Research on Inventory Sharing and Pricing Strategy of Multichannel Retailer with Channel Preference in Internet Environment

Size: px
Start display at page:

Download "Research on Inventory Sharing and Pricing Strategy of Multichannel Retailer with Channel Preference in Internet Environment"

Transcription

1 Vol. 7, No. 6 (04), pp hp://dx.doi.org/0.457/ijhi Research on Invenory Sharing and Pricing Sraegy of Mulichannel Reailer wih Channel Preference in Inerne Environmen Hanzong Li College of Environmenal Science and Engineering, Peking Universiy lhz98@6.com Absrac Wih he developmen of he compuer echnology, many reailers sale he producs no only in he eniy shop, bu also in he online shop. The nework channel brings a lo of convenience. However, i also produces he channel conflic. In he dual channel supply chain, he reailers are in a passive posiion. Therefore, hey begin o use he opimal dynamical pricing sraegy o deermine he price of he producs. A he same ime, he reailers obain he greaer benefis according o reduce he invenory cos. Thereby, in his paper, considering he online channel preference, we sudy he invenory sraegy and he pricing sraegy of he producs in he dual channel. And hen we propose a shared invenory and a dynamical pricing sraegy. In addiion, we sudy he influence of he relaed parameers on he profi of he reailers. A las, he numerical analysis shows ha he shared invenory and he dynamical pricing sraegy can bring more profis for he reailers. Keywords: Dual-channel, shared invenory, channel preference. Inroducion Due o he developmen of he Inerne, many merchans begin o increase he produc sales by he sraegy of he eniy shop and he online shop. In addiion, his kind of channel sraegy has brough he increasing sales and he exensive marke share for he merchans. However, here is a problem which canno be ignored. Tha is he channel conflic. Merchans can sell producs no only by radiional channel bu also hrough he esablishmen of nework channel. Many companies, such as Compaq, HP, IBM, Samsung and Sony, have wo channels and muliple sales channels. The conflic of dual channel has araced he aenion of many scholars. Mukhopadhyay e al. argued ha reailers were able o differeniae heir producs hrough he nework channels by adding value o on-he-shelf goods []. Yue sudied he reailers pricing problem in dual channel supply chain []. Hua e al. examined a dual-channel supply chain and considered he facor of delivery lead ime in he pricing decisions [3]. Xie found ha he simple conracs, such as he wholesale price, buyback, revenue-sharing and Vendor Managed Invenory (VMI) conracs, canno coordinae he dual-supply chain wih invenory decisions [4]. Cai e al. showed ha he price discoun conracs perform well in a dual-channel supply chain [5]. Yao and Liu discussed Berrand and Sackelberg equilibrium pricing policies and compared he profi gains under hese wo ypes of compeiion in a dual channel [6]. Cai invesigaed he influence of he channel srucures and he channel coordinaion on he supplier, he reailer, and he enire supply chain in a dual-channel supply chain [7]. Karray and Zaccour discussed he producs reailers, he sales of privae brand producs and he manufacurers [8]. From he wo channels, Xie analyzed he cos and he price of he marke demand which were influenced by he adverising hough opimal decision level. And he poined ou ha he cooperaive game can improve he sysem [9]. Szmerekovsky and Zhangon hough ha he ISSN: IJHIT Copyrigh c 04 SERSC

2 Vol. 7, No. 6 (04) adverising coss will affeced he decision problems of manufacurers and reailers. In above sudy, he sudy abou he adverising decision-making and he sraegy of cooperaive adverising ino he research in dual channel supply chain are less [0]. The research shows ha he price of he producs in elecronic reailers wih zero-invenory was lower han he price of reailers own is own invenory. Bu he differen price would decrease wih ime in he rapid expansion marke []. Chaing W, Monahan G E hough ha cusomers would ransfer o anoher channel o buy goods in a cerain percenage []. Boycai sudied he disribuion sysem of he dual channel condiions. He also discussed he impac on channel efficiency of channel order quaniy decision problem and he raio of subsiuion [3]. Geng and Mallik discussed he invenory compeiion and he double channel assignmen problem. They also proposed he game equilibrium of he condiions ha he manufacurer capaciy was no limied. The sudy found ha even in capaciy limied circumsances, he manufacurers may also refuse o he reailer orders [4]. Yongbo Xiao discussed wo subjecs and each subjec had four differen cusomer group siuaions on he basis of he model of Frank [5]. Frank sudied wo subjecs on he basis of his model. And each subjec had wo differen cusomer group siuaions [6]. Zhang and Cooper researched he special problems of parallel fligh in muli -produc and muli-resource dynamic pricing problem. They srucured his problem as a Markov decision process [7]. Chen F Y, Chen Jian, Xiao Yongbo researched he Dynamic invenory raion conrol sraegy [8, 9] This paper aemps o esablish a model which can conac he dynamic pricing and revenue managemen wih considering he channel preference. We ry o research invenory sraegy and dynamic pricing problem in dual channel supply chain. And we examine he profis of reailers under differen invenory sraegies. In addiion, we sudy he effecs of he parameric variable and he channel preference on he profis of he reailers. The consrucion of his paper is as follows. The firs par is he inroducion. The second par is he esablishmen of he model. The hird par is he numerical analysis and he las par is he conclusion.. Esablishmen of he Model.. Descripion and Assumpion The online shop and he eniy shop sale he same produc. The pricing of he eniy shop is p. The price in he eniy shop is sable during a specific period. We assume ha he price in he sales cycle is fixed. Firsly, we consider ha he sales cycle is shor. Secondly, changing he produc price needs cos and i is no convenien. Therefore, i is reasonable o assume ha he price is fixed in a period. Finally, we assume he pricing of he online shop is p. And i can be changed. The price of he online shop no only influences reversely he demand of he online producs for he cusomers bu also effecs he demand of he eniy shop posiively. Similarly, he price of he eniy shop can influence he demand of he online shop posiively. The higher he price of he online shop, he demand of he online shop decreases and he demand of he eniy shop increases. The lower he price of he online shop, he demand of he online shop increases and he demand of he eniy shop decreases. We use ( p ) o represen he arrival rae of he online shop. And we use ( p ) o express he arrival rae of he eniy shop. We suppose ha a cusomer only buy one produc and he arrival of he wo cusomers is independen. Therefore, we can use he following funcions o express he relaion beween he arrival rae and he pricing. ( p ) A B p, A 0, B Copyrigh c 04 SERSC

3 Vol. 7, No. 6 (04) ( p ) ( ) A B p, A 0, B 0 We make he following assumpions. The hypohesis : B B ha is, for is demand, he influence of he online price is bigger han he eniy shop. This is obvious because he online shop can rea as he subsiues o he eniy shop. The hypohesis : A B p. When he price of he online shop is he same o he eniy shop, he online shop has cerain requiremen. When he price is bigger han A B, he demand of he online shop is zero. Figure. The Share Invenory In addiion, we divide he sell period ino several equal inervals. Every is a sage and is very small. Therefore, he probabiliy of appearing wo or more han wo cusomer arrivals is zero in a inervals. The whole sales cycle is [ 0, T ] and,,,, T. Because he cusomer arrival obeys he Poisson disribuion, he rae of cusomer arrival is equal o he excepion arrival number in. ( p ) T is equal o he number of he excepion cusomer arrival number in nework shop in. The excepion cusomer arrival numbers in nework channel are as follows. ( p ) T P () P () 3 P (3) As he probabiliy of he wo or more cusomer arrivals can be ignored, ( p ) T p ().We se ( p ) T, namely he probabiliy of one cusomer arrives in nework channel is equal o he excepion value of Poisson disribuion. The probabiliy of Copyrigh c 04 SERSC 367

