveview of multiples objetives of deision makes, one it is based on a multiiteia method; 5. Conlusion The multiiteia deision model pesented takes into aount Business Poess Management appoah in ode to assign sttegi and oganizational issues fo infomation system (IS) pioities. The model also inopote tehnologial iteia. The ELECTRE I method has been inopoted within the deision model in ode to assign pioities fo IS modules. This allows assisting an ation plan onened with infomation systems and onneted with sttegi fatos. The esults of the pioities assignment may be applied fo an ation planning, whih onsists of seleting the IS modules fo futue investments. The emphasis of the deision model is the onnetion with the oganizational poesses, inluding also tehnologial iteia. BPM appoah fo IS planning has supplied inside the adapted Business System Planning (BSP) methodology means fo inopote Knowledge Management of the oganization. BPM also, desibe the value hain of the business. The pape pesented the IS planning methodology, emphasizing the deision model poposed. Aknowledgements This wok is pat of eseah funded by the Bzilian Reseah Counil (CNPq). Refeenes Ahituv, N. and Neumann, S. 983, Piniples of Infomation Systems fo Management, Vm. C. Bown Company Publishing. Almeida, A. T. de, Bohois, G. A. and Steinbeg, H Managenment Infomation and Deision Suppot System of a Teleomuniation Netwok, Jounal of Deision Systems, vol. no. 2-3, pp Amistead, C, Pithad, J-P.; Mahin, S Sttegi Business Poess Management fo Oganisational Effetiveness, Long Range Planning, vol. 32, no., pp Belton, V. and Stewat, T.J Multiple Citeia Deision Analysis. Kluwe Aademi Publishes. Dohety, N.F., Maples, C. G., and Suhaimi, A The Relative Suess Of Altenative Appoahes To Sttegi Infomation System Planning: An Empiial Analysis, The Jounal of Sttegi Infomation Systems, vol. 8 no. 3,
8 Han, C. H., Kim, J. K., Choi, S. H. and Kim, S.H Detemination of Infomation System devolopment pioity using Quality Funtion Deployment, Computes & Industial Engenieing, vol. 35 no.,2, pp Haes, J. S. and Royle, D Measuing the value of infomation tehnology, Jonh Wiley & Sons. Kim, S. H., Jang, D. H., and Cho, S.H A Metodology of Constuting a Deision Path fo IT Investiment, Jounal of Sttegi Infomation Systems, vol. 9, pp Matinsons, M., Davison R. and Tse D The balaned soead: A foundation fo the sttegi management of infomation systems, Deision suppot systems, vol. 25, no., pp.7-89 Min, S. K., Suh, E. H., and Kim, S. H An Integted Appoah Towad Sttegi Infomation Systems Planning. The Jounal of Sttegi Infomation Sytems, vol. 8 no. 4, pp Roy, B Multiiteia fo Deision Aiding. London: Kluwe Aademi Publishes. Shniedejans, M. J., Hamake, J. L., Shniedejans, A. M Infomation Tehnology Investment: Deiion Making Methodology. Wold Sientifi. Shin, N., 200. The Impat of Infomation Tehnology on Finanial Pefomane: The Impotane of Sttegi Choie. Euopean Jounal of Infomation Systems, vol. 0, no. 4, pp Spgue J, R. H. and Watson, H. J Deision Suppot Systems - Putting Theoy into Ptie, Pentie-Hall, In. Teo, T. S. H., and Ang, J.S.K., 200. An Examination of Majo IS Planning Poblems. Intenational Jounal of Infomation Management, vol. 2, no. 6, pp van de Aalst, W. M. P.; Benatallah, B.; Casati, F.; Cube, F.; Vebeek, E Business Poess Management: Whee Business Poess and Web Sevies Meet, Data & Knowledge Engineeing, vol. 6, no., pp.