Give me all I pay for Execution Guarantees in Electronic Commerce Payment Processes

Size: px
Start display at page:

Download "Give me all I pay for Execution Guarantees in Electronic Commerce Payment Processes"

Transcription

1 Give me all I pay fo Execution Guaantees in Electonic Commece Payment Pocesses Heiko Schuldt Andei Popovici Hans-Jög Schek Database Reseach Goup Institute of Infomation Systems ETH Zentum, 8092 Züich, Switzeland Abstact Electonic Commece ove the Intenet is one of the most apidly gowing aeas in todays business. Howeve, consideing the most impotant phase of Electonic Commece, the payment, it has to be noted that in most cuently exploited appoaches, suppot fo at least one of the paticipants is limited. Fom a geneal point of view, a couple of equiements fo coect payment inteactions exist, namely diffeent levels of atomicity in the exchange of money and goods of a single custome with diffeent mechants. In this pape, we identify the diffeent equiements paticipants demand on Electonic Commece payments fom the point of view of execution guaantees and pesent how payment inteactions can be implemented by tansactional pocesses. Finally, we show how these execution guaantees can be povided fo payment pocesses in a natual way by applying the ideas of tansactional pocess management to an Electonic Commece Payment Coodinato. 1 Intoduction Along with the enomous polifeation of the Intenet, Electonic Commece (E-Commece) is continuously gaining impotance. The spectum of applications that ae subsumed unde the tem E-Commece leads fom athe simple odes pefomed by to the puchase of shopping baskets consisting of seveal goods oiginating fom diffeent mechants by spending electonic cash tokens. Remakably, E-Commece is a vey intedisciplinay eseach aea. As existing appoaches ae poweed by diffeent communities (i.e., cyptogaphy, netwoking, etc.), they ae vey heteogeneous in natue and thus always focus on diffeent special poblems. Fom the point of view of the database community, atomicity popeties have been identified as one key equiement fo payment potocols in E-Commece [Tyg96, Tyg98]. The moe complex inteactions with consumes and mechants become, the moe dimensions of atomicity have to be addessed. In the simplest case, only money has to be tansfeed atomically fom the consume to the mechant. Howeve, consideing complex shopping baskets filled with (electonic) goods fom seveal mechants, atomicity may also be equied fo the puchase of all these goods oiginating fom diffeent possibly independent and autonomous souces, along with the atomic exchange of money and all goods. Due to thei distibuted natue, potocols that have been suggested to suppot payment atomicity in E- Commece impose high equiements on the paticipating instances (e.g., NetBill [CTS95]). Howeve, with a centalized payment coodinato, the complex inteactions of the vaious paticipants can be embedded within a payment pocess, thus educing the peequisites fo mechants and customes to paticipate in E-Commece. Tansactional pocess management [SAS99] can then be exploited in ode to povide the necessay execution guaantees fo tansactional E-Commece payment pocesses in a natual way. This pape is stuctued as follows: In Section 2, we povide a geneal famewok fo E-Commece payment inteactions. Based on this famewok, we analyze the diffeent atomicity equiements fo E Commece payment (Section 3). Then, in Section 4, we summaize tansactional pocess management and 1

2 pesent the stuctue of a tansactional payment pocess allowing the equied execution guaantees to be povided by a Payment Coodinato. Section 5 finally concludes the pape. 2 Schema fo Payment Potocols in E-Commece The desciption of sales inteactions in non-electonic makets [Sch98] encompasses thee phases: infomation, negotiation, and payment. Duing the infomation phase, a custome evaluates and compaes the offes of seveal mechants. Afte selecting the best offe, she negotiates with the chosen mechant the conditions fo the deal (negotiation). If they each an ageement, the last step (the payment) involves the money tansfe fom custome to mechant and the sevice (the mechant fulfills his contact). Most electonic payment systems focus only on the money tansfe of the last phase. Ou view of an electonic payment scheme also consides the systems and potocols fo accomplishing both the money tansfe and the sevice. 2.1 Paticipants An electonic payment scheme involves paticipants oiginating fom two distinct wolds: on the Intenet side thee ae the custome, the mechant and a thid entity, the payment seve which coodinates the two. The othe side is epesented by the financial wold with its popietay netwok infastuctue and potocols. The paticipants ae financial institutes and again the payment seve, that has to consistently tansfom the data flow on the Intenet side in coesponding eal wold money flow. The paticipants ae depicted in Figue Steps of an E-Commece Tansaction Pio to the payment tansaction, the paticipants ae involved in an initialization phase, depicted in Figue 1 by dashed aows. Both custome and mechant have to establish accounts within the financial institutes issue (o acquie, esp.). The tansfomation of electonic money into eal money is pefomed using these accounts. Also in this phase the custome eceives fom his bank a custome secet which enables him to pefom electonic payments. The custome secet is visible only fo the custome heself, fo the issuing bank and (eventually) fo the payment seve. The most common fom of the custome secet is a cedit cad numbe, in electonic cash schemes (such as ecash [Dig99]), the custome secet is an E-cash token. Because account opeations ae athe less often than payments, we can conside them as pat of the initialization phase. Almost all the payment schemes contain the five following steps, maked in Figue 1: Negotiation (1): the custome selects the desied sevice o mechandise she wants fom the mechant, and negotiates with the mechant the pice of the sevice. The esult of this step is the Ode Infomation. The Ode Infomation is a potocol of the negotiation phase, including sevice (mechandise) and pice specification. Payment ode (2): the custome sends Payment Infomation (PI) and Ode Infomation ( ) to the mechant. The is the custome s view of the ageement with the mechant. Payment authoization (3): the mechant fowads PI,, and additional data to the payment seve. is the mechant s view of the ageement with the custome. The payment seve diectly o indiectly veifies the validity of the payment infomation, the consistency of the payment using and. It eventually tigges the eal wold money tansfe using its ole on the non-intenet side. At the end of the payment authoization, the mechant eceives a confimation message C fom the payment seve (4). Puchase esponse (5): The mechant sends himself a confimation to the custome. In case of electonic (non-tangible) goods, the puchase esponse can be immediately followed by the mechandise o the sevice itself. 2