4 Vol. 7, No. 6 (04) one cusomer arrives in eniy shop is equal o ( p ) T in. We se i as.the probabiliy of none cusomer arrives is.we can ge 0 and: A B p T T ( p ) a b p, a 0, b 0 () A B p T T ( p ) ( ) a b p, a 0, b 0 ().. The Opimal Pricing Sraegy We use a hree dimensional vecor (, n, n ) o describe he sae of he whole sales sysem. Among hem, is he curren sae which belongs o he secion [0, T ]. n is he invenory level of he online sore and n is he invenory level of he eniy shop. The firs siuaion is o use a wo dimensional vecor (, n ) o describe he sae of he sysem. From he sar of he sage o he end of he sales, when he invenory of he eniy shop is n, he oal maximum expeced fuure income in he sales period is R ( n ). Then we can wrie he dynamic recursive equaions. The second siuaion is o use hree dimensional vecor (, n, n ) o describe he sae of sysem. From he sar of he sage o he end of he sales, when he invenory level of he online sore is n and he invenory level of he eniy shop is n, he oal maximum expeced fuure income in he sales period [, T ] is R ( n, n ). Then we can wrie he dynamic recursive equaions. In addiion, because he invenory of he eniy shop is no specifically provided for he demand of he online shop, i only provides he emporary supplemen when he nework channel is no he invenory in he second siuaion. Therefore, we need o esablish a specific cos o perform he nework orders and we hypohesis i as d. A las, in order o analyze he opimal iniial invenory of he wo siuaions, he nework channel and he eniy channel belong o he same seller, we assume he purchasing cos of he wo channels is he same. We denoe i as c. The revenue funcion is a increasing funcion abou he remaining invenory n. In addiion, i is a decreasing funcion abou he ime. Theorem : The revenue funcion R ( n ) has he following characerisics. () R ( n ) increases wih he increasing of n and i decreases wih he increasing of. () R ( n ) R ( n ) decreases wih he increasing of n and i decreases wih he increasing of. Theorem The revenue funcion R ( n, n ) has he following characerisics. () R ( n, n ) increases wih he increasing of n and n. And i decreases wih he increasing of. () R n n R n n (3) R n n R n n (4) R n n R n n decreases wih he increasing of n and (, ) (, ) decreases wih he increasing of n and decreases wih he increasing of n. And i increases wih he (, ) (, ) (, ) (, ) n. increasing of (5) R ( n, n ) R ( n, n ) decreases wih he increasing of n and n. And i decreases wih he increasing of. n. n. 368 Copyrigh c 04 SERSC

5 Vol. 7, No. 6 (04)... The Firs Siuaion (he eniy shop and he online shop share he invenory of he eniy shop): In he sage of, he maximum fuure expecaion income for he reailer is as follows. R ( n ) m ax{ [ p R ( n )] [ p R ( n )] ( ) R ( n )} (3) p R (0 ) 0, R ( n ) 0 T Among hem,. Puing he formula () and () ino he formula (3), we can obain he following conclusion. R ( n ) m a x{ ( a b p )[ p R ( n )] (( ) a b p )[ p R ( n )] p [ a ( ) a ( b b ) p ] R ( n )} [ a b R ( n )] b p b [ p R ( n )] ( b b ) R ( n ) 0 b 0 p ( n a b p b b R n R n ) ( )[ ( ) ( )] b (4) According o he analysis of he srucure characerisics for he revenue funcion, from he opimal dynamic pricing (4), we can launch he relaed conclusions of he firs siuaion. These conclusions are as follows. The conclusion : When is a consan value, he opimal dynamic pricing p ( n ) is a series of price series. And i decreases wih he increasing of he remaining invenory n. In addiion, i decreases wih he increasing of. The conclusion : When is a consan value, he relaion beween he opimal dynamic pricing p ( n ) and he coefficiens is ha i increases wih he increasing of a and b. The conclusion 3: When is a consan value, he opimal dynamic pricing is larger han he opimal saic pricing. The saic process is as follows. p is fixed. Therefore, he whole process is given and i needs no o use he dynamic recursive process. So we can direcly obain he maximum benefis p. Tha is, m a x{ R ( Q )} p p ( A B p ) p (( ) A B p ) p p A B p a b p p B b # The saic process is as follows. Each sae (, n ) corresponds o an opimal pricing. Moreover, he range of he opimal pricing has he following relaion. Due o he range of R ( n ) R ( n ) is [0, p ], we inference he following conclusion. a b p b p ( n ) a b p ( b b )[ R ( n ) R ( n )] a b p b b Copyrigh c 04 SERSC 369

6 Vol. 7, No. 6 (04) Therefore, he opimal dynamic pricing is larger han he opimal saic pricing. Because of he range of p, and in order o ensure o have he opimal soluion, we need he following consrains. Then we can ge a b p b p. a b p a b (5) p... The Second Siuaion (he eniy shop and he online shop have heir own invenories): The eniy shop and he online shop respecively have one invenory. If he online shop has no he invenory, we allow he eniy shop o perform he nework order. However, if he eniy shop has no he invenory, we will lose he cusomers. This is accorded wih he realiy. The oal maximum fuure expeced revenue for he reailers is discussed as follows. p R ( n, n ) 0, ( n 0, n 0 ) m a x{ [ p R ( n, 0 )] ( ) R p ( n, 0 )}, ( n 0, n 0 ) m a x{ [ p d R (0, n )] [ p p R (0, n )] ( ) R (0. n )}, ( n 0, n 0 ) m a x{ [ p R ( n, n )] [ p p R ( n, n )] ( ) R ( n, n )}, ( n 0, n 0 ) Among hem, R (0, 0 ) 0, R ( n, n ) 0 T. We pu he formula () and () ino he formula (6). () When n 0, n 0 R ( n ) m a x { ( a b p )[ p R ( n )] [ a b p ] R ( n )} [ a b R ( n )] b p b R ( n ) 0 b 0 p a b [ R ( n ) R ( n )] ( n ) b Due o b 0, he opimal pricing an R ( n ) have a posiive relaionship. From he heorem, we can know he opimal dynamic pricing p ( n ) is a series of price series. And i decreases wih he increasing of n. I decreases wih he increasing of. () When n 0, n Copyrigh c 04 SERSC

7 Vol. 7, No. 6 (04) R ( n ) m a x { ( a b p )[ p d R ( n )] (( ) a b p )[ p R ( n )] [ a ( ) a ( b b ) p ] R ( n )} [ a b R ( n )] b d b p b R ( n ) ( b b ) R ( n ) 0 b 0 p ( n ) a b p b d b b R n R n ( )[ ( ) ( )] Due o b b, he opimal pricing an R ( n ) have a posiive relaionship. From he heorem, we can know he opimal dynamic pricing p ( n ) is a series of price series. And i decreases wih he increasing of n. I decreases wih he increasing of. (3)When n n 0, 0 b R ( n, n ) m a x{ ( a b p )[ p R ( n, n )] p (( ) a b p )[ p R ( n, n )] [ a ( ) a ( b b ) p ] R ( n, n )} d R ( n, n ) a b R ( n, n )] b p b p b R ( n, n ) ( b b ) R ( n, n ) 0 d R ( n ) b 0 And a b p b [ R ( n, n ) R ( n, n )] p ( n, n ) b b [ R ( n, n ) R ( n, n )] b a b p ( b b ) R ( n, n ) b b R ( n, n ) b R ( n, n ) b a b p ( b b )[ R ( n, n ) R ( n, n )] b b p [ R ( n, n -) R ( n, n )] b From he heorem, we can know ha he opimal dynamic pricing p ( n, n ) is a series of price series. And i decreases wih he increasing of n. I decreases wih he increasing of. Copyrigh c 04 SERSC 37