-5. Vinke, P Multiiteia Deision-Aid. John Wiley & Sons. Weske, M.; van de Aalst, W. M. P.; Vebeek, H. M. W Advanes in Business Poess Management, Data & Knowledge Engineeing, vol. 50, no., pp.-8. Zahman, John, 982 A Business systems planning and business infomation ontol study, a ompaision. IBM Systems Jounal, vol. 2, no., pp
A framework for the selection of enterprise resource planning (ERP) system based on fuzzy decision making methods
A famewok fo the selection of entepise esouce planning (ERP) system based on fuzzy decision making methods Omid Golshan Tafti M.s student in Industial Management, Univesity of Yazd [email protected]
Research on Risk Assessment of the Transformer Based on Life Cycle Cost
ntenational Jounal of Smat Gid and lean Enegy eseach on isk Assessment of the Tansfome Based on Life ycle ost Hui Zhou a, Guowei Wu a, Weiwei Pan a, Yunhe Hou b, hong Wang b * a Zhejiang Electic Powe opoation,
A Note on Risky Bond Valuation
A Note on Risky Bond Valuation C. H. Hui Banking Poliy Depatment Hong Kong Monetay Authoity 0th Floo,, Gaden Road, Hong Kong Email: [email protected] C. F. Lo Physis Depatment The Chinese Univesity
A Holistic Method for Selecting Web Services in Design of Composite Applications
A Holisti Method for Seleting Web Servies in Design of Composite Appliations Mārtiņš Bonders, Jānis Grabis Institute of Information Tehnology, Riga Tehnial University, 1 Kalu Street, Riga, LV 1658, Latvia,
STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION
Page 1 STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION C. Alan Blaylock, Hendeson State Univesity ABSTRACT This pape pesents an intuitive appoach to deiving annuity fomulas fo classoom use and attempts
Newton s Law of Universal Gravitation and the Scale Principle
Newton s Law of Univesal avitation and the ale iniple RODOLO A. RINO July 0 Eletonis Enginee Degee fo the National Univesity of Ma del lata - Agentina ([email protected]) Ealie this yea I wote a pape
Chapter 3 Savings, Present Value and Ricardian Equivalence
Chapte 3 Savings, Pesent Value and Ricadian Equivalence Chapte Oveview In the pevious chapte we studied the decision of households to supply hous to the labo maket. This decision was a static decision,
Software Engineering and Development
I T H E A 67 Softwae Engineeing and Development SOFTWARE DEVELOPMENT PROCESS DYNAMICS MODELING AS STATE MACHINE Leonid Lyubchyk, Vasyl Soloshchuk Abstact: Softwae development pocess modeling is gaining
Ilona V. Tregub, ScD., Professor
Investment Potfolio Fomation fo the Pension Fund of Russia Ilona V. egub, ScD., Pofesso Mathematical Modeling of Economic Pocesses Depatment he Financial Univesity unde the Govenment of the Russian Fedeation
METHODOLOGICAL APPROACH TO STRATEGIC PERFORMANCE OPTIMIZATION
ETHODOOGICA APPOACH TO STATEGIC PEFOANCE OPTIIZATION ao Hell * Stjepan Vidačić ** Željo Gaača *** eceived: 4. 07. 2009 Peliminay communication Accepted: 5. 0. 2009 UDC 65.02.4 This pape pesents a matix