3 Custome negotiation (1) (5) (2) (3) C (4) Mechant Payment Seve Issue Financial Netwok Acquie Figue 1: Geneic payment steps In most existent payment potocols, the payment seve is invoked by the mechant. This is no intinsic estiction, and communication between custome and payment seve is also possible. 2.3 Chaacteistics of Payment Potocols Seveal citeia seve as classification models of electonic payment schemes. Stating fom the moment of tansfomation of eal money into electonic money, payment potocols can be split in pe-paid systems and pay-by-instuction ones. Atomicity is anothe item, which will be discussed in detail late. Some potocols intoduce the notion of povability, which is the ability of each paty to pove thei coect inteactions. Anonymity is especially addessed by cash-based-systems. Thee ae also implementation issues like scalability, flexibility, efficiency, ease of use and off-line opeation, which ae also impotant because of the lage numbe of uses expected. 3 Atomicity in Electonic Commece One key equiement in E-Commece is to guaantee atomic inteactions between the vaious paticipants in E-Commece payment. As E Commece and thus also payment takes place in a highly distibuted and heteogeneous envionment, vaious aspects of atomicity can be identified: aside of money and goods atomicity [Tyg96, Tyg98], also the atomic inteaction of a custome with multiple mechants is needed. In what follows, we analyze and classify these diffeent atomicity equiements in detail. Money Atomicity The basic fom of atomicity in E-Commece is associated with the tansfe of money fom the custome to the mechant. This is denoted by the tem money atomicity [Tyg96]. As no viable E-Commece payment solution can exist without suppoting this atomicity popety, multiple solutions have been poposed o ae aleady established [MV96, Dig99]. Howeve, the atomicity popety is tightly coupled with the potocol achitectue and design. Cetified Atomic Delivey Aside of money, also goods have to be tansfeed. Theefoe, a futhe equiement is that the delivey takes place atomically. This can even be einfoced in that both associated paties custome and mechant equie the necessay infomation in ode to pove that the goods sent (o eceived, esp.) ae the ones both paties ageed to in the initial negotiation phase (cetified atomic delivey, encompassing the goods atomicity and the cetified delivey descibed in [Tyg96]). This stengthened equiement esults fom the fact that in contast to taditional distibuted database tansactions whee only technical failues have to be addessed in E Commece also faudulent behavio of paticipants has to be coped with. Especially when dealing with goods that can be tansfeed electonically, the combination of money atomicity and cetified delivey is 3

4 an impotant issue. In [CHTY96], this is ealized by a customized Two-Phase-Commit potocol [GR93]. Distibuted Puchase Atomicity In many E-Commece applications, inteaction of customes is not limited to a single mechant. Conside, fo instance, a custome who wants to puchase specialized softwae fom a mechant. In ode un this softwae, she also needs an opeating system which is, howeve, only available fom a diffeent mechant. As both goods individually ae of no value fo the custome, she needs the guaantee to pefom the puchase tansaction with the two diffeent mechants atomically in ode to get both poducts o none. Distibuted puchase atomicity addesses the encompassment of inteactions with diffeent independent mechants into one single tansaction. Most cuently deployed payment coodinatos suppot only money atomicity while some advanced systems addess also distibuted puchase atomicity. Howeve, all thee dimensions ae to ou best knowledge not povided by existing systems and potocols although the highest level of guaantees would be suppoted and although this is equied by a set of eal-wold applications. This lack of suppot fo full atomicity in E-Commece payment is addessed by ou cuent eseach activities whee we apply tansactional pocess management (section 4) to ealize an E-Commece Payment Coodinato. 4 Tansactional Pocesses fo E-Commece Payments In this section, we intoduce the theoy of tansactional pocess management that povides a citeion fo the coect execution of pocesses with espect to ecovey (when failues of single pocesses have to be consideed) and concuency contol (when multiple paallel pocesses access shaed esouces simultaneously) and we point out how this theoy can be applied fo payments in E Commece. 4.1 Tansactional Pocess Management In conventional databases, concuency contol and ecovey ae well undestood poblems. Unfotunately, this is not the case when tansactions ae gouped into entities with highe level semantics, such as tansactional pocesses. Although concuent pocesses may access shaed esouces simultaneously, consistency has to be guaanteed fo these executions. Tansactional pocess management [SAS99] has to enfoce consistency fo concuent executions and, at the same time, to cope with the added stuctue found in pocesses. In paticula, and unlike in taditional tansactions, pocesses intoduce flow of contol as one of the basic semantic elements. Thus, it has to be taken into consideation that pocesses aleady impose odeing constaints among thei diffeent opeations and among thei altenative executions. Similaly, pocesses integate invocations to applications with diffeent atomicity popeties (e.g., activities may o may not be semantically compensatable). The main components of tansactional pocess management consist of a coodinato acting as top level schedule and seveal tansactional coodination agents [SSA99] one fo each subsystem paticipating in tansactional pocesses acting as lowe level schedules. Pocesses encompass activities which ae invocations in subsystems scheduled by the coodinato. The coodinato s task is to execute tansactional pocesses coectly with espect to concuency contol and ecovey. Fistly, the execution guaantees to be povided include guaanteed temination, a moe geneal notion of atomicity than the standad all o nothing semantics which is ealized by patial compensation and altenative executions. Secondly, the coect paallelization of concuent pocesses is equied and thidly, by applying the ideas of the composite systems theoy [ABFS97], a high degee of paallelism fo concuent pocesses is to be povided. The key aspects of tansactional pocess management can be biefly summaized as follows: The coodinato acts as a kind of tansaction schedule that is moe geneal than a taditional database schedule in that it i.) knows about popeties of activities (compensatable, etiable, o pivot, taken fom the flex tansaction model [MRSK93, ZNBB94]), ii.) knows about altenative executions paths in case of failues, and iii.) knows about semantic commutativity of activities. 4