8 Vol. 7, No. 6 (04) 3. Numerical Analysis We assume ha he arrival rae is consisen beween he online shop and he eniy shop. And he oal invenory of he online shop is he same o he eniy shop. T 00, he oal invenory is 000( n n 000 ), he price of he eniy shop is p 50, he price of he nework shop is p and i is dynamic adjusmen. a 8 0 T, a 30 T, b 4 T, b T d T. The online shop adjuss he price dynamically o effec he demand of he eniy shop and he online shop according o he remaining invenory of he eniy shop and he ime sae. Then we can make he income maximum for he reailer. This is he revenue managemen according o adjus he price dynamically. Figure. The Profis of Two Invenory Sraegies Due o n n 000, wih he increasing of n, n decreases. Bu from he Figure, we can find ha wih he increasing of n, he revenue of he reailers increases firsly,hen he revenue begin o decrease. However, no maer how n changes, he profi of he reailers in he shared invenory sraegy is higher han ha in he separae invenory sraegy. Figure 3. The Influence of b on he Profi 37 Copyrigh c 04 SERSC

9 Vol. 7, No. 6 (04) From he Figure 3, we can see he relaion beween he profi of he reailer and he coefficien b. Wih he increasing of b, he revenue increases. A he same ime, we find ha he larger values of he b, he growh rae of he reailer s profi is smaller. Conversely, when he value b becomes small, he profi of he reailer is bigger. Figure 4. The Influence of on he Profi From Figure 4, we can find ha wih he increasing of he online channel preference rae, he profi of he reailer increases. However, he profi of he reailer begins o decrease when increases coninuously. Because he increase of he online channel preference rae, he invenory of he eniy invenory decreases. And he price increases. A he same ime, he reailers need o conduc he marke research o obain he marke informaion. And hen hey also need o pay a high cos. 4. Conclusion In he dual channel supply chain environmen, he channel conflic is an urgen problem o be solved. In he radiional dual channel supply chain, he online shop and he eniy shop have heir own invenory respecively. I makes he invenory increase, hen he invenory cos increases. Therefore, he profis of he reailers decrease. In order o solve he above problem, we combine he online invenory and he eniy shop. Tha is, he online shop and he eniy shop use he same invenory. According o share one invenory, i can reduce he invenory cos. I can make he profis of he reailers maximum. In addiion, for one produc, he pricing of he eniy shop is higher han he online shop. For one produc, he demand rae in he eniy shop and he demand rae in he online demand are inversely proporional. If he price of he online shop is higher, he demand rae is lower. Then he demand rae in he eniy shop increases. In he pas lieraure, i adops he saic pricing sraegy o price producs. In his paper, we use he dynamical pricing sraegy o adjus he price in he online shop and he eniy shop. Then we can ge an opimal pricing sraegy. I makes he oal profis of he reailers maximum. Therefore, he innovaion of his paper is as follows. () According o merge he invenories of he online shop and he eniy shop, we ge a new shared invenory model. This shared invenory model can reduces he invenory cos and make he profis of he reailers increase. () We sudy he pricing problem in he online shop and he eniy shop. We use he Copyrigh c 04 SERSC 373

10 Vol. 7, No. 6 (04) dynamical pricing sraegy o sudy he relaion beween he online shop and he eniy shop. Then we ge an opimal dynamical pricing. I makes he profis of he reailer maximum. References [] S. K. Mukhopadhyay, D. Q. Yao and X. H. Yue, In-formaion sharing of value-adding reailer in a mixed channel hi-ech supply chain [J], Journal of Business Re-search, vol. 6, (008), pp [] X. H. Yue and J. Liu, Demand forecas sharing in a du-al-channel supply chain [J], European Journal of Operaional Research, vol. 74, (006), pp [3] G. Hua, S. Wang and T. C. E. Cheng, Price and lead ime decisions in a dual-channel supply chain, European Journal of Operaional Research, vol. 05, (00), pp [4] J. X. Xie and J. C. Wei, Coordinaing adverising and pricing in a manufacurer-reailer channel [J], European Journal of Operaional Research, vol. 97, (009), pp [5] G. Cai, Z. G. Zhang and M. Zhang, Game heoreical perspecives on dual-channel supply chain compeiion wih price discoun and pricing schemes, Inernaional Journal of Producion Economics, vol. 7, (009), pp [6] D. Yao and J. Liu, Compeiive pricing of mixed reail and e-ail disribuion channels, Omega, vol. 33, (005), pp [7] G. Cai, Channel selecion and coordinaion in dual-channel supply chains, Journal of Reailing, vol. 86, (00), pp. 36. [8] S. Karray and G. Zaccour, Could co-op adverising be a manufacurer s counersraegy o sore brands?, [J ]Journal of Business Research, vol. 59, no. 9, (006), pp [9] J. X. Xie and J. C. Wei, Coordinaing adverising and pricing in a manufacurer-reailer channel [J], European Journal of Operaional Research, vol. 97, (009), pp [0] J. G. Szmerekovsky and J. Zhang, Pricing and wo-ier adverising wih one manufacurer and one reailer [J], European Journal of Operaional Research, vol. 9, (009), pp [] H. Zhao and Y. Cao, The role of e-ailer invenory policy on e-ailer pricing and profiabiliy [J], Journal of Reailing, vol. 80, no. 3, (004), pp [] W. Chaing and G. E. Monahan, Managing invenories in a wo-echolon dual-channel supply chain [J], European Journal of Operaion Research, vol. 6, no. 3, (005), pp [3] T. Boyaci, Compeiive socking and coordinaion in a muli-ple-channel disribuion sysem [J], IIE ransacions, vol. 37, no. 3, (005), pp [4] Q. Geng and S. Mallik, Invenory compeiion and allocaion in a muli-channel disribuion sysem [J], European Journal of Operaion Research, vol. 8, no. 3, (007), pp [5] Y. Xiao, F. Y. Chen and J. Chen, Opimal invenory and dynamic admission policies for a reailer of seasonal producs wih affiliae programs and drop-shipping [J], NRL, vol. 56, no. 4, (009), pp [6] F. Y. Chen, J. Chen, M. Parlar and Y. Xiao, Opimal invenory and admission policies for drop-shipping reailers serving in-sore and online cusomers [J], IIE Transacions, vol. 43, no. 5, (0), pp [7] D. Zhang and W. L. Cooper, Pricing subsiuable fligh in airline revenue managemen [J], European Journal of Operaional Research, vol. 97, no. 3, (009), pp [8] F. Y. Chen, C. Jian and X. Yongbo, Opimal admission policies for a reailer of seasonal producs wih dropshipping [C], IEEE Inernaional Conference on Roboies and Auomaion, Roma, vol. 4, (007), pp [9] X. Yongbo, F. Y. Chen and C. Jian, Opimal invenory and dynamic admission policies for a reailer of seasonal producs wih affiliae programs and drop-shipping [J], Naval Research Logisics, vol. 56, no. 4, (009), pp Auhor Hanzong Li, He is a posdocoral of College of Environmenal Science and Engineering, Peking Universiy. His research direcion is economic sociology and environmenal sociology. 374 Copyrigh c 04 SERSC

Analysis of Pricing and Efficiency Control Strategy between Internet Retailer and Conventional Retailer

Analysis of Pricing and Efficiency Control Strategy between Internet Retailer and Conventional Retailer Recen Advances in Business Managemen and Markeing Analysis of Pricing and Efficiency Conrol Sraegy beween Inerne Reailer and Convenional Reailer HYUG RAE CHO 1, SUG MOO BAE and JOG HU PARK 3 Deparmen of

More information

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE

PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Profi Tes Modelling in Life Assurance Using Spreadshees PROFIT TEST MODELLING IN LIFE ASSURANCE USING SPREADSHEETS PART ONE Erik Alm Peer Millingon 2004 Profi Tes Modelling in Life Assurance Using Spreadshees