883 Brochure A5 GENE ss vernis.indd 1-2
ess x a eu / u e a. p o.eu c e / :/ http EURAXESS Reseaches in Motion is the gateway to attactive eseach caees in Euope and to a pool of wold-class eseach talent. By suppoting the mobility of eseaches,
Channel selection in e-commerce age: A strategic analysis of co-op advertising models
Jounal of Industial Engineeing and Management JIEM, 013 6(1):89-103 Online ISSN: 013-0953 Pint ISSN: 013-843 http://dx.doi.og/10.396/jiem.664 Channel selection in e-commece age: A stategic analysis of
ENABLING INFORMATION GATHERING PATTERNS FOR EMERGENCY RESPONSE WITH THE OPENKNOWLEDGE SYSTEM
Computing and Infomatics, Vol. 29, 2010, 537 555 ENABLING INFORMATION GATHERING PATTERNS FOR EMERGENCY RESPONSE WITH THE OPENKNOWLEDGE SYSTEM Gaia Tecaichi, Veonica Rizzi, Mauizio Machese Depatment of
A formalism of ontology to support a software maintenance knowledge-based system
A fomalism of ontology to suppot a softwae maintenance knowledge-based system Alain Apil 1, Jean-Mac Deshanais 1, and Reine Dumke 2 1 École de Technologie Supéieue, 1100 Note-Dame West, Monteal, Canada
The transport performance evaluation system building of logistics enterprises
Jounal of Industial Engineeing and Management JIEM, 213 6(4): 194-114 Online ISSN: 213-953 Pint ISSN: 213-8423 http://dx.doi.og/1.3926/jiem.784 The tanspot pefomance evaluation system building of logistics
Solar wind speed theory and the nonextensivity of solar corona
AXiv:080.170 Sola wind speed theoy and the nonextensivity of sola oona Du Jiulin *, Song Yeli Depatment of Physis, Shool of Siene, Tianjin Univesity, Tianjin 30007, China Abstat. The sola oona is a omplex
IBM Research Smarter Transportation Analytics
IBM Reseach Smate Tanspotation Analytics Laua Wynte PhD, Senio Reseach Scientist, IBM Watson Reseach Cente [email protected] INSTRUMENTED We now have the ability to measue, sense and see the exact condition
HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING
U.P.B. Sci. Bull., Seies C, Vol. 77, Iss. 2, 2015 ISSN 2286-3540 HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING Roxana MARCU 1, Dan POPESCU 2, Iulian DANILĂ 3 A high numbe of infomation systems ae available
An Epidemic Model of Mobile Phone Virus
An Epidemic Model of Mobile Phone Vius Hui Zheng, Dong Li, Zhuo Gao 3 Netwok Reseach Cente, Tsinghua Univesity, P. R. China [email protected] School of Compute Science and Technology, Huazhong Univesity
INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS
INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS Vesion:.0 Date: June 0 Disclaime This document is solely intended as infomation fo cleaing membes and othes who ae inteested in
Method of Extracting Is-A and Part-Of Relations Using Pattern Pairs in Mass Corpus
Method of Etating Is-A and at-of Relations Using atten ais in Mass Cous Se-Jong Kim Yong-Hun Lee and Jong-Heok Lee Deatment of Comute Siene and Engineeing ohang Univesit of Siene and ehnolog (OSECH) San
SR-Phlx-2016-26 Page 39 of 43 NASDAQ OMX PHLX LLC 1 PRICING SCHEDULE THE EXCHANGE CALCULATES FEES ON A TRADE DATE BASIS.