5 Based on this infomation, the coodinato ensues global coectness but only unde the assumption that the activities within the pocesses to be scheduled themselves povide tansactional functionality (such as, fo instance, atomicity, compensatability, ode-pesevation, etc.). 4.2 Tansactional Payment Pocesses Accoding to [MWW98], tade inteactions between customes and mechants can be classified in thee phases: pe-sales, sales and post-sales. While the sales phase has a well-defined stuctue (especially the payment pocessing, see section 2), this is in geneal not the case fo the pe-sales and the post-sales phase. Due to this well-defined stuctue, pocesses ae a highly appopiate means to implement the inteactions that have to be pefomed fo payment puposes. Futhemoe, all atomicity equiements fo payments in E Commece can be ealized in an elegant way by applying the ideas of tansactional pocess management in an E-Commece Payment Coodinato. These pocesses ae extensions of anonymous atomic tansactions descibed in [CHTY96], they ely on electonic cash token as means of payment, and ae pimaily designed fo the puchase of electonically available goods that ae tansfeed in an encypted way to the custome pio to the payment. Futhemoe, the idea of tansactional payment pocesses is to encompass all inteactions between the paticipants (custome, mechants and bank). To this end, and in contast to the cuently applied payment schemes, the payment has to be initiated by the custome by invoking a payment pocess at the Payment Coodinato 1. The stuctue of a tansactional payment pocess can be seen in figue 2. The pecedence odes ae depicted by solid acs while fo the pefeence ode, dotted acs ae used. Fo each activity, the associated temination popety (compensatable, pivot, etiable) is also given. c Receive Payment Ode c Check validity of token (Bank) Receive Key (Mechant) c c Receive Key (Mechant) Check Timeout p p Send Keys to Custome Abot Notify Custome Notify Bank Notify Mechants Money tansfe (Bank) Send confimation to Mechants Commit Figue 2: Stuctue of Payment Pocess When a payment pocess is invoked, the custome fist has to specify the payment infomation and all bilateally ageed ode infomation (and thus also all diffeent mechants) that have to be encompassed within one single payment tansaction. Theefoe, a tuple!#"%$'&)(* with ode infomation!#" and mechant identifie & fo each poduct + with,.-/+0-1 has to be sent to the Payment Coodinato 1 Like in the taditional case, the custome has in the initial negotiation phase to agee upon the way the payment is pocessed with all mechants. 5

6 (eceive payment ode). Then, the value and validity of the payment infomation is checked (check validity of token). Given the validity of the payment infomation, the Payment Coodinato contacts all mechants, asks them to validate the ode infomation!#"2(* and in the case of successful validation, collects fo each poduct + the key needed fo decyption (eceive keys). When all keys aive within a given peiod of time (check timeout) 2, the Payment Coodinato sends all keys to the custome, sends a money tansfe ode to the bank in ode to cedit the mechant s accounts, and sends a confimation about the successful temination of the payment to all mechants (commit of payment). Othewise when the customes view on the ode infomation!#"#(* and the mechants view!43(* do not match fo some +, when some keys ae not available, when the timeout is exceeded, o when the validation of the payment infomation fails no exchange will take place (abot of payment) but appopiate notifications ae sent to all paticipants. Based on the pecedence and pefeence odes as well on the temination popeties of each activity, it can be shown that this tansactional payment pocess is coectly defined and thus povides guaanteed temination. Futhemoe, it has to be shown that by all coect teminations, the desied semantics of atomic payment inteactions (with espect to all thee dimensions of atomicity) is povided. To this end, all possible executions have to be consideed. Wheneve some failue occus pio to the temination of the check timeout activity, all peviously executed steps ae semantically compensated by sending a notification about the failue of the payment pocess to all paticipants (since this notification is also sent to the custome, she does not lose he payment infomation but can spent it late within othe payments). Afte the successful tansfe of the keys to the custome, the payment pocess is also teminated coectly since the eal-wold money tansfe has peviously been ensued by the bank (in the check validity of token step). Finally, when the tansfe of keys to the custome fails (e.g., since she cannot be contacted), also appopiate notifications ae sent to all paticipants and no eal-wold money tansfe takes place (again, the payment infomation can be used by the custome fo futhe payments). This tansactional payment pocess now povides money atomicity, cetified atomic delivey and distibuted puchase atomicity simultaneously. Since it is guaanteed that the payment infomation is only tansfeed in eal-wold money flow when the pocess teminates coectly and since no mechant eceives this payment infomation diectly, the custome is able to spent it again in the abot case of a payment pocess without being accused of double-spending. Fo cetified atomic delivey, the same aguments as given in [CHTY96] hold: the Payment Coodinato pesistently stoes pocess infomation and is thus in the case of custome complaints able to veify whethe the ode infomation matches the goods deliveed. Finally, since the pocess only teminates coectly when all mechants agee to commit, distibuted puchase atomicity is also povided. Aside of atomicity, also anonymity of the custome and povability have been identified as secuity aspects of payment potocols. Tansactional payment pocesses do not povide total anonymity (since the Payment Coodinato needs to contact the custome in ode to tansfe the keys needed to decypt all goods), but at least they povide patial anonymity. The custome may hide he identity (e.g., the IP addess of the host she is using) to the mechants by applying anonymizing techniques (such as, fo instance, [Ano99]). In ode to hide the identity of the custome to the bank when issuing electonic cash token, cyptogaphic blinding techniques [CFN88] can be applied. Since the Payment Coodinato stoes all pocess infomation (including the ode infomation) pesistently, the poof of the paticipation of a custome in a tansaction and the sevice odeed in this tansactions is possible (total povability). By executing payment pocesses by a centalized Payment Coodinato, the monitoing of the state of a payment inteaction is facilitated compaed to the distibution found in cuent payment potocols. Howeve, all paticipants (and especially the custome) have to tust this centalized Payment Coodinato. But since in the case of these payment pocesses only infomation about the mechants involved in a deal and the pizes of goods is available to the Payment Coodinato but no infomation about the single goods, this is equivalent to the amount and kind of data cedit cad oganizations collect when customes pefom payments with thei cedit cads. 2 This activity only geneates a log enty making the decision pesistent; although it can technically be compensated, it is teated as pivot since compensation of the pocess is no longe allowed. 6