More information

Single-machine Scheduling with Periodic Maintenance and both Preemptive and. Non-preemptive jobs in Remanufacturing System 1

Single-machine Scheduling with Periodic Maintenance and both Preemptive and. Non-preemptive jobs in Remanufacturing System 1 Absrac number: 05-0407 Single-machine Scheduling wih Periodic Mainenance and boh Preempive and Non-preempive jobs in Remanufacuring Sysem Liu Biyu hen Weida (School of Economics and Managemen Souheas Universiy

More information

As widely accepted performance measures in supply chain management practice, frequency-based service

As widely accepted performance measures in supply chain management practice, frequency-based service MANUFACTURING & SERVICE OPERATIONS MANAGEMENT Vol. 6, No., Winer 2004, pp. 53 72 issn 523-464 eissn 526-5498 04 060 0053 informs doi 0.287/msom.030.0029 2004 INFORMS On Measuring Supplier Performance Under

More information

International Journal of Supply and Operations Management

International Journal of Supply and Operations Management Inernaional Journal of Supply and Operaions Managemen IJSOM May 05, Volume, Issue, pp 5-547 ISSN-Prin: 8-59 ISSN-Online: 8-55 wwwijsomcom An EPQ Model wih Increasing Demand and Demand Dependen Producion

More information

The Application of Multi Shifts and Break Windows in Employees Scheduling

The Application of Multi Shifts and Break Windows in Employees Scheduling The Applicaion of Muli Shifs and Brea Windows in Employees Scheduling Evy Herowai Indusrial Engineering Deparmen, Universiy of Surabaya, Indonesia Absrac. One mehod for increasing company s performance

More information

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand

Market Liquidity and the Impacts of the Computerized Trading System: Evidence from the Stock Exchange of Thailand 36 Invesmen Managemen and Financial Innovaions, 4/4 Marke Liquidiy and he Impacs of he Compuerized Trading Sysem: Evidence from he Sock Exchange of Thailand Sorasar Sukcharoensin 1, Pariyada Srisopisawa,

More information

Why Did the Demand for Cash Decrease Recently in Korea?

Why Did the Demand for Cash Decrease Recently in Korea? Why Did he Demand for Cash Decrease Recenly in Korea? Byoung Hark Yoo Bank of Korea 26. 5 Absrac We explores why cash demand have decreased recenly in Korea. The raio of cash o consumpion fell o 4.7% in

More information

The Transport Equation

The Transport Equation The Transpor Equaion Consider a fluid, flowing wih velociy, V, in a hin sraigh ube whose cross secion will be denoed by A. Suppose he fluid conains a conaminan whose concenraion a posiion a ime will be

More information

DETERMINISTIC INVENTORY MODEL FOR ITEMS WITH TIME VARYING DEMAND, WEIBULL DISTRIBUTION DETERIORATION AND SHORTAGES KUN-SHAN WU

DETERMINISTIC INVENTORY MODEL FOR ITEMS WITH TIME VARYING DEMAND, WEIBULL DISTRIBUTION DETERIORATION AND SHORTAGES KUN-SHAN WU Yugoslav Journal of Operaions Research 2 (22), Number, 6-7 DEERMINISIC INVENORY MODEL FOR IEMS WIH IME VARYING DEMAND, WEIBULL DISRIBUION DEERIORAION AND SHORAGES KUN-SHAN WU Deparmen of Bussines Adminisraion

More information

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS

DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS DYNAMIC MODELS FOR VALUATION OF WRONGFUL DEATH PAYMENTS Hong Mao, Shanghai Second Polyechnic Universiy Krzyszof M. Osaszewski, Illinois Sae Universiy Youyu Zhang, Fudan Universiy ABSTRACT Liigaion, exper

More information

Network Effects, Pricing Strategies, and Optimal Upgrade Time in Software Provision.

Network Effects, Pricing Strategies, and Optimal Upgrade Time in Software Provision. Nework Effecs, Pricing Sraegies, and Opimal Upgrade Time in Sofware Provision. Yi-Nung Yang* Deparmen of Economics Uah Sae Universiy Logan, UT 84322-353 April 3, 995 (curren version Feb, 996) JEL codes:

More information

Optimal Growth for P&C Insurance Companies

Optimal Growth for P&C Insurance Companies Opimal Growh for P&C Insurance Companies by Luyang Fu AbSTRACT I is generally well esablished ha new business produces higher loss and expense raios and lower reenion raios han renewal business. Ironically,

More information

Niche Market or Mass Market?

Niche Market or Mass Market? Niche Marke or Mass Marke? Maxim Ivanov y McMaser Universiy July 2009 Absrac The de niion of a niche or a mass marke is based on he ranking of wo variables: he monopoly price and he produc mean value.

More information

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613.

Duration and Convexity ( ) 20 = Bond B has a maturity of 5 years and also has a required rate of return of 10%. Its price is $613. Graduae School of Business Adminisraion Universiy of Virginia UVA-F-38 Duraion and Convexiy he price of a bond is a funcion of he promised paymens and he marke required rae of reurn. Since he promised

More information

Chapter 7. Response of First-Order RL and RC Circuits

Chapter 7. Response of First-Order RL and RC Circuits Chaper 7. esponse of Firs-Order L and C Circuis 7.1. The Naural esponse of an L Circui 7.2. The Naural esponse of an C Circui 7.3. The ep esponse of L and C Circuis 7.4. A General oluion for ep and Naural

More information

Distributing Human Resources among Software Development Projects 1

Distributing Human Resources among Software Development Projects 1 Disribuing Human Resources among Sofware Developmen Proecs Macario Polo, María Dolores Maeos, Mario Piaini and rancisco Ruiz Summary This paper presens a mehod for esimaing he disribuion of human resources

More information

Chapter 5. Aggregate Planning

Chapter 5. Aggregate Planning Chaper 5 Aggregae Planning Supply Chain Planning Marix procuremen producion disribuion sales longerm Sraegic Nework Planning miderm shorerm Maerial Requiremens Planning Maser Planning Producion Planning

More information

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith**

Relationships between Stock Prices and Accounting Information: A Review of the Residual Income and Ohlson Models. Scott Pirie* and Malcolm Smith** Relaionships beween Sock Prices and Accouning Informaion: A Review of he Residual Income and Ohlson Models Sco Pirie* and Malcolm Smih** * Inernaional Graduae School of Managemen, Universiy of Souh Ausralia

More information

Optimal Investment and Consumption Decision of Family with Life Insurance

Optimal Investment and Consumption Decision of Family with Life Insurance Opimal Invesmen and Consumpion Decision of Family wih Life Insurance Minsuk Kwak 1 2 Yong Hyun Shin 3 U Jin Choi 4 6h World Congress of he Bachelier Finance Sociey Torono, Canada June 25, 2010 1 Speaker

More information

Morningstar Investor Return

Morningstar Investor Return Morningsar Invesor Reurn Morningsar Mehodology Paper Augus 31, 2010 2010 Morningsar, Inc. All righs reserved. The informaion in his documen is he propery of Morningsar, Inc. Reproducion or ranscripion

More information

Chapter 6: Business Valuation (Income Approach)

Chapter 6: Business Valuation (Income Approach) Chaper 6: Business Valuaion (Income Approach) Cash flow deerminaion is one of he mos criical elemens o a business valuaion. Everyhing may be secondary. If cash flow is high, hen he value is high; if he

More information

policies are investigated through the entire product life cycle of a remanufacturable product. Benefiting from the MDP analysis, the optimal or

policies are investigated through the entire product life cycle of a remanufacturable product. Benefiting from the MDP analysis, the optimal or ABSTRACT AHISKA, SEMRA SEBNEM. Invenory Opimizaion in a One Produc Recoverable Manufacuring Sysem. (Under he direcion of Dr. Russell E. King and Dr. Thom J. Hodgson.) Environmenal regulaions or he necessiy