SR-Phlx-216-26 Page 39 of 43 Deleted text is [baketed]. New text is undelined. NASDAQ OMX PHLX LLC 1 PRICING SCHEDULE THE EXCHANGE CALCULATES FEES ON A TRADE DATE BASIS. EXHIBIT POLICY FOR AMENDING BILLING
High Availability Replication Strategy for Deduplication Storage System
Zhengda Zhou, Jingli Zhou College of Compute Science and Technology, Huazhong Univesity of Science and Technology, *, [email protected] [email protected] Abstact As the amount of digital data
Ignorance is not bliss when it comes to knowing credit score
NET GAIN Scoing points fo you financial futue AS SEEN IN USA TODAY SEPTEMBER 28, 2004 Ignoance is not bliss when it comes to knowing cedit scoe By Sanda Block USA TODAY Fom Alabama comes eassuing news
Left- and Right-Brain Preferences Profile
Left- and Right-Bain Pefeences Pofile God gave man a total bain, and He expects us to pesent both sides of ou bains back to Him so that He can use them unde the diection of His Holy Spiit as He so desies
College of Engineering Bachelor of Computer Science
2 0 0 7 w w w. c n u a s. e d u College of Engineeing Bachelo of Compute Science This bochue Details the BACHELOR OF COMPUTER SCIENCE PROGRAM available though CNU s College of Engineeing. Fo ou most up-to-date
Strength Analysis and Optimization Design about the key parts of the Robot
Intenational Jounal of Reseach in Engineeing and Science (IJRES) ISSN (Online): 2320-9364, ISSN (Pint): 2320-9356 www.ijes.og Volume 3 Issue 3 ǁ Mach 2015 ǁ PP.25-29 Stength Analysis and Optimization Design
9:6.4 Sample Questions/Requests for Managing Underwriter Candidates
9:6.4 INITIAL PUBLIC OFFERINGS 9:6.4 Sample Questions/Requests fo Managing Undewite Candidates Recent IPO Expeience Please povide a list of all completed o withdawn IPOs in which you fim has paticipated
An integrated optimization model of a Closed- Loop Supply Chain under uncertainty
ISSN 1816-6075 (Print), 1818-0523 (Online) Journal of System and Management Sienes Vol. 2 (2012) No. 3, pp. 9-17 An integrated optimization model of a Closed- Loop Supply Chain under unertainty Xiaoxia
i e AT 1 of 2012 DEBT RECOVERY AND ENFORCEMENT ACT 2012
i e AT 1 of 2012 DEBT RECOVERY AND ENFORCEMENT ACT 2012 Debt Reovery and Enforement At 2012 Index i e DEBT RECOVERY AND ENFORCEMENT ACT 2012 Index Setion Page PART 1 INTRODUCTORY 5 1 Short title... 5
MULTIPLE SOLUTIONS OF THE PRESCRIBED MEAN CURVATURE EQUATION
MULTIPLE SOLUTIONS OF THE PRESCRIBED MEAN CURVATURE EQUATION K.C. CHANG AND TAN ZHANG In memoy of Pofesso S.S. Chen Abstact. We combine heat flow method with Mose theoy, supe- and subsolution method with
How Much Should a Firm Borrow. Effect of tax shields. Capital Structure Theory. Capital Structure & Corporate Taxes
How Much Should a Fim Boow Chapte 19 Capital Stuctue & Copoate Taxes Financial Risk - Risk to shaeholdes esulting fom the use of debt. Financial Leveage - Incease in the vaiability of shaeholde etuns that
est using the formula I = Prt, where I is the interest earned, P is the principal, r is the interest rate, and t is the time in years.
9.2 Inteest Objectives 1. Undestand the simple inteest fomula. 2. Use the compound inteest fomula to find futue value. 3. Solve the compound inteest fomula fo diffeent unknowns, such as the pesent value,
They aim to select the best services that satisfy the user s. other providers infrastructures and utility services to run
End-to-End Qo Mapping and Aggegation fo electing Cloud evices Raed Kaim, Chen Ding, Ali Mii Depatment of Compute cience Ryeson Univesity, Toonto, Canada [email protected], [email protected], [email protected]
Comparing Availability of Various Rack Power Redundancy Configurations
Compaing Availability of Vaious Rack Powe Redundancy Configuations By Victo Avela White Pape #48 Executive Summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance the availability
Critical Condition for Flow Transition in a Full- Developed Annulus Flow
Citial Condition o Flow Tansition in a Full- Developed Annulus Flow Hua-Shu Dou,, Boo Cheong hoo, and He Mann Tsai. Temase Laboatoy, National Univesity o Singapoe, Singapoe 96. Depatment o Mehanial Engineeing,
SUPPORT VECTOR MACHINE FOR BANDWIDTH ANALYSIS OF SLOTTED MICROSTRIP ANTENNA
Intenational Jounal of Compute Science, Systems Engineeing and Infomation Technology, 4(), 20, pp. 67-7 SUPPORT VECTOR MACHIE FOR BADWIDTH AALYSIS OF SLOTTED MICROSTRIP ATEA Venmathi A.R. & Vanitha L.