7 5 Conclusion This pape povides a detailed analysis of equiements paticipants in E-Commece payment impose with espect to atomicity issues. Diffeent levels of atomicity can be identified which, howeve, ae not simultaneously povided by existing appoaches. Using the notion of pocesses, it has been shown that all payment inteactions can be embedded into a single payment pocess whee all possible levels of execution guaantees can be povided while at the same time the peequisites of the paticipants ae educed. Finally, by applying the ideas of tansactional pocess management, it has been shown how a Payment Coodinato suppoting atomic and povable payment pocesses can be developed. This pocess-based Payment Coodinato is cuently being implemented within the WISE system [AFH5 99]. Based on this implementation, we will in ou futue wok extend the analysis of payment pocesses to futhe popeties (such as, fo instance, anonymity, scalability, o flexibility). Ou goal is to decouple these popeties, to identify the building blocks needed to ealize them and to flexibly geneate payment pocesses with use-defined popeties by plugging togethe the building blocks needed. Refeences [ABFS97] G. Alonso, S. Blott, A. Feßle, and H.-J. Schek. Coectness and Paallelism in Composite Systems. In Poceedings of the ACM Symposium on Pinciples of Database Systems (PODS 97), Tucson, Aizona, May [AFH5 99] G. Alonso, U. Fiedle, C. Hagen, A. Lazcano, H. Schuldt, and N. Weile. WISE: Business to Business E-Commece. In Poceedings of the 9687 Intenational Wokshop on Reseach Issues in Data Engineeing. Infomation Technology fo Vitual Entepises (RIDE-VE 99), pages , Sydney, Austalia, Mach [Ano99] [CFN88] Anonymize.com, D. Chaum, A. Fiat, and M. Nao. Untaceable Electonic Cash. In Poceedings of Advances in Cyptogaphy (CRYPTO 88), pages Spinge, [CHTY96] J. Camp, M. Hakavy, D. Tyga, and B. Yee. Anonymous Atomic Tansactions. In Poceedings of the 29;: Usenix Wokshop on Electonic Commece, pages , Novembe [CTS95] [Dig99] [GR93] [HS98] B. Cox, D. Tyga, and M. Sibu. NetBill Secuity and Tansaction Potocol. In Poceedings of the 1<6 USENIX Wokshop on Electonic Commece, pages 77 88, July DigiCash, J. Gay and A. Reute. Tansaction Pocessing: Concepts and Techniques. Mogan Kaufmann, A. Hemanns and M. Saute, editos. Management Handbuch Electonic Commece. Vahlen, In Geman. [MRSK93] S. Mehota, R. Rastogi, A. Silbeschatz, and H. Koth. A Tansaction Model fo Multidatabase Systems. Bulletin of the Technical Committee on Data Engineeing, 16(2), June [MV96] MasteCad and Visa. Secue Electonic Tansaction Specification. MasteCad and Visa, daft edition, June Book 1: Business Desciption, Book 2: Pogamme s Guide, Book 3: Fomal Potocol Specification (Slightly evised vesion of Book 3 appeaed August 1, 1997). [MWW98] P. Muth, J. Weissenfels, and G. Weikum. What Wokflow Technology can do fo Electonic Commece. In Poceedings of the EURO-MED NET Confeence,

8 [SAS99] [Sch98] [SSA99] [Tyg96] [Tyg98] H. Schuldt, G. Alonso, and H.-J. Schek. Concuency Contol and Recovey in Tansactional Pocess Management. In Poceedings of the ACM Symposium on Pinciples of Database Systems (PODS 99), pages , Philadelphia, Pennsylvania, USA, May 31-June B. Schmidt. Elektonische Mäkte Mekmale, Oganisation und Potentiale. In: [HS98] In Geman. H. Schuldt, H.-J. Schek, and G. Alonso. Tansactional Coodination Agents fo Composite Systems. In Poceedings of the 3=>: Intenational Database Engineeing and Applications Symposium (IDEAS 99), pages , Montéal, Canada, August D. Tyga. Atomicity in Electonic Commece. In Poceedings of the Annual ACM Symposium on Pinciples of Distibuted Computing, pages 8 26, May D. Tyga. Atomicity vesus Anonymity: Distibuted Tansactions fo Electonic Commece. In Poceedings of the Confeence on Vey Lage Databases (VLDB 98), New Yok, USA, August [ZNBB94] A. Zhang, M. Nodine, B. Bhagava, and O. Bukhes. Ensuing Relaxed Atomicity fo Flexible Tansactions in Multidatabase Systems. In Poceedings of the ACM SIGMOD Confeence, pages 67 78,

Software Engineering and Development

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

More information

HEALTHCARE INTEGRATION BASED ON CLOUD COMPUTING

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

More information

The transport performance evaluation system building of logistics enterprises

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

More information

An Efficient Group Key Agreement Protocol for Ad hoc Networks

An Efficient Group Key Agreement Protocol for Ad hoc Networks An Efficient Goup Key Ageement Potocol fo Ad hoc Netwoks Daniel Augot, Raghav haska, Valéie Issany and Daniele Sacchetti INRIA Rocquencout 78153 Le Chesnay Fance {Daniel.Augot, Raghav.haska, Valéie.Issany,

More information

An Approach to Optimized Resource Allocation for Cloud Simulation Platform

An Approach to Optimized Resource Allocation for Cloud Simulation Platform An Appoach to Optimized Resouce Allocation fo Cloud Simulation Platfom Haitao Yuan 1, Jing Bi 2, Bo Hu Li 1,3, Xudong Chai 3 1 School of Automation Science and Electical Engineeing, Beihang Univesity,

More information

Optimal Peer Selection in a Free-Market Peer-Resource Economy

Optimal Peer Selection in a Free-Market Peer-Resource Economy Optimal Pee Selection in a Fee-Maket Pee-Resouce Economy Micah Adle, Rakesh Kuma, Keith Ross, Dan Rubenstein, David Tune and David D Yao Dept of Compute Science Univesity of Massachusetts Amhest, MA; Email:

More information

Over-encryption: Management of Access Control Evolution on Outsourced Data

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 decapita@dti.unimi.it Stefano Paaboschi DIIMM - Univesità

More information

Channel selection in e-commerce age: A strategic analysis of co-op advertising models

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

More information

Cloud Service Reliability: Modeling and Analysis

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

More information

Concept and Experiences on using a Wiki-based System for Software-related Seminar Papers

Concept and Experiences on using a Wiki-based System for Software-related Seminar Papers Concept and Expeiences on using a Wiki-based System fo Softwae-elated Semina Papes Dominik Fanke and Stefan Kowalewski RWTH Aachen Univesity, 52074 Aachen, Gemany, {fanke, kowalewski}@embedded.wth-aachen.de,

More information

A framework for the selection of enterprise resource planning (ERP) system based on fuzzy decision making methods

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 Omidgolshan87@yahoo.com

More information

Chapter 3 Savings, Present Value and Ricardian Equivalence

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,

More information

9:6.4 Sample Questions/Requests for Managing Underwriter Candidates

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

More information

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request.