More information

4. International Parity Conditions

4. International Parity Conditions 4. Inernaional ariy ondiions 4.1 urchasing ower ariy he urchasing ower ariy ( heory is one of he early heories of exchange rae deerminaion. his heory is based on he concep ha he demand for a counry's currency

More information

Stochastic Optimal Control Problem for Life Insurance

Stochastic Optimal Control Problem for Life Insurance Sochasic Opimal Conrol Problem for Life Insurance s. Basukh 1, D. Nyamsuren 2 1 Deparmen of Economics and Economerics, Insiue of Finance and Economics, Ulaanbaaar, Mongolia 2 School of Mahemaics, Mongolian

More information

Model of an Integrated Procurement-Production System for Food Products Incorporating Quality Loss during Storage Time

Model of an Integrated Procurement-Production System for Food Products Incorporating Quality Loss during Storage Time Model of an Inegraed rocuremen-roducion Sysem for Food roducs Incorporaing Qualiy Loss during Sorage ime Gusi Fauza, Yousef Amer, and Sang-Heon Lee Absrac Research on procuremen-producion sysems for deerioraing

More information

Economics Honors Exam 2008 Solutions Question 5

Economics Honors Exam 2008 Solutions Question 5 Economics Honors Exam 2008 Soluions Quesion 5 (a) (2 poins) Oupu can be decomposed as Y = C + I + G. And we can solve for i by subsiuing in equaions given in he quesion, Y = C + I + G = c 0 + c Y D + I

More information

The Grantor Retained Annuity Trust (GRAT)

The Grantor Retained Annuity Trust (GRAT) WEALTH ADVISORY Esae Planning Sraegies for closely-held, family businesses The Granor Reained Annuiy Trus (GRAT) An efficien wealh ransfer sraegy, paricularly in a low ineres rae environmen Family business

More information

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry

Measuring the Effects of Exchange Rate Changes on Investment. in Australian Manufacturing Industry Measuring he Effecs of Exchange Rae Changes on Invesmen in Ausralian Manufacuring Indusry Robyn Swif Economics and Business Saisics Deparmen of Accouning, Finance and Economics Griffih Universiy Nahan

More information

Cloud Service Trust Model and Its Application Research Based on the Third Party Certification

Cloud Service Trust Model and Its Application Research Based on the Third Party Certification Inernaional Journal of u- and e- Service, Science and Technology, pp.259-268 hp://dx.doi.org/1.14257/ijuness.215.8.7.26 Cloud Service Trus Model and Is Applicaion Research Based on he Third Pary Cerificaion

More information

Bid-ask Spread and Order Size in the Foreign Exchange Market: An Empirical Investigation

Bid-ask Spread and Order Size in the Foreign Exchange Market: An Empirical Investigation Bid-ask Spread and Order Size in he Foreign Exchange Marke: An Empirical Invesigaion Liang Ding* Deparmen of Economics, Macaleser College, 1600 Grand Avenue, S. Paul, MN55105, U.S.A. Shor Tile: Bid-ask

More information

Random Walk in 1-D. 3 possible paths x vs n. -5 For our random walk, we assume the probabilities p,q do not depend on time (n) - stationary

Random Walk in 1-D. 3 possible paths x vs n. -5 For our random walk, we assume the probabilities p,q do not depend on time (n) - stationary Random Walk in -D Random walks appear in many cones: diffusion is a random walk process undersanding buffering, waiing imes, queuing more generally he heory of sochasic processes gambling choosing he bes

More information

We consider a decentralized assembly system in which a buyer purchases components from several first-tier

We consider a decentralized assembly system in which a buyer purchases components from several first-tier MANAGEMENT SCIENCE Vol. 55, No. 4, April 2009, pp. 552 567 issn 0025-1909 eissn 1526-5501 09 5504 0552 informs doi 10.1287/mnsc.1080.0961 2009 INFORMS Dynamic Cos Reducion Through Process Improvemen in

More information

Markit Excess Return Credit Indices Guide for price based indices

Markit Excess Return Credit Indices Guide for price based indices Marki Excess Reurn Credi Indices Guide for price based indices Sepember 2011 Marki Excess Reurn Credi Indices Guide for price based indices Conens Inroducion...3 Index Calculaion Mehodology...4 Semi-annual

More information

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements

11/6/2013. Chapter 14: Dynamic AD-AS. Introduction. Introduction. Keeping track of time. The model s elements Inroducion Chaper 14: Dynamic D-S dynamic model of aggregae and aggregae supply gives us more insigh ino how he economy works in he shor run. I is a simplified version of a DSGE model, used in cuing-edge

More information

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES

INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES INTEREST RATE FUTURES AND THEIR OPTIONS: SOME PRICING APPROACHES OPENGAMMA QUANTITATIVE RESEARCH Absrac. Exchange-raded ineres rae fuures and heir opions are described. The fuure opions include hose paying

More information

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES

USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES USE OF EDUCATION TECHNOLOGY IN ENGLISH CLASSES Mehme Nuri GÖMLEKSİZ Absrac Using educaion echnology in classes helps eachers realize a beer and more effecive learning. In his sudy 150 English eachers were

More information

ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS

ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS ANALYSIS AND COMPARISONS OF SOME SOLUTION CONCEPTS FOR STOCHASTIC PROGRAMMING PROBLEMS R. Caballero, E. Cerdá, M. M. Muñoz and L. Rey () Deparmen of Applied Economics (Mahemaics), Universiy of Málaga,

More information

Research Article A Composite Contract for Coordinating a Supply Chain with Price and Effort Dependent Stochastic Demand

Research Article A Composite Contract for Coordinating a Supply Chain with Price and Effort Dependent Stochastic Demand Mahemaical Problems in Engineering Volume 216, Aricle ID 36565, 9 pages hp://dx.doi.org/1.1155/216/36565 Research Aricle A Composie Conrac for Coordinaing a Supply Chain wih Price and Effor Dependen Sochasic

More information

Individual Health Insurance April 30, 2008 Pages 167-170

Individual Health Insurance April 30, 2008 Pages 167-170 Individual Healh Insurance April 30, 2008 Pages 167-170 We have received feedback ha his secion of he e is confusing because some of he defined noaion is inconsisen wih comparable life insurance reserve

More information

Contrarian insider trading and earnings management around seasoned equity offerings; SEOs

Contrarian insider trading and earnings management around seasoned equity offerings; SEOs Journal of Finance and Accounancy Conrarian insider rading and earnings managemen around seasoned equiy offerings; SEOs ABSTRACT Lorea Baryeh Towson Universiy This sudy aemps o resolve he differences in

More information

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES

SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Inernaional Journal of Accouning Research Vol., No. 7, 4 SURVEYING THE RELATIONSHIP BETWEEN STOCK MARKET MAKER AND LIQUIDITY IN TEHRAN STOCK EXCHANGE COMPANIES Mohammad Ebrahimi Erdi, Dr. Azim Aslani,

More information

The Determinants of Trade Credit: Vietnam Experience

The Determinants of Trade Credit: Vietnam Experience Proceedings of he Second Asia-Pacific Conference on Global Business, Economics, Finance and Social Sciences (AP15Vienam Conference) ISBN: 978-1-63415-833-6 Danang, Vienam, 10-12 July 2015 Paper ID: V536

More information

Task is a schedulable entity, i.e., a thread

Task is a schedulable entity, i.e., a thread Real-Time Scheduling Sysem Model Task is a schedulable eniy, i.e., a hread Time consrains of periodic ask T: - s: saring poin - e: processing ime of T - d: deadline of T - p: period of T Periodic ask T

More information

To Sponsor or Not to Sponsor: Sponsored Search Auctions with Organic Links and Firm Dependent Click-Through Rates