Cloud Service Reliability: Modeling and Analysis
Cloud Sevice eliability: Modeling and Analysis Yuan-Shun Dai * a c, Bo Yang b, Jack Dongaa a, Gewei Zhang c a Innovative Computing Laboatoy, Depatment of Electical Engineeing & Compute Science, Univesity
DOCTORATE DEGREE PROGRAMS
DOCTORATE DEGREE PROGRAMS Application Fo Admission 2015-2016 5700 College Road, Lisle, Illinois 60532 Enollment Cente Phone: (630) 829-6300 Outside Illinois: (888) 829-6363 FAX: (630) 829-6301 Email: [email protected]
A Study on Management Skills in Equity Ethical Mutual Funds in Spain
Intenational Jounal of Business and Social Science Vol. 3 No. 21; Novembe 2012 A Study on Management Skills in Equity Ethical Mutual Funds in Spain D. Mohammad Ahmad Talalweh Associate Pofesso Quds Open
A Two-Step Tabu Search Heuristic for Multi-Period Multi-Site Assignment Problem with Joint Requirement of Multiple Resource Types
Aticle A Two-Step Tabu Seach Heuistic fo Multi-Peiod Multi-Site Assignment Poblem with Joint Requiement of Multiple Resouce Types Siavit Swangnop and Paveena Chaovalitwongse* Depatment of Industial Engineeing,
The Role of Gravity in Orbital Motion
! The Role of Gavity in Obital Motion Pat of: Inquiy Science with Datmouth Developed by: Chistophe Caoll, Depatment of Physics & Astonomy, Datmouth College Adapted fom: How Gavity Affects Obits (Ohio State
An Analysis of Manufacturer Benefits under Vendor Managed Systems
An Analysis of Manufactue Benefits unde Vendo Managed Systems Seçil Savaşaneil Depatment of Industial Engineeing, Middle East Technical Univesity, 06531, Ankaa, TURKEY [email protected] Nesim Ekip 1
CONCEPT OF TIME AND VALUE OFMONEY. Simple and Compound interest
CONCEPT OF TIME AND VALUE OFMONEY Simple and Compound inteest What is the futue value of shs 10,000 invested today to ean an inteest of 12% pe annum inteest payable fo 10 yeas and is compounded; a. Annually
Efficient Redundancy Techniques for Latency Reduction in Cloud Systems
Efficient Redundancy Techniques fo Latency Reduction in Cloud Systems 1 Gaui Joshi, Emina Soljanin, and Gegoy Wonell Abstact In cloud computing systems, assigning a task to multiple seves and waiting fo
Public Health and Transportation Coalition (PHiT) Vision, Mission, Goals, Objectives, and Work Plan August 2, 2012
Public Health and Tanspotation Coalition (PHiT) Vision, Mission, Goals, Objectives, and Wok Plan 2, 2012 Vision We envision Maine as a place whee people of all ages and abilities can move about in ways
Valuation of Floating Rate Bonds 1
Valuation of Floating Rate onds 1 Joge uz Lopez us 316: Deivative Secuities his note explains how to value plain vanilla floating ate bonds. he pupose of this note is to link the concepts that you leaned
Database Management Systems
Contents Database Management Systems (COP 5725) D. Makus Schneide Depatment of Compute & Infomation Science & Engineeing (CISE) Database Systems Reseach & Development Cente Couse Syllabus 1 Sping 2012
Define What Type of Trader Are you?