Things to Remember. r Complete all of the sections on the Retirement Benefit Options form that apply to your request. Retiement Benefit 1 Things to Remembe Complete all of the sections on the Retiement Benefit fom that apply to you equest. If this is an initial equest, and not a change in a cuent distibution, emembe to

More information

Automatic Testing of Neighbor Discovery Protocol Based on FSM and TTCN*

Automatic Testing of Neighbor Discovery Protocol Based on FSM and TTCN* Automatic Testing of Neighbo Discovey Potocol Based on FSM and TTCN* Zhiliang Wang, Xia Yin, Haibin Wang, and Jianping Wu Depatment of Compute Science, Tsinghua Univesity Beijing, P. R. China, 100084 Email:

More information

Firstmark Credit Union Commercial Loan Department

Firstmark Credit Union Commercial Loan Department Fistmak Cedit Union Commecial Loan Depatment Thank you fo consideing Fistmak Cedit Union as a tusted souce to meet the needs of you business. Fistmak Cedit Union offes a wide aay of business loans and

More information

Referral service and customer incentive in online retail supply Chain

Referral service and customer incentive in online retail supply Chain Refeal sevice and custome incentive in online etail supply Chain Y. G. Chen 1, W. Y. Zhang, S. Q. Yang 3, Z. J. Wang 4 and S. F. Chen 5 1,,3,4 School of Infomation Zhejiang Univesity of Finance and Economics

More information

Research Article A Reputation-Based Identity Management Model for Cloud Computing

Research Article A Reputation-Based Identity Management Model for Cloud Computing Mathematical Poblems in Engineeing Volume 2015, Aticle ID 238245, 15 pages http://dx.doi.og/10.1155/2015/238245 Reseach Aticle A Reputation-Based Identity Management Model fo Cloud Computing Lifa Wu, 1

More information

Comparing Availability of Various Rack Power Redundancy Configurations

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

More information

Model-Driven Engineering of Adaptation Engines for Self-Adaptive Software: Executable Runtime Megamodels

Model-Driven Engineering of Adaptation Engines for Self-Adaptive Software: Executable Runtime Megamodels Model-Diven Engineeing of Adaptation Engines fo Self-Adaptive Softwae: Executable Runtime Megamodels Thomas Vogel, Holge Giese Technische Beichte N. 66 des Hasso-Plattne-Instituts fü Softwaesystemtechnik

More information

Scheduling Hadoop Jobs to Meet Deadlines

Scheduling Hadoop Jobs to Meet Deadlines Scheduling Hadoop Jobs to Meet Deadlines Kamal Kc, Kemafo Anyanwu Depatment of Compute Science Noth Caolina State Univesity {kkc,kogan}@ncsu.edu Abstact Use constaints such as deadlines ae impotant equiements

More information

Comparing Availability of Various Rack Power Redundancy Configurations

Comparing Availability of Various Rack Power Redundancy Configurations Compaing Availability of Vaious Rack Powe Redundancy Configuations White Pape 48 Revision by Victo Avela > Executive summay Tansfe switches and dual-path powe distibution to IT equipment ae used to enhance

More information

Distributed Computing and Big Data: Hadoop and MapReduce

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

More information

Alarm transmission through Radio and GSM networks

Alarm transmission through Radio and GSM networks Alam tansmission though Radio and GSM netwoks 2015 Alam tansmission though Radio netwok RR-IP12 RL10 E10C E10C LAN RL1 0 R11 T10 (T10U) Windows MONAS MS NETWORK MCI > GNH > GND > +E > DATA POWER DATA BUS

More information

ON THE (Q, R) POLICY IN PRODUCTION-INVENTORY SYSTEMS

ON THE (Q, R) POLICY IN PRODUCTION-INVENTORY SYSTEMS ON THE R POLICY IN PRODUCTION-INVENTORY SYSTEMS Saifallah Benjaafa and Joon-Seok Kim Depatment of Mechanical Engineeing Univesity of Minnesota Minneapolis MN 55455 Abstact We conside a poduction-inventoy

More information

Faithful Comptroller s Handbook

Faithful Comptroller s Handbook Faithful Comptolle s Handbook Faithful Comptolle s Handbook Selection of Faithful Comptolle The Laws govening the Fouth Degee povide that the faithful comptolle be elected, along with the othe offices

More information

INITIAL MARGIN CALCULATION ON DERIVATIVE MARKETS OPTION VALUATION FORMULAS

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

More information

An Analysis of Manufacturer Benefits under Vendor Managed Systems

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 secil@ie.metu.edu.t Nesim Ekip 1

More information

Towards Automatic Update of Access Control Policy

Towards Automatic Update of Access Control Policy Towads Automatic Update of Access Contol Policy Jinwei Hu, Yan Zhang, and Ruixuan Li Intelligent Systems Laboatoy, School of Computing and Mathematics Univesity of Westen Sydney, Sydney 1797, Austalia

More information

Strength Analysis and Optimization Design about the key parts of the Robot

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

More information

Power Monitoring and Control for Electric Home Appliances Based on Power Line Communication

Power Monitoring and Control for Electric Home Appliances Based on Power Line Communication I²MTC 2008 IEEE Intenational Instumentation and Measuement Technology Confeence Victoia, Vancouve Island, Canada, May 12 15, 2008 Powe Monitoing and Contol fo Electic Home Appliances Based on Powe Line

More information

How to recover your Exchange 2003/2007 mailboxes and emails if all you have available are your PRIV1.EDB and PRIV1.STM Information Store database

How to recover your Exchange 2003/2007 mailboxes and emails if all you have available are your PRIV1.EDB and PRIV1.STM Information Store database AnswesThatWok TM Recoveing Emails and Mailboxes fom a PRIV1.EDB Exchange 2003 IS database How to ecove you Exchange 2003/2007 mailboxes and emails if all you have available ae you PRIV1.EDB and PRIV1.STM

More information

THE DISTRIBUTED LOCATION RESOLUTION PROBLEM AND ITS EFFICIENT SOLUTION

THE DISTRIBUTED LOCATION RESOLUTION PROBLEM AND ITS EFFICIENT SOLUTION IADIS Intenational Confeence Applied Computing 2006 THE DISTRIBUTED LOCATION RESOLUTION PROBLEM AND ITS EFFICIENT SOLUTION Jög Roth Univesity of Hagen 58084 Hagen, Gemany Joeg.Roth@Fenuni-hagen.de ABSTRACT

More information

The Supply of Loanable Funds: A Comment on the Misconception and Its Implications

The Supply of Loanable Funds: A Comment on the Misconception and Its Implications JOURNL OF ECONOMICS ND FINNCE EDUCTION Volume 7 Numbe 2 Winte 2008 39 The Supply of Loanable Funds: Comment on the Misconception and Its Implications. Wahhab Khandke and mena Khandke* STRCT Recently Fields-Hat

More information

Database Management Systems

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

More information

Effect of Contention Window on the Performance of IEEE 802.11 WLANs

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,

More information

A formalism of ontology to support a software maintenance knowledge-based system

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

More information

Modeling and Verifying a Price Model for Congestion Control in Computer Networks Using PROMELA/SPIN