To Sponsor or Not to Sponsor: Sponsored Search Auctions with Organic Links and Firm Dependent Click-Through Rates To Sponsor or No o Sponsor: Sponsored Search Aucions wih Organic Links and Firm Dependen Click-Through Raes Michael Arnold, Eric Darmon and Thierry Penard June 5, 00 Draf: Preliminary and Incomplee Absrac

More information

In-store replenishment procedures for perishable inventory in a retail environment with handling costs and storage constraints

In-store replenishment procedures for perishable inventory in a retail environment with handling costs and storage constraints In-sore replenishmen procedures for perishable invenory in a reail environmen wih handling coss and sorage consrains R A.C.M. Broekmeulen* and C.H.M. Bakx School of Indusrial Engineering Technische Universiei

More information

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas

The Greek financial crisis: growing imbalances and sovereign spreads. Heather D. Gibson, Stephan G. Hall and George S. Tavlas The Greek financial crisis: growing imbalances and sovereign spreads Heaher D. Gibson, Sephan G. Hall and George S. Tavlas The enry The enry of Greece ino he Eurozone in 2001 produced a dividend in he

More information

Chapter 1.6 Financial Management

Chapter 1.6 Financial Management Chaper 1.6 Financial Managemen Par I: Objecive ype quesions and answers 1. Simple pay back period is equal o: a) Raio of Firs cos/ne yearly savings b) Raio of Annual gross cash flow/capial cos n c) = (1

More information

How To Calculate Price Elasiciy Per Capia Per Capi

How To Calculate Price Elasiciy Per Capia Per Capi Price elasiciy of demand for crude oil: esimaes for 23 counries John C.B. Cooper Absrac This paper uses a muliple regression model derived from an adapaion of Nerlove s parial adjusmen model o esimae boh

More information

Forecasting and Information Sharing in Supply Chains Under Quasi-ARMA Demand

Forecasting and Information Sharing in Supply Chains Under Quasi-ARMA Demand Forecasing and Informaion Sharing in Supply Chains Under Quasi-ARMA Demand Avi Giloni, Clifford Hurvich, Sridhar Seshadri July 9, 2009 Absrac In his paper, we revisi he problem of demand propagaion in

More information

CHARGE AND DISCHARGE OF A CAPACITOR

CHARGE AND DISCHARGE OF A CAPACITOR REFERENCES RC Circuis: Elecrical Insrumens: Mos Inroducory Physics exs (e.g. A. Halliday and Resnick, Physics ; M. Sernheim and J. Kane, General Physics.) This Laboraory Manual: Commonly Used Insrumens:

More information

European Journal of Operational Research

European Journal of Operational Research European Journal of Operaional Research 196 (29) 661 671 Conens liss available a ScienceDirec European Journal of Operaional Research journal homepage: www.elsevier.com/locae/ejor Compuaional Inelligence

More information

Chapter Four: Methodology

Chapter Four: Methodology Chaper Four: Mehodology 1 Assessmen of isk Managemen Sraegy Comparing Is Cos of isks 1.1 Inroducion If we wan o choose a appropriae risk managemen sraegy, no only we should idenify he influence ha risks

More information

LEVENTE SZÁSZ An MRP-based integer programming model for capacity planning...3

LEVENTE SZÁSZ An MRP-based integer programming model for capacity planning...3 LEVENTE SZÁSZ An MRP-based ineger programming model for capaciy planning...3 MELINDA ANTAL Reurn o schooling in Hungary before and afer he ransiion years...23 LEHEL GYÖRFY ANNAMÁRIA BENYOVSZKI ÁGNES NAGY

More information

Multiprocessor Systems-on-Chips

Multiprocessor Systems-on-Chips Par of: Muliprocessor Sysems-on-Chips Edied by: Ahmed Amine Jerraya and Wayne Wolf Morgan Kaufmann Publishers, 2005 2 Modeling Shared Resources Conex swiching implies overhead. On a processing elemen,

More information

DDoS Attacks Detection Model and its Application

DDoS Attacks Detection Model and its Application DDoS Aacks Deecion Model and is Applicaion 1, MUHAI LI, 1 MING LI, XIUYING JIANG 1 School of Informaion Science & Technology Eas China Normal Universiy No. 500, Dong-Chuan Road, Shanghai 0041, PR. China

More information

Hedging with Forwards and Futures

Hedging with Forwards and Futures Hedging wih orwards and uures Hedging in mos cases is sraighforward. You plan o buy 10,000 barrels of oil in six monhs and you wish o eliminae he price risk. If you ake he buy-side of a forward/fuures

More information

ABSTRACT KEYWORDS. Term structure, duration, uncertain cash flow, variable rates of return JEL codes: C33, E43 1. INTRODUCTION

ABSTRACT KEYWORDS. Term structure, duration, uncertain cash flow, variable rates of return JEL codes: C33, E43 1. INTRODUCTION THE VALUATION AND HEDGING OF VARIABLE RATE SAVINGS ACCOUNTS BY FRANK DE JONG 1 AND JACCO WIELHOUWER ABSTRACT Variable rae savings accouns have wo main feaures. The ineres rae paid on he accoun is variable

More information

Option Pricing Under Stochastic Interest Rates

Option Pricing Under Stochastic Interest Rates I.J. Engineering and Manufacuring, 0,3, 8-89 ublished Online June 0 in MECS (hp://www.mecs-press.ne) DOI: 0.585/ijem.0.03. Available online a hp://www.mecs-press.ne/ijem Opion ricing Under Sochasic Ineres

More information

COPING WITH REVENUE RECOGNITION IN THE LOYALTY REWARD PROGRAMS INDUSTRY: A STOCHASTIC MODELING APPROACH

COPING WITH REVENUE RECOGNITION IN THE LOYALTY REWARD PROGRAMS INDUSTRY: A STOCHASTIC MODELING APPROACH AMERICAN CONFERENCE ON APPLIED MATHEMATICS (MATH '08), Harvard, Massachuses, USA, March 24-26, 2008 COPING WITH REVENUE RECOGNITION IN THE LOYALTY REWARD PROGRAMS INDUSTRY A STOCHASTIC MODELING APPROACH

More information

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation

A Note on Using the Svensson procedure to estimate the risk free rate in corporate valuation A Noe on Using he Svensson procedure o esimae he risk free rae in corporae valuaion By Sven Arnold, Alexander Lahmann and Bernhard Schwezler Ocober 2011 1. The risk free ineres rae in corporae valuaion

More information

Forecasting, Ordering and Stock- Holding for Erratic Demand

Forecasting, Ordering and Stock- Holding for Erratic Demand ISF 2002 23 rd o 26 h June 2002 Forecasing, Ordering and Sock- Holding for Erraic Demand Andrew Eaves Lancaser Universiy / Andalus Soluions Limied Inroducion Erraic and slow-moving demand Demand classificaion

More information

LIFE INSURANCE WITH STOCHASTIC INTEREST RATE. L. Noviyanti a, M. Syamsuddin b

LIFE INSURANCE WITH STOCHASTIC INTEREST RATE. L. Noviyanti a, M. Syamsuddin b LIFE ISURACE WITH STOCHASTIC ITEREST RATE L. oviyani a, M. Syamsuddin b a Deparmen of Saisics, Universias Padjadjaran, Bandung, Indonesia b Deparmen of Mahemaics, Insiu Teknologi Bandung, Indonesia Absrac.

More information

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal

II.1. Debt reduction and fiscal multipliers. dbt da dpbal da dg. bal Quarerly Repor on he Euro Area 3/202 II.. Deb reducion and fiscal mulipliers The deerioraion of public finances in he firs years of he crisis has led mos Member Saes o adop sizeable consolidaion packages.