Define What Type of Tade Ae you? Boke Nightmae srs Tend Ride By Vladimi Ribakov Ceato of Pips Caie 20 of June 2010 1 Disclaime and Risk Wanings Tading any financial maket involves isk. The content of this
Effect of Contention Window on the Performance of IEEE 802.11 WLANs
Effect of Contention Window on the Pefomance of IEEE 82.11 WLANs Yunli Chen and Dhama P. Agawal Cente fo Distibuted and Mobile Computing, Depatment of ECECS Univesity of Cincinnati, OH 45221-3 {ychen,
Review Graph based Online Store Review Spammer Detection
Review Gaph based Online Stoe Review Spamme Detection Guan Wang, Sihong Xie, Bing Liu, Philip S. Yu Univesity of Illinois at Chicago Chicago, USA [email protected] [email protected] [email protected] [email protected]
Experiment 6: Centripetal Force
Name Section Date Intoduction Expeiment 6: Centipetal oce This expeiment is concened with the foce necessay to keep an object moving in a constant cicula path. Accoding to Newton s fist law of motion thee
Loyalty Rewards and Gift Card Programs: Basic Actuarial Estimation Techniques
Loyalty Rewads and Gift Cad Pogams: Basic Actuaial Estimation Techniques Tim A. Gault, ACAS, MAAA, Len Llaguno, FCAS, MAAA and Matin Ménad, FCAS, MAAA Abstact In this pape we establish an actuaial famewok
Converting knowledge Into Practice
Conveting knowledge Into Pactice Boke Nightmae srs Tend Ride By Vladimi Ribakov Ceato of Pips Caie 20 of June 2010 2 0 1 0 C o p y i g h t s V l a d i m i R i b a k o v 1 Disclaime and Risk Wanings Tading
Over-encryption: Management of Access Control Evolution on Outsourced Data
Ove-encyption: Management of Access Contol Evolution on Outsouced Data Sabina De Capitani di Vimecati DTI - Univesità di Milano 26013 Cema - Italy [email protected] Stefano Paaboschi DIIMM - Univesità
' R ATIONAL. :::~i:. :'.:::::: RETENTION ':: Compliance with the way you work PRODUCT BRIEF
' R :::i:. ATIONAL :'.:::::: RETENTION ':: Compliane with the way you work, PRODUCT BRIEF In-plae Management of Unstrutured Data The explosion of unstrutured data ombined with new laws and regulations
Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency Network Analysis
Send Odes fo Repints to [email protected] 678 The Open Cybenetics & Systemics Jounal, 2015, 9, 678-682 Open Access Analyzing Ballistic Missile Defense System Effectiveness Based on Functional Dependency
THE UNIVERSITY OF TEXAS AT ARLINGTON COLLEGE OF NURSING. NURS 6390-004 Introduction to Genetics and Genomics SYLLABUS
THE UNIVERSITY OF TEXAS AT ARLINGTON COLLEGE OF NURSING NURS 6390-004 Introdution to Genetis and Genomis SYLLABUS Summer Interession 2011 Classroom #: TBA and 119 (lab) The University of Texas at Arlington
COMPLYING WITH THE DRUG-FREE SCHOOLS AND CAMPUSES REGULATIONS
Highe Education Cente fo Alcohol and Othe Dug Abuse and Violence Pevention Education Development Cente, Inc. 55 Chapel Steet Newton, MA 02458-1060 COMPLYING WITH THE DRUG-FREE SCHOOLS AND CAMPUSES REGULATIONS
Reduced Pattern Training Based on Task Decomposition Using Pattern Distributor
> PNN05-P762 < Reduced Patten Taining Based on Task Decomposition Using Patten Distibuto Sheng-Uei Guan, Chunyu Bao, and TseNgee Neo Abstact Task Decomposition with Patten Distibuto (PD) is a new task
CONCEPTUAL FRAMEWORK FOR DEVELOPING AND VERIFICATION OF ATTRIBUTION MODELS. ARITHMETIC ATTRIBUTION MODELS
CONCEPUAL FAMEOK FO DEVELOPING AND VEIFICAION OF AIBUION MODELS. AIHMEIC AIBUION MODELS Yui K. Shestopaloff, is Diecto of eseach & Deelopment at SegmentSoft Inc. He is a Docto of Sciences and has a Ph.D.