Modeling and Verifying a Price Model for Congestion Control in Computer Networks Using PROMELA/SPIN Modeling and Veifying a Pice Model fo Congestion Contol in Compute Netwoks Using PROMELA/SPIN Clement Yuen and Wei Tjioe Depatment of Compute Science Univesity of Toonto 1 King s College Road, Toonto,

More information

Transmittal 198 Date: DECEMBER 9, 2005. SUBJECT: Termination of the Existing Eligibility-File Based Crossover Process at All Medicare Contractors

Transmittal 198 Date: DECEMBER 9, 2005. SUBJECT: Termination of the Existing Eligibility-File Based Crossover Process at All Medicare Contractors anual ystem Depatment of ealth & uman evices (D) entes fo edicae & Pub 100-20 One-Time Notification edicaid evices () Tansmittal 198 Date: DEEBE 9, 2005 hange equest 4231 UBJET: Temination of the Existing

More information

Uncertain Version Control in Open Collaborative Editing of Tree-Structured Documents

Uncertain Version Control in Open Collaborative Editing of Tree-Structured Documents Uncetain Vesion Contol in Open Collaboative Editing of Tee-Stuctued Documents M. Lamine Ba Institut Mines Télécom; Télécom PaisTech; LTCI Pais, Fance mouhamadou.ba@ telecom-paistech.f Talel Abdessalem

More information

MULTIPLE SOLUTIONS OF THE PRESCRIBED MEAN CURVATURE EQUATION

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

More information

Office of Family Assistance. Evaluation Resource Guide for Responsible Fatherhood Programs

Office of Family Assistance. Evaluation Resource Guide for Responsible Fatherhood Programs Office of Family Assistance Evaluation Resouce Guide fo Responsible Fathehood Pogams Contents Intoduction........................................................ 4 Backgound..........................................................

More information

Electricity transmission network optimization model of supply and demand the case in Taiwan electricity transmission system

Electricity transmission network optimization model of supply and demand the case in Taiwan electricity transmission system Electicity tansmission netwok optimization model of supply and demand the case in Taiwan electicity tansmission system Miao-Sheng Chen a Chien-Liang Wang b,c, Sheng-Chuan Wang d,e a Taichung Banch Gaduate

More information

ENABLING INFORMATION GATHERING PATTERNS FOR EMERGENCY RESPONSE WITH THE OPENKNOWLEDGE SYSTEM

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

More information

STUDENT RESPONSE TO ANNUITY FORMULA DERIVATION

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

More information

Evaluating the impact of Blade Server and Virtualization Software Technologies on the RIT Datacenter

Evaluating the impact of Blade Server and Virtualization Software Technologies on the RIT Datacenter Evaluating the impact of and Vitualization Softwae Technologies on the RIT Datacente Chistophe M Butle Vitual Infastuctue Administato Rocheste Institute of Technology s Datacente Contact: chis.butle@it.edu

More information

Fixed Income Attribution: Introduction

Fixed Income Attribution: Introduction 18th & 19th Febuay 2015, Cental London Fixed Income Attibution: A compehensive undestanding of Fixed Income Attibution and the challenging data issues aound this topic Delegates attending this two-day

More information

An Epidemic Model of Mobile Phone Virus

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 zh@tsinghua.edu.cn School of Compute Science and Technology, Huazhong Univesity

More information

Promised Lead-Time Contracts Under Asymmetric Information

Promised Lead-Time Contracts Under Asymmetric Information OPERATIONS RESEARCH Vol. 56, No. 4, July August 28, pp. 898 915 issn 3-364X eissn 1526-5463 8 564 898 infoms doi 1.1287/ope.18.514 28 INFORMS Pomised Lead-Time Contacts Unde Asymmetic Infomation Holly

More information

Chapter 2 Valiant Load-Balancing: Building Networks That Can Support All Traffic Matrices

Chapter 2 Valiant Load-Balancing: Building Networks That Can Support All Traffic Matrices Chapte 2 Valiant Load-Balancing: Building etwoks That Can Suppot All Taffic Matices Rui Zhang-Shen Abstact This pape is a bief suvey on how Valiant load-balancing (VLB) can be used to build netwoks that

More information

Epdf Sulf petroleum, Eflecti and Eeflecti

Epdf Sulf petroleum, Eflecti and Eeflecti ANALYSIS OF GLOBAL WARMING MITIGATION BY WHITE REFLECTING SURFACES Fedeico Rossi, Andea Nicolini Univesity of Peugia, CIRIAF Via G.Duanti 67 0615 Peugia, Italy T: +9-075-585846; F: +9-075-5848470; E: fossi@unipg.it

More information

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.

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,

More information

Data Center Demand Response: Avoiding the Coincident Peak via Workload Shifting and Local Generation

Data Center Demand Response: Avoiding the Coincident Peak via Workload Shifting and Local Generation (213) 1 28 Data Cente Demand Response: Avoiding the Coincident Peak via Wokload Shifting and Local Geneation Zhenhua Liu 1, Adam Wieman 1, Yuan Chen 2, Benjamin Razon 1, Niangjun Chen 1 1 Califonia Institute

More information

Optimizing Content Retrieval Delay for LT-based Distributed Cloud Storage Systems

Optimizing Content Retrieval Delay for LT-based Distributed Cloud Storage Systems Optimizing Content Retieval Delay fo LT-based Distibuted Cloud Stoage Systems Haifeng Lu, Chuan Heng Foh, Yonggang Wen, and Jianfei Cai School of Compute Engineeing, Nanyang Technological Univesity, Singapoe

More information

Loyalty Rewards and Gift Card Programs: Basic Actuarial Estimation Techniques

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

More information

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing

Questions & Answers Chapter 10 Software Reliability Prediction, Allocation and Demonstration Testing M13914 Questions & Answes Chapte 10 Softwae Reliability Pediction, Allocation and Demonstation Testing 1. Homewok: How to deive the fomula of failue ate estimate. λ = χ α,+ t When the failue times follow

More information

Financial Derivatives for Computer Network Capacity Markets with Quality-of-Service Guarantees

Financial Derivatives for Computer Network Capacity Markets with Quality-of-Service Guarantees Financial Deivatives fo Compute Netwok Capacity Makets with Quality-of-Sevice Guaantees Pette Pettesson pp@kth.se Febuay 2003 SICS Technical Repot T2003:03 Keywods Netwoking and Intenet Achitectue. Abstact