More information

PATHWISE PROPERTIES AND PERFORMANCE BOUNDS FOR A PERISHABLE INVENTORY SYSTEM

PATHWISE PROPERTIES AND PERFORMANCE BOUNDS FOR A PERISHABLE INVENTORY SYSTEM PATHWISE PROPERTIES AND PERFORMANCE BOUNDS FOR A PERISHABLE INVENTORY SYSTEM WILLIAM L. COOPER Deparmen of Mechanical Engineering, Universiy of Minnesoa, 111 Church Sree S.E., Minneapolis, MN 55455 billcoop@me.umn.edu

More information

The Interest Rate Risk of Mortgage Loan Portfolio of Banks

The Interest Rate Risk of Mortgage Loan Portfolio of Banks The Ineres Rae Risk of Morgage Loan Porfolio of Banks A Case Sudy of he Hong Kong Marke Jim Wong Hong Kong Moneary Auhoriy Paper presened a he Exper Forum on Advanced Techniques on Sress Tesing: Applicaions

More information

The Complete VoIP Telecom Service Provider

The Complete VoIP Telecom Service Provider The Complee VoIP Telecom Service Provider 1 Overview Company Overview SIP Trunking Produc Overview Technical Specificaions Pricing Why SIP Trunking? Benefis over radiional elecom Ideal cusomer 2 Company

More information

A Model of High School Student Financial Assistance System in China

A Model of High School Student Financial Assistance System in China Inernaional Journal of u- and e- Service, Science and Technology, pp.173-182 hp://dx.doi.org/10.14257/ijuness.2015.8.7.17 A Model of High School Suden Financial Assisance Sysem in China Hua Ding, Zhongliang

More information

MODELING REGULATORY REGIMES FOR LAST-MILE BROADBAND CONNECTIONS IN A SINGLE-PROVIDER MARKET: A MULTI-MODEL APPROACH

MODELING REGULATORY REGIMES FOR LAST-MILE BROADBAND CONNECTIONS IN A SINGLE-PROVIDER MARKET: A MULTI-MODEL APPROACH MODELING REGULATORY REGIMES FOR LAST-MILE BROADBAND CONNECTIONS IN A SINGLE-PROVIDER MARKET: A MULTI-MODEL APPROACH Richard Curry, PhD Candidae London Business School, Regen s Park, London NW1 4SA, Unied

More information

Inventory Planning with Forecast Updates: Approximate Solutions and Cost Error Bounds

Inventory Planning with Forecast Updates: Approximate Solutions and Cost Error Bounds OPERATIONS RESEARCH Vol. 54, No. 6, November December 2006, pp. 1079 1097 issn 0030-364X eissn 1526-5463 06 5406 1079 informs doi 10.1287/opre.1060.0338 2006 INFORMS Invenory Planning wih Forecas Updaes:

More information

Internal and external value evaluation of E-business strategy in enterprise

Internal and external value evaluation of E-business strategy in enterprise Available online www.jocpr.com Journal of Chemical and Pharmaceuical Research, 2014, 6(6):693-697 Research Aricle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Inernal and exernal value evaluaion of E-business

More information

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of

The Real Business Cycle paradigm. The RBC model emphasizes supply (technology) disturbances as the main source of Prof. Harris Dellas Advanced Macroeconomics Winer 2001/01 The Real Business Cycle paradigm The RBC model emphasizes supply (echnology) disurbances as he main source of macroeconomic flucuaions in a world

More information

DEMAND FORECASTING MODELS

DEMAND FORECASTING MODELS DEMAND FORECASTING MODELS Conens E-2. ELECTRIC BILLED SALES AND CUSTOMER COUNTS Sysem-level Model Couny-level Model Easside King Couny-level Model E-6. ELECTRIC PEAK HOUR LOAD FORECASTING Sysem-level Forecas

More information

Planning Demand and Supply in a Supply Chain. Forecasting and Aggregate Planning

Planning Demand and Supply in a Supply Chain. Forecasting and Aggregate Planning Planning Demand and Supply in a Supply Chain Forecasing and Aggregae Planning 1 Learning Objecives Overview of forecasing Forecas errors Aggregae planning in he supply chain Managing demand Managing capaciy

More information

TSG-RAN Working Group 1 (Radio Layer 1) meeting #3 Nynashamn, Sweden 22 nd 26 th March 1999

TSG-RAN Working Group 1 (Radio Layer 1) meeting #3 Nynashamn, Sweden 22 nd 26 th March 1999 TSG-RAN Working Group 1 (Radio Layer 1) meeing #3 Nynashamn, Sweden 22 nd 26 h March 1999 RAN TSGW1#3(99)196 Agenda Iem: 9.1 Source: Tile: Documen for: Moorola Macro-diversiy for he PRACH Discussion/Decision

More information

UNDERSTANDING THE DEATH BENEFIT SWITCH OPTION IN UNIVERSAL LIFE POLICIES. Nadine Gatzert

UNDERSTANDING THE DEATH BENEFIT SWITCH OPTION IN UNIVERSAL LIFE POLICIES. Nadine Gatzert UNDERSTANDING THE DEATH BENEFIT SWITCH OPTION IN UNIVERSAL LIFE POLICIES Nadine Gazer Conac (has changed since iniial submission): Chair for Insurance Managemen Universiy of Erlangen-Nuremberg Lange Gasse

More information

Strategic Optimization of a Transportation Distribution Network

Strategic Optimization of a Transportation Distribution Network Sraegic Opimizaion of a Transporaion Disribuion Nework K. John Sophabmixay, Sco J. Mason, Manuel D. Rossei Deparmen of Indusrial Engineering Universiy of Arkansas 4207 Bell Engineering Cener Fayeeville,

More information

Behavior Analysis of a Biscuit Making Plant using Markov Regenerative Modeling

Behavior Analysis of a Biscuit Making Plant using Markov Regenerative Modeling Behavior Analysis of a Biscui Making lan using Markov Regeneraive Modeling arvinder Singh & Aul oyal Deparmen of Mechanical Engineering, Lala Lajpa Rai Insiue of Engineering & Technology, Moga -, India

More information

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR

MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR MACROECONOMIC FORECASTS AT THE MOF A LOOK INTO THE REAR VIEW MIRROR The firs experimenal publicaion, which summarised pas and expeced fuure developmen of basic economic indicaors, was published by he Minisry

More information

Nikkei Stock Average Volatility Index Real-time Version Index Guidebook

Nikkei Stock Average Volatility Index Real-time Version Index Guidebook Nikkei Sock Average Volailiy Index Real-ime Version Index Guidebook Nikkei Inc. Wih he modificaion of he mehodology of he Nikkei Sock Average Volailiy Index as Nikkei Inc. (Nikkei) sars calculaing and

More information

Double Entry System of Accounting

Double Entry System of Accounting CHAPTER 2 Double Enry Sysem of Accouning Sysem of Accouning \ The following are he main sysem of accouning for recording he business ransacions: (a) Cash Sysem of Accouning. (b) Mercanile or Accrual Sysem

More information

Outline. Role of Aggregate Planning. Role of Aggregate Planning. Logistics and Supply Chain Management. Aggregate Planning

Outline. Role of Aggregate Planning. Role of Aggregate Planning. Logistics and Supply Chain Management. Aggregate Planning Logisics and upply Chain Managemen Aggregae Planning 1 Ouline Role of aggregae planning in a supply chain The aggregae planning problem Aggregae planning sraegies mplemening aggregae planning in pracice

More information

Longevity 11 Lyon 7-9 September 2015

Longevity 11 Lyon 7-9 September 2015 Longeviy 11 Lyon 7-9 Sepember 2015 RISK SHARING IN LIFE INSURANCE AND PENSIONS wihin and across generaions Ragnar Norberg ISFA Universié Lyon 1/London School of Economics Email: ragnar.norberg@univ-lyon1.fr