Semipartial (Part) and Partial Correlation
Semipatial (Pat) and Patial Coelation his discussion boows heavily fom Applied Multiple egession/coelation Analysis fo the Behavioal Sciences, by Jacob and Paticia Cohen (975 edition; thee is also an updated
Multiband Microstrip Patch Antenna for Microwave Applications
IOSR Jounal of Electonics and Communication Engineeing (IOSR-JECE) ISSN: 2278-2834, ISBN: 2278-8735. Volume 3, Issue 5 (Sep. - Oct. 2012), PP 43-48 Multiband Micostip Patch Antenna fo Micowave Applications
YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH
nd INTERNATIONAL TEXTILE, CLOTHING & ESIGN CONFERENCE Magic Wold of Textiles Octobe 03 d to 06 th 004, UBROVNIK, CROATIA YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH Jana VOBOROVA; Ashish GARG; Bohuslav
UNIT CIRCLE TRIGONOMETRY
UNIT CIRCLE TRIGONOMETRY The Unit Cicle is the cicle centeed at the oigin with adius unit (hence, the unit cicle. The equation of this cicle is + =. A diagam of the unit cicle is shown below: + = - - -
The impact of migration on the provision. of UK public services (SRG.10.039.4) Final Report. December 2011
The impact of migation on the povision of UK public sevices (SRG.10.039.4) Final Repot Decembe 2011 The obustness The obustness of the analysis of the is analysis the esponsibility is the esponsibility
Office Leasing Guide WHAT YOU NEED TO KNOW BEFORE YOU SIGN. Colliers International Office Leasing Guide P. 1
Office Leasing Guide WHAT YOU NEED TO KNOW BEFORE YOU SIGN Collies Intenational Office Leasing Guide P. 1 THE OFFICE LEASING GUIDE This step-by-step guide has been assembled to eflect Collies Intenational
Instituto Superior Técnico Av. Rovisco Pais, 1 1049-001 Lisboa E-mail: [email protected]
FATIGUE LIFE TIME PREDICTIO OF POAF EPSILO TB-30 AIRCRAFT - PART I: IMPLEMETATIO OF DIFERET CYCLE COUTIG METHODS TO PREDICT THE ACCUMULATED DAMAGE B. A. S. Seano 1, V. I. M.. Infante 2, B. S. D. Maado
Trading Volume and Serial Correlation in Stock Returns in Pakistan. Abstract
Tading Volume and Seial Coelation in Stock Retuns in Pakistan Khalid Mustafa Assistant Pofesso Depatment of Economics, Univesity of Kaachi e-mail: [email protected] and Mohammed Nishat Pofesso and Chaiman,
YIELD TO MATURITY ACCRUED INTEREST QUOTED PRICE INVOICE PRICE
YIELD TO MATURITY ACCRUED INTEREST QUOTED PRICE INVOICE PRICE Septembe 1999 Quoted Rate Teasuy Bills [Called Banke's Discount Rate] d = [ P 1 - P 1 P 0 ] * 360 [ N ] d = Bankes discount yield P 1 = face
Application for Admission GENEVA COLLEGE
Application fo Admission GENEVA COLLEGE 3 2 0 0 C o l l e g e A v e n u e, B e a v e F a l l s, P A 1 5 0 1 0 Application Instuctions When to apply You may apply fo admission any time afte you junio yea
Continuous Compounding and Annualization
Continuous Compounding and Annualization Philip A. Viton Januay 11, 2006 Contents 1 Intoduction 1 2 Continuous Compounding 2 3 Pesent Value with Continuous Compounding 4 4 Annualization 5 5 A Special Poblem
An Introduction to Omega
An Intoduction to Omega Con Keating and William F. Shadwick These distibutions have the same mean and vaiance. Ae you indiffeent to thei isk-ewad chaacteistics? The Finance Development Cente 2002 1 Fom
Statistics and Data Analysis