More information

Adaptive Queue Management with Restraint on Non-Responsive Flows

Adaptive Queue Management with Restraint on Non-Responsive Flows Adaptive Queue Management wi Restaint on Non-Responsive Flows Lan Li and Gyungho Lee Depatment of Electical and Compute Engineeing Univesity of Illinois at Chicago 85 S. Mogan Steet Chicago, IL 667 {lli,

More information

They aim to select the best services that satisfy the user s. other providers infrastructures and utility services to run

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 2kaim@yeson.ca, cding@scs.yeson.ca, ali.mii@yeson.ca

More information

Review Graph based Online Store Review Spammer Detection

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 gwang26@uic.edu sxie6@uic.edu liub@uic.edu psyu@uic.edu

More information

883 Brochure A5 GENE ss vernis.indd 1-2

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,

More information

An Infrastructure Cost Evaluation of Single- and Multi-Access Networks with Heterogeneous Traffic Density

An Infrastructure Cost Evaluation of Single- and Multi-Access Networks with Heterogeneous Traffic Density An Infastuctue Cost Evaluation of Single- and Multi-Access Netwoks with Heteogeneous Taffic Density Andes Fuuskä and Magnus Almgen Wieless Access Netwoks Eicsson Reseach Kista, Sweden [andes.fuuska, magnus.almgen]@eicsson.com

More information

METHODOLOGICAL APPROACH TO STRATEGIC PERFORMANCE OPTIMIZATION

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

More information

Secure Smartcard-Based Fingerprint Authentication

Secure Smartcard-Based Fingerprint Authentication Secue Smatcad-Based Fingepint Authentication [full vesion] T. Chales Clancy Compute Science Univesity of Mayland, College Pak tcc@umd.edu Nega Kiyavash, Dennis J. Lin Electical and Compute Engineeing Univesity

More information

APPLICATION AND AGREEMENT FORM FOR TELECOMMUNICATION SERVICES BUSINESS APPLICATION

APPLICATION AND AGREEMENT FORM FOR TELECOMMUNICATION SERVICES BUSINESS APPLICATION Application Fom SECTION 1 COMPANY DETAILS New Company Yes No Company Name Tading As Pevious Company Name Email Addess Contact Numbe Tel Cell Fax Registeed Numbe Natue of Business Yea of Incopoation Yea

More information

Towards Realizing a Low Cost and Highly Available Datacenter Power Infrastructure

Towards Realizing a Low Cost and Highly Available Datacenter Power Infrastructure Towads Realizing a Low Cost and Highly Available Datacente Powe Infastuctue Siam Govindan, Di Wang, Lydia Chen, Anand Sivasubamaniam, and Bhuvan Ugaonka The Pennsylvania State Univesity. IBM Reseach Zuich

More information

How To Use A Network On A Network With A Powerline (Lan) On A Pcode (Lan On Alan) (Lan For Acedo) (Moe) (Omo) On An Ipo) Or Ipo (

How To Use A Network On A Network With A Powerline (Lan) On A Pcode (Lan On Alan) (Lan For Acedo) (Moe) (Omo) On An Ipo) Or Ipo ( Hubs, Bidges, and Switches Used fo extending LANs in tems of geogaphical coveage, numbe of nodes, administation capabilities, etc. Diffe in egads to: m collision domain isolation m laye at which they opeate

More information

Multicriteria analysis in telecommunications

Multicriteria analysis in telecommunications Poceedings of the 37th Hawaii Intenational Confeence on System Sciences - 2004 Multiciteia analysis in telecommunications Janusz Ganat and Andze P. Wiezbicki National Institute of Telecommunications Szachowa

More information

AgentTime: A Distributed Multi-agent Software System for University s Timetabling

AgentTime: A Distributed Multi-agent Software System for University s Timetabling AgentTime: A Distibuted Multi-agent Softwae System fo Univesity s Timetabling Eduad Babkin 1,2, Habib Adbulab 1, Tatiana Babkina 2 1 LITIS laboatoy, INSA de Rouen. Rouen, Fance. 2 State Univesity Highe

More information

Hitachi Virtual Storage Platform

Hitachi Virtual Storage Platform Hitachi Vitual Stoage Platfom FASTFIND LINKS Contents Poduct Vesion Getting Help MK-90RD7028-15 2010-2014 Hitachi, Ltd. All ights eseved. No pat of this publication may be epoduced o tansmitted in any

More information

Real Time Tracking of High Speed Movements in the Context of a Table Tennis Application

Real Time Tracking of High Speed Movements in the Context of a Table Tennis Application Real Time Tacking of High Speed Movements in the Context of a Table Tennis Application Stephan Rusdof Chemnitz Univesity of Technology D-09107, Chemnitz, Gemany +49 371 531 1533 stephan.usdof@infomatik.tu-chemnitz.de

More information

Reduced Pattern Training Based on Task Decomposition Using Pattern Distributor

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

More information

Research on Risk Assessment of the Transformer Based on Life Cycle Cost

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,

More information

Chris J. Skinner The probability of identification: applying ideas from forensic statistics to disclosure risk assessment

Chris J. Skinner The probability of identification: applying ideas from forensic statistics to disclosure risk assessment Chis J. Skinne The pobability of identification: applying ideas fom foensic statistics to disclosue isk assessment Aticle (Accepted vesion) (Refeeed) Oiginal citation: Skinne, Chis J. (2007) The pobability

More information

Modal Characteristics study of CEM-1 Single-Layer Printed Circuit Board Using Experimental Modal Analysis

Modal Characteristics study of CEM-1 Single-Layer Printed Circuit Board Using Experimental Modal Analysis Available online at www.sciencediect.com Pocedia Engineeing 41 (2012 ) 1360 1366 Intenational Symposium on Robotics and Intelligent Sensos 2012 (IRIS 2012) Modal Chaacteistics study of CEM-1 Single-Laye

More information

Confirmation of Booking

Confirmation of Booking The Pesentes Rebecca Mogan Rebecca is a Taxation Consultant with the NTAA and has ove 15 yeas tax expeience. Rebecca holds a Bachelo of Ats and Law and a Mastes of Taxation. Rebecca has pesented a numbe

More information

Self-Adaptive and Resource-Efficient SLA Enactment for Cloud Computing Infrastructures

Self-Adaptive and Resource-Efficient SLA Enactment for Cloud Computing Infrastructures 2012 IEEE Fifth Intenational Confeence on Cloud Computing Self-Adaptive and Resouce-Efficient SLA Enactment fo Cloud Computing Infastuctues Michael Maue, Ivona Bandic Distibuted Systems Goup Vienna Univesity