More information

Present Value Methodology

Present Value Methodology Presen Value Mehodology Econ 422 Invesmen, Capial & Finance Universiy of Washingon Eric Zivo Las updaed: April 11, 2010 Presen Value Concep Wealh in Fisher Model: W = Y 0 + Y 1 /(1+r) The consumer/producer

More information

ABSTRACT KEYWORDS. Markov chain, Regulation of payments, Linear regulator, Bellman equations, Constraints. 1. INTRODUCTION

ABSTRACT KEYWORDS. Markov chain, Regulation of payments, Linear regulator, Bellman equations, Constraints. 1. INTRODUCTION QUADRATIC OPTIMIZATION OF LIFE AND PENSION INSURANCE PAYMENTS BY MOGENS STEFFENSEN ABSTRACT Quadraic opimizaion is he classical approach o opimal conrol of pension funds. Usually he paymen sream is approximaed

More information

A One-Sector Neoclassical Growth Model with Endogenous Retirement. By Kiminori Matsuyama. Final Manuscript. Abstract

A One-Sector Neoclassical Growth Model with Endogenous Retirement. By Kiminori Matsuyama. Final Manuscript. Abstract A One-Secor Neoclassical Growh Model wih Endogenous Reiremen By Kiminori Masuyama Final Manuscrip Absrac This paper exends Diamond s OG model by allowing he agens o make he reiremen decision. Earning a

More information

Vector Autoregressions (VARs): Operational Perspectives

Vector Autoregressions (VARs): Operational Perspectives Vecor Auoregressions (VARs): Operaional Perspecives Primary Source: Sock, James H., and Mark W. Wason, Vecor Auoregressions, Journal of Economic Perspecives, Vol. 15 No. 4 (Fall 2001), 101-115. Macroeconomericians

More information

THE FIRM'S INVESTMENT DECISION UNDER CERTAINTY: CAPITAL BUDGETING AND RANKING OF NEW INVESTMENT PROJECTS

THE FIRM'S INVESTMENT DECISION UNDER CERTAINTY: CAPITAL BUDGETING AND RANKING OF NEW INVESTMENT PROJECTS VII. THE FIRM'S INVESTMENT DECISION UNDER CERTAINTY: CAPITAL BUDGETING AND RANKING OF NEW INVESTMENT PROJECTS The mos imporan decisions for a firm's managemen are is invesmen decisions. While i is surely

More information

The Influence of Iran's Entrance into the WTO on Major Indexes of Tehran Stock Exchange

The Influence of Iran's Entrance into the WTO on Major Indexes of Tehran Stock Exchange 2013, TexRoad Publicaion ISSN: 2090-4274 Journal of Applied Environmenal and Biological Sciences www.exroad.com The Influence of Iran's Enrance ino he WTO on Major Indexes of Tehran Sock Exchange Darush

More information

Impact of scripless trading on business practices of Sub-brokers.

Impact of scripless trading on business practices of Sub-brokers. Impac of scripless rading on business pracices of Sub-brokers. For furher deails, please conac: Mr. T. Koshy Vice Presiden Naional Securiies Deposiory Ld. Tradeworld, 5 h Floor, Kamala Mills Compound,

More information

1. y 5y + 6y = 2e t Solution: Characteristic equation is r 2 5r +6 = 0, therefore r 1 = 2, r 2 = 3, and y 1 (t) = e 2t,

1. y 5y + 6y = 2e t Solution: Characteristic equation is r 2 5r +6 = 0, therefore r 1 = 2, r 2 = 3, and y 1 (t) = e 2t, Homework6 Soluions.7 In Problem hrough 4 use he mehod of variaion of parameers o find a paricular soluion of he given differenial equaion. Then check your answer by using he mehod of undeermined coeffiens..

More information

CAPt. Print e-procurement: Changing the Face of the Printing Industry CAP VENTURES. Market Forecast for Web-Based Print e-procurement

CAPt. Print e-procurement: Changing the Face of the Printing Industry CAP VENTURES. Market Forecast for Web-Based Print e-procurement Prin e-procuremen: Changing he Face of he Prining Indusry Marke Forecas for Web-Based Prin e-procuremen Buyers Crieria for Web Procuremen Opporuniies and Advanages for Prin Service Providers Profiles of

More information

Journal Of Business & Economics Research September 2005 Volume 3, Number 9

Journal Of Business & Economics Research September 2005 Volume 3, Number 9 Opion Pricing And Mone Carlo Simulaions George M. Jabbour, (Email: jabbour@gwu.edu), George Washingon Universiy Yi-Kang Liu, (yikang@gwu.edu), George Washingon Universiy ABSTRACT The advanage of Mone Carlo

More information

Working Paper No. 482. Net Intergenerational Transfers from an Increase in Social Security Benefits

Working Paper No. 482. Net Intergenerational Transfers from an Increase in Social Security Benefits Working Paper No. 482 Ne Inergeneraional Transfers from an Increase in Social Securiy Benefis By Li Gan Texas A&M and NBER Guan Gong Shanghai Universiy of Finance and Economics Michael Hurd RAND Corporaion

More information

ARCH 2013.1 Proceedings

ARCH 2013.1 Proceedings Aricle from: ARCH 213.1 Proceedings Augus 1-4, 212 Ghislain Leveille, Emmanuel Hamel A renewal model for medical malpracice Ghislain Léveillé École d acuaria Universié Laval, Québec, Canada 47h ARC Conference

More information

Cointegration: The Engle and Granger approach

Cointegration: The Engle and Granger approach Coinegraion: The Engle and Granger approach Inroducion Generally one would find mos of he economic variables o be non-saionary I(1) variables. Hence, any equilibrium heories ha involve hese variables require

More information

SUBJECT SA0 OF THE INSTITUTE AND FACULTY OF ACTUARIES

SUBJECT SA0 OF THE INSTITUTE AND FACULTY OF ACTUARIES SUBJECT SA0 OF THE INSTITUTE AND FACULTY OF ACTUARIES Man On Wong Essay on Welfare Effecs of Developing Reverse Morgage Marke in China Subjec SA0 Advisors Bing Zheng Chen James Orr Prepared a School of

More information

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments

BALANCE OF PAYMENTS. First quarter 2008. Balance of payments BALANCE OF PAYMENTS DATE: 2008-05-30 PUBLISHER: Balance of Paymens and Financial Markes (BFM) Lena Finn + 46 8 506 944 09, lena.finn@scb.se Camilla Bergeling +46 8 506 942 06, camilla.bergeling@scb.se

More information

STRUCTURING EQUITY INVESTMENT IN PPP PROJECTS Deepak. K. Sharma 1 and Qingbin Cui 2

STRUCTURING EQUITY INVESTMENT IN PPP PROJECTS Deepak. K. Sharma 1 and Qingbin Cui 2 ABSTRACT STRUCTURING EQUITY INVESTMENT IN PPP PROJECTS Deepak. K. Sharma 1 and Qingbin Cui 2 Earlier sudies have esablished guidelines o opimize he capial srucure of a privaized projec. However, in he

More information

MEDDELANDEN FRÅN SVENSKA HANDELSHÖGSKOLAN SWEDISH SCHOOL OF ECONOMICS AND BUSINESS ADMINISTRATION WORKING PAPERS

MEDDELANDEN FRÅN SVENSKA HANDELSHÖGSKOLAN SWEDISH SCHOOL OF ECONOMICS AND BUSINESS ADMINISTRATION WORKING PAPERS MEDDELANDEN FRÅN SVENSKA HANDELSHÖGSKOLAN SWEDISH SCHOOL OF ECONOMICS AND BUSINESS ADMINISTRATION WORKING PAPERS 3 Jukka Liikanen, Paul Soneman & Oo Toivanen INTERGENERATIONAL EFFECTS IN THE DIFFUSION

More information