Pape 274-25 An Extension to SAS/OR fo Decision System Suppot Ali Emouznead Highe Education Funding Council fo England, Nothavon house, Coldhabou Lane, Bistol, BS16 1QD U.K. ABSTRACT This pape exploes the
INTEGRATION AND COMPETITION IN THE EUROPEAN FINANCIAL MARKETS * Juan Fernández de Guevara, Joaquín Maudos and Francisco Pérez **
INTEGRATION AN COMPETITION IN THE EUROPEAN FINANCIA MARKETS * Juan Fenández de Guevaa, Joaquín Maudos and Fancisco Péez ** WP-EC 2003-12 Coesponding autho: Joaquín Maudos, Instituto Valenciano de Investigaciones
Henley Business School at Univ of Reading. Pre-Experience Postgraduate Programmes Chartered Institute of Personnel and Development (CIPD)
MS in International Human Resoure Management For students entering in 2012/3 Awarding Institution: Teahing Institution: Relevant QAA subjet Benhmarking group(s): Faulty: Programme length: Date of speifiation:
Ge n d e r a n d a g e d i f f e r e n c e s in c o n f l i c t m a n a g e m e n t w i t h i n
Oiginal Reseach Ge n d e a n d a g e d i f f e e n c e s in c o n f l i c t m a n a g e m e n t w i t h i n small businesses WERNER HAVENGA Depatment of Human Resouce anagement Univesity of Johannesbug
FITNET FFS MK7 Section 8 CREEP MODULE. Module Coordinator: RA Ainsworth BRITISH ENERGY, UK
FITNET FFS M7 Setion 8 CREEP MODULE Module Coodinato: RA Ainswoth BRITISH ENERGY, U (1 May 26) FITNET M7 Symbols a a a g ak size initial ak size ak size afte gowth a min ak size below whih the ak gowth
Distributed Computing and Big Data: Hadoop and MapReduce
Distibuted Computing and Big Data: Hadoop and Map Bill Keenan, Diecto Tey Heinze, Achitect Thomson Reutes Reseach & Development Agenda R&D Oveview Hadoop and Map Oveview Use Case: Clusteing Legal Documents
Give me all I pay for Execution Guarantees in Electronic Commerce Payment Processes
Give me all I pay fo Execution Guaantees in Electonic Commece Payment Pocesses Heiko Schuldt Andei Popovici Hans-Jög Schek Email: Database Reseach Goup Institute of Infomation Systems ETH Zentum, 8092
AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM
AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM Main Golub Faculty of Electical Engineeing and Computing, Univesity of Zageb Depatment of Electonics, Micoelectonics,
FI3300 Corporate Finance
Leaning Objectives FI00 Copoate Finance Sping Semeste 2010 D. Isabel Tkatch Assistant Pofesso of Finance Calculate the PV and FV in multi-peiod multi-cf time-value-of-money poblems: Geneal case Pepetuity
Gravitational Mechanics of the Mars-Phobos System: Comparing Methods of Orbital Dynamics Modeling for Exploratory Mission Planning
Gavitational Mechanics of the Mas-Phobos System: Compaing Methods of Obital Dynamics Modeling fo Exploatoy Mission Planning Alfedo C. Itualde The Pennsylvania State Univesity, Univesity Pak, PA, 6802 This
Supplementary Material for EpiDiff
Supplementay Mateial fo EpiDiff Supplementay Text S1. Pocessing of aw chomatin modification data In ode to obtain the chomatin modification levels in each of the egions submitted by the use QDCMR module
RETAINING TALENT: ASSESSING JOB SATISFACTION FACETS MOST SIGNIFICANTLY RELATED TO SOFTWARE DEVELOPER TURNOVER INTENTIONS
Jounal of Infomation Technology Management ISS #042-39 A Publication of the Association of Management RETAIIG TALET: ASSESSIG JOB SATISFACTIO FACETS MOST SIGIFICATLY RELATED TO SOFTWARE DEVELOPER TUROVER