More information

Efficient Redundancy Techniques for Latency Reduction in Cloud Systems

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

More information

An application of stochastic programming in solving capacity allocation and migration planning problem under uncertainty

An application of stochastic programming in solving capacity allocation and migration planning problem under uncertainty An application of stochastic pogamming in solving capacity allocation and migation planning poblem unde uncetainty Yin-Yann Chen * and Hsiao-Yao Fan Depatment of Industial Management, National Fomosa Univesity,

More information

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. 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

More information

Dual channel closed-loop supply chain coordination with a reward-driven remanufacturing policy

Dual channel closed-loop supply chain coordination with a reward-driven remanufacturing policy Intenational Jounal of Poduction Reseach ISSN: -753 Pint 1366-588X Online Jounal homepage: http://www.tandfonline.com/loi/tps Dual channel closed-loop supply chain coodination with a ewad-diven emanufactuing

More information

College of Engineering Bachelor of Computer Science

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

More information

Seshadri constants and surfaces of minimal degree

Seshadri constants and surfaces of minimal degree Seshadi constants and sufaces of minimal degee Wioletta Syzdek and Tomasz Szembeg Septembe 29, 2007 Abstact In [] we showed that if the multiple point Seshadi constants of an ample line bundle on a smooth

More information

SUPPORT VECTOR MACHINE FOR BANDWIDTH ANALYSIS OF SLOTTED MICROSTRIP ANTENNA

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.

More information

AN IMPLEMENTATION OF BINARY AND FLOATING POINT CHROMOSOME REPRESENTATION IN GENETIC ALGORITHM

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,

More information

IBM Research Smarter Transportation Analytics

IBM Research Smarter Transportation Analytics IBM Reseach Smate Tanspotation Analytics Laua Wynte PhD, Senio Reseach Scientist, IBM Watson Reseach Cente lwynte@us.ibm.com INSTRUMENTED We now have the ability to measue, sense and see the exact condition

More information

YARN PROPERTIES MEASUREMENT: AN OPTICAL APPROACH

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

More information

California s Duals Demonstration: A Transparent. Process. Margaret Tatar Chief, Medi-Cal Managed Care Division. CA Coo 8/21/12

California s Duals Demonstration: A Transparent. Process. Margaret Tatar Chief, Medi-Cal Managed Care Division. CA Coo 8/21/12 Califonia s Duals Demonstation: A Tanspaent and Inclusive Stakeholde Pocess Magaet Tata Chief, Medi-Cal Managed Cae Division Depatment of Health Cae Sevices 1 Stakeholde Engagement 1. 2. Inclusive Building

More information

An Introduction to Omega

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

More information

Supply chain information sharing in a macro prediction market

Supply chain information sharing in a macro prediction market Decision Suppot Systems 42 (2006) 944 958 www.elsevie.com/locate/dss Supply chain infomation shaing in a maco pediction maket Zhiling Guo a,, Fang Fang b, Andew B. Whinston c a Depatment of Infomation

More information

DOCTORAL DEGREE PROGRAM

DOCTORAL DEGREE PROGRAM DOCTORAL DEGREE PROGRAM Application Fo Admission National Mose Cente fo Adult Leaning Cental Illinois: Benedictine Univesity at Spingfield 1500 Noth 5th Steet, Spingfield, IL 62702 Phone: (217) 718-5002

More information

COMPLYING WITH THE DRUG-FREE SCHOOLS AND CAMPUSES REGULATIONS

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

More information

2 r2 θ = r2 t. (3.59) The equal area law is the statement that the term in parentheses,

2 r2 θ = r2 t. (3.59) The equal area law is the statement that the term in parentheses, 3.4. KEPLER S LAWS 145 3.4 Keple s laws You ae familia with the idea that one can solve some mechanics poblems using only consevation of enegy and (linea) momentum. Thus, some of what we see as objects

More information

Instructions to help you complete your enrollment form for HPHC's Medicare Supplemental Plan

Instructions to help you complete your enrollment form for HPHC's Medicare Supplemental Plan Instuctions to help you complete you enollment fom fo HPHC's Medicae Supplemental Plan Thank you fo applying fo membeship to HPHC s Medicae Supplement plan. Pio to submitting you enollment fom fo pocessing,

More information

High Availability Replication Strategy for Deduplication Storage System

High Availability Replication Strategy for Deduplication Storage System Zhengda Zhou, Jingli Zhou College of Compute Science and Technology, Huazhong Univesity of Science and Technology, *, zhouzd@smail.hust.edu.cn jlzhou@mail.hust.edu.cn Abstact As the amount of digital data

More information

Welcome to the Cloud Stream. Sponsored by:

Welcome to the Cloud Stream. Sponsored by: Welcome to the Cloud Steam Sponsoed by: Entepise Cloud (HEC) Hanessing the Powe of eal- Time Business with the Simplicity of the Cloud Ben Lingwood Diecto HEC GtM Entepise Cloud - Oveview Announced May

More information

How to create RAID 1 mirroring with a hard disk that already has data or an operating system on it

How to create RAID 1 mirroring with a hard disk that already has data or an operating system on it AnswesThatWok TM How to set up a RAID1 mio with a dive which aleady has Windows installed How to ceate RAID 1 mioing with a had disk that aleady has data o an opeating system on it Date Company PC / Seve

More information

On the Security of A Provably Secure Certificate Based Ring Signature Without Pairing

On the Security of A Provably Secure Certificate Based Ring Signature Without Pairing Intenational Jounal of Netwok Secuity, Vol.17, No.2, PP.129-134, Ma. 2015 129 On the Secuity of A Povably Secue Cetificate Based Ring Signatue Without Paiing Ji Geng 1, Hu Xiong 1,2, Fagen Li 1, and Zhiguang

More information

Financing Terms in the EOQ Model

Financing Terms in the EOQ Model Financing Tems in the EOQ Model Habone W. Stuat, J. Columbia Business School New Yok, NY 1007 hws7@columbia.edu August 6, 004 1 Intoduction This note discusses two tems that ae often omitted fom the standad

More information

Financial Planning and Risk-return profiles

Financial Planning and Risk-return profiles Financial Planning and Risk-etun pofiles Stefan Gaf, Alexande Kling und Jochen Russ Pepint Seies: 2010-16 Fakultät fü Mathematik und Witschaftswissenschaften UNIERSITÄT ULM Financial Planning and Risk-etun

More information