Regional Technical Innovation Suitability and Economic Growth in China

Size: px
Start display at page:

Download "Regional Technical Innovation Suitability and Economic Growth in China"

Transcription

1 Available olie at Procedia Egieerig 5 (20) Advaced i Cotrol Egieerig ad Iformatio Sciece Regioal Techical Iovatio Suitability ad Ecoomic Growth i Chia Da Zhu a, Demig Zeg a, Qig Zhou b,a* a School of Busiess Admiistratio, Hua Uiversity, Chagsha 40082, Chia b Istitute of Maagemet Decisio ad Iovatio, Hagzhou Diazi Uiversity, Hagzhou 3008, Chia Abstract This paper aims to use quatitative method to aalyse the suitability of regioal techical iovatio ad further compare its ifluece to regioal ecoomic growth i Chia. Based o literature review, the authors develop a evaluatio idex system cotaiig four aspects (amely, iovators, iovatio resources, ecoomic eviromet ad techical eviromet). By usig the Niche-Fitess Model, 3 Chiese provices regioal techical iovatio suitability is assessed ito a square matrix. Usig the public data, the regressio aalysis of techical iovatio suitability ad ecoomic growth of each provice is carried out ad correlatio is foud to exist betwee regioal techical iovatio suitability ad regioal ecoomic growth: The higher techical iovatio suitability, the bigger cotributio of techical iovatio to ecoomic growth. 20 Published by Elsevier Ltd. Selectio ad/or peer-review uder resposibility of [CEIS 20] Ope access uder CC BY-NC-ND licese. Keywords: regioal techical iovatio suitability; regioal ecoomic growth; Chia. Itroductio May curret results o iovatio performace measuremet are based o research to a sigle iovatio etity, such as to study the geeratio, developmet ad evolvemet of iovatio behavior from a firm perspective. However iovatio i practice is ot oly the result of a sigle iovatio etity, but is also ofte iflueced by the eviromet where the iovatio etity is i. Uder such circumstaces, iovatio complexity research challeges more ad more the traditioal iovatio * Correspodig author. Tel.: ; fax: address: zhuda@utwete.l Published by Elsevier Ltd. doi:0.06/j.proeg Ope access uder CC BY-NC-ND licese.

2 5344 Da Zhu et al. / Procedia Egieerig 5 (20) study[,2]. This paper uses quatitative method to evaluate regioal techical iovatio suitability, by takig ito cosideratio iovatio complexity factor. It further aalyzes the ifluece of regioal techical iovatio suitability to regioal ecoomic growth i Chia. Curret research o iovatio complexity system cosists of two groups. Some use quatitative method to evaluate the iovatio system, such as Gua ad Liu applied Theil Etropy priciple to assess the iovatio performace of regioal iovatio system i Chia, ad Newma et al. adopted the research method of complexity sciece to aalyze the social etwork research ad collaboratio[3]. Others work qualitatively o the iovatio system, such as Wu did research o the factors ad effects of atioal iovatio system, ad Re described the sources of complexity of iovatio system[4,5]. Suitability refers to the degree of a trait or fuctio, or a group of variables cocerig the mutual adaptability of all the factors i a evaluatio system with some sythetic ad dyamic characteristics. The applicatio of suitability is coducive to the gradual exteralizatio ad fuzzy quatificatio of each process i a evaluatio system, ad ca provide a effective aalysis method to precisely orietate the coordiatio ad couplig amog differet factors. I practical applicatio, may researchers ad scholars have proposed such cocepts as Eco-suitability, Lad Suitability ad Eviromet Suitability alog with correspodig evaluatio methods, which have eriched ad developed the cotets of suitability research. Such as, Bydekerke et al. aalyzed Lad suitability assessmet ad assessed the suitability of lad to grow cherimoya i the provice of Loja[6]. Hirzel et al. estimated habitat-suitability ad compared two habitat-suitability assessig methods, the Ecological Niche Factor Aalysis (ENFA) ad the Geeralised Liear Model (GLM)[7]. Emmauel estimated the evirometal suitability of five of the most commoly used wall materials i Sri Laka ad a Evirometal Suitability Idex was developed based o three parameters: embodied eergy, lifecycle costs ad re-usability[8]. Joa Marull et al. preseted the Lad Suitability Idex, a trasparet, modular hierarchical system of cartographic idices aimed at deliverig Strategic Evirometal Assessmet of developmetal lad uses for regioal plaig[9]. After itegratig ad absorbig the research fidigs above, the paper assumes that regioal techical iovatio suitability refers to the measuremet of the coordiated developmet relatio betwee regioal techical iovatio ad regioal ecoomy, techology, ad other eviromet factors, ad represets the potetial ad practical level of regioal ecoomy, techology as well as other eviromet factors i meetig the requiremets of regioal techical iovatio developmet. 2. The Costructio of the Idex System of Regioal Techical Iovatio Suitability Evaluatio The system suitability is a set of variable for measurig the mutual adaptatio of the elemets i the system, which reflects the degree of syergy amog the elemets. I the process of the practical applicatio ad theoretical research, the ecological suitability, urba suitability, evirometal suitability ad other related suitability research have eriched ad developed the suitability s cotet. Accordig to the characteristics of regioal techology iovatio, the paper cocludes that the regioal techology iovatio suitability measures the relatioship of coordiated developmet amog the techological iovatio, regioal ecoomic, social ad evirometal developmet, reflectig the potetial ad actual level of the regioal ecoomic ad social eviromet, ad promotig regioal techological iovatio. Based o the literatures about the itesive properties of the regioal techological iovatio suitability, we costructed the idex system for regioal techical iovatio suitability evaluatio cosiderig the regioal ecoomic ad techical perspective of the macro eviromet. The measuremet idicators of techological iovatio are divided ito four elemets: iovators, iovatio resources, ecoomic eviromet ad techical eviromet. I order to describe the measuremet idicators i empirical study, this paper has selected some practical idicators to represet the measuremet idicators. Ad the practical idicators are relative

3 Da Zhu et al. / Procedia Egieerig 5 (20) idicators, which cosider the relative distributio of iovators ad iovatio resources, such as the practical idicators of eterprise is ratio of regioal large-scale idustrial eterprises to the total i Chia takig ito accout the relative distributio of large-scale idustrial eterprises, which have a direct impact to the relative level of regioal iovative activities. Of course, the practical idicators may ot be able to fully reflect all the iformatio of the measuremet idicators, but, to some extet, they ca tell some basic iformatio of the measuremet idicators of the regioal techical iovatio suitability. The characteristics of iche fitess model accord well with the research goal of techical iovatio suitability. Therefore, the paper has chose iche fitess model for the evaluatio of regioal techical iovatio suitability. We assume there are some regioal techical iovatios, amouted to m, ad y (i=,2,,m;j=,2,,) represets the observatioal value of ith techical iovatio regioal o the jth ecological factor. Ad we ca get the data by the followig o-dimesioal process: y =y () I equatio (), y max represets the max value of y. After o-dimesioalizig, y represets techical iovatio reality iche site. Ad we assume y is the optimal iche site: y =max(y ) (2) The computig model of regioal techical iovatio suitability value ca be desiged as: ' ' mi{ y } + ε max{ y } Pi = γ j ' ' y + ε max{ y y } j= (3) I equatio (3), P i represets the ith regioal techical iovatio suitability value, which is greater, the higher the fitess of the regioal eco-techological iovatio, the better for iovative activities of ew regioal group. The symbol of r i represets the weight of the ecological factor jth, which reflects the degree of iche factor impactig regioal techical iovatio suitability. The parameters of ε ( 0 ε ) are model parameters, whose value ca be estimated by defiig P i =0.5. ϕ = y i =,2,..., m ; j =,2,..., (4) ϕmax = max{ ϕ } (5) ϕmi = mi{ ϕ } (6) m ϕ = ϕ (7) m i= j= ϕmi + εϕ ϕ + εϕ max max = 0. 5 The value of ε ca be calculated with formula (4-8). Assumig Y t =(y t,y t2,,y tm ) is the reality iche site of regioal techical iovatio, Y a =(y a,y a2,,y am ) is the optimal iche site, the evolutioary mometum of regioal techical iovatio ca be calculated with formula (9), which reflects the developmet opportuity of the regioal techical iovatio system. /y max (8)

4 5346 Da Zhu et al. / Procedia Egieerig 5 (20) y ti ai t= Qi =, i =,2,..., m (9) 3. The empirical aalyses of the regioal techical iovatio suitability i Chia We ve selected 3 provices as the objects of empirical aalysis. There are maily two sources of data i this study. The first oe icludes statistical yearbooks, such as Chia Statistical Yearbook (2008), Chia Statistical Yearbook o Sciece ad Techology (2007), etc. The secod source icludes relevat reports from the official website of Natioal Bureau of Statistics of Chia. The idicators of high-tech idustrializatio ad eviromet of scietific ad techological advacemet origiate from the official statistic reports o the website of Natioal Bureau of Statistics; the ratio of R&D istitutios to the total i Chia origiates from Chia Statistical Yearbook (2007); other data origiate from Chia Statistical Yearbook (2008). Firstly, we stadardize the primary data of the 3 provices based o formula (). We assumed r =r 2 = =r j =/m. Usig the value i the Table 2, we ca calculate with formula (2)-(8), ad get ϕ max=0.9999, ϕ mi =0.000, ad ε =0.77. Followig the formula (3) ad (9), we get P i = γ j j= y + Q i = 5 t= y ti 5 ai, i =,2,...,3, (0) Ad we ca get the values of regioal techical iovatio suitability ad evolvemet mometum with formula (0). Provices with values of suitability over 0.7 fall ito the first phalax; those with values betwee 0.5 ad 0.7 fall ito the secod phalax; those with values betwee 0.45 ad 0.5 fall ito the third phalax; ad those with values smaller tha 0.45fall ito the fourth phalax. Based o such a classificatio, we ca get four levels of regioal techical iovatio suitability i Chia from the highest to the lowest. Beig ad Shaghai fall ito the first phalax with the highest techical iovatio suitability; Tiaji, Guagdog, Jiagsu, Zhejiag, Shadog ad Liaoig fall ito the secod phalax with relatively high techical iovatio suitability; Fujia, Hubei, Shaxi, Ier Mogolia, Sichua, Hebei, Jili, Hea, Chogqig, Hua, Heilogjiag, Shaxi fall ito the third phalax with relatively low techical iovatio suitability; ad other provices fall ito the fourth phalax with the lowest techical iovatio suitability. I terms of the developmet tred of each provice idifferet regios, the values of regioal techical iovatio suitability of Beig ad Shaghai is the biggest, which are followed by those of Tiaji, Guagdog, Jiagsu, Zhejiag, Shadog, Liaoig. Ahui, Xijiag, Jiagxi, etc. have smaller values. This idicates that Beig ad Shaghai are more suitable for iovators to carry out iovatio activities compared to other regios, while the weak suitability i Ahui, Xijiag, Jiagxi ad other provices i the wester ad cetral regios i Chia suggests a greater potetial for their developmet ad evolvemet. This coclusio has bee clearly proved i examiig the value of evolvemet mometum of regioal techical iovatio suitability, i which Ahui, Xijiag, Jiagxi ad other provices i wester ad cetral regios have bigger value of evolvemet mometum. The Solow Swa growth model is a term used to sum up the cotributios of various authors to a model of logru ecoomic growth withi the framework of eoclassical ecoomics. I Solow's model, ew capital is more valuable tha old (vitage) capital because - sice capital is produced based o kow techology, ad techology improves with time - ew capital will be more productive tha old capital. Both Paul

5 Da Zhu et al. / Procedia Egieerig 5 (20) Romer ad Robert Lucas, Jr. subsequetly developed alteratives to Solow's eo-classical growth model. Today, ecoomists use Solow's sources-of-growth accoutig to estimate the separate effects o ecoomic growth of techological chage, capital, ad labor. Therefore, we use the Solow Swa growth model to evaluate the ifluece of techical developmet to ecoomic growth, ad assume the productio fuctio of Gross Regioal Product as follow: R=Ae µt L α K β () Where R represets the total productio i a regioal, A represets a factor of total productivity, T is techical iovatio suitability, L is ratio of techical staff amout to the urba eterprises, K is aual total fixed assets ivestmet per capita.µ α ad β separately represet techical-output coefficiet, labor force-output coefficiet ad capital-output coefficiet, α+β=. We ca get the value of α ad β with Cobb Douglas fuctio. Defied G Q = Δ Q/( Δ T*Q),G L = Δ L/( Δ T*Q), G K = Δ K/( Δ T*Q),we ca get G A =G Q -αg L -βg K usig Complemetary method. E=G Q /G A represets the relative cotributio value of techical developmet to ecoomic growth. I the calculatio process, the relative value is stadardized by the formula (). This study rus with the software SPSS, after stadard umerical regressio aalysis, the parameter values are A=0.423,µ=.0,α=0.698,β=0.302,the productio fuctio of the ecoomic growth ca be show as follow: R=0.423e.0T L K (2) We calculate the relative cotributio values of techical iovatio suitability o the ecoomic growth with formula (2), which are listed i Table. Table displays that uder the curret techical iovatio circumstace the techical iovatio suitability of Beig cotributes most to Beig s ecoomic growth, with a value of Other cities, with techical iovatio suitability cotributes more tha 0.5 to their ecoomic growth, are Liaoig, Jiagsu, Shaghai, etc. i total 2 provices ad muicipalities. This result fits i practice as for the positive applicatio of techical iovatio suitability to promote their ecoomic growth i these provices. O the other had, the techical iovatio suitability of Tibet, Haia, Qighai ad Nigxia has little cotributio to their ecoomic growth, due to the extesive mode of growth, so that techical iovatio plays a relatively small role i the ecoomic growth of these regios. Table. Relative cotributio value of techical iovatio suitability o the ecoomic growth Rak Provice Relative cotributio value Rak Provice Relative cotributio value Rak Provice Relative cotributio value Beig Tiaji Shaxi Liaoig Hebei Fujia Jiagsu Zhejiag Guagxi Shaghai Hubei Guizhou Hea Jili Xijiag Shadog Yua Heilogjiag Sichua Guagdog Gasu Shesi Jiagxi Nigxia Chogqig Ier Mogolia Qighai 0.228

6 5348 Da Zhu et al. / Procedia Egieerig 5 (20) Ahui Hua Haia Tibet Discussio ad coclusio Our aalysis to the developmet state of each provice i Chia demostrates that Beig ad Shaghai have the highest techical iovatio suitability, which meas that these two muicipalities are more propitious to techical iovatio activities of the iovatio etities. Provices like Ahui, Xijiag ad Jiagxi have relatively weaker techical iovatio suitability, thus more room for suitability developmet. This has bee proved by the rather large evolutioary mometum of regioal techical iovatio suitability of these provices. O the other had, the comparative aalysis to the ecoomic developmet level of each provice shows that more developed provices, such as Shaghai, Tiaji, Guagdog, Jiagsu ad Zhejiag, have relatively higher techical iovatio suitability values. Less developed provices like Xijiag, Nigxia, Guagxi, Qighai ad Yua get low values i techical iovatio suitability. This pheomeo illustrates that ecoomically developed regios have more motivatio ad capability to perfect ad cultivate regioal techical iovatio eviromet, ad the ehacemet of techical iovatio suitability is a process, which eeds time for the accumulatio ad eeds ecoomic developmet as a support. Our aalysis shows that regios with higher techical iovatio suitability, their techical iovatio cotribute more to their ecoomic growth. This does ot mea, o the atio-wide rakig, that high techical iovatio suitability provices have absolutely high techical iovatio cotributio. There exists betwee these two obvious correlatio ad also some differece. For the Chiese provices ad muicipalities may mea that ot oly the costructio of techical iovatio suitability is importat, but also takig measures, such as promotig techical iovatio achievemets ito productio, to ehace the role of techical iovatio to regioal ecoomic growth. Ackowledgemets The authors would like to thak NSFC, Chia, for fudig the project coded ( ). Refereces [] Katz J.S.. Idicators for complex iovatio systems. Research Policy, 2006,35, [2] Katz, J.S., Cothey, V.. Web Idicators for Complex Iovatio Systems. Research Evaluatio, 2006,4(2), [3] Gua, J., Liu,S.. Comparig regioal iovative capacities of PR Chia-based o data aalysis of the atioal patets. Iteratioal Joural of Techology Maagemet, 2005,32(3/4), [4] Su Y., Wu G.. The Defiitio ad research methods of Natioal iovatio system. Forum o Sciece ad Techology i Chia, 999,3, 6-8. [5] Re J., Gu P.. Research o the iovatio system based o the complexity theory. Studies I Sciece of Sciece, 2002,20(4), [6] Bydekerke L., Rast E.V., Vamechele L., ad Groeemas R..Lad suitability assessmet for cherimoya i souther Ecuador usig expert kowledge ad GIS. Agriculture, Ecosystems ad Eviromet, 998,69, [7] Hirzel A.H., Helfer V., Metral F.. Assessig habitat-suitability models with a virtual species. Ecological Modellig,200,45(2/3), -2.

7 Da Zhu et al. / Procedia Egieerig 5 (20) [8] Emmauel R.. Estimatig the evirometal suitability of wall materials: prelimiary results from Sri Laka. Buildig ad Eviromet, 2004,39, [9] Marulla J., Piob J., Mallarachd J.M., ad Cordobilla J.M.. A Lad Suitability Idex for Strategic Evirometal Assessmet i metropolita areas. Ladscape ad Urba Plaig,2007, 8,

Grey Correlation Analysis of China's Electricity Imports and Its Influence Factors Hongjing Zhang 1, a, Feng Wang 1, b and Zhenkun Tian 1, c

Grey Correlation Analysis of China's Electricity Imports and Its Influence Factors Hongjing Zhang 1, a, Feng Wang 1, b and Zhenkun Tian 1, c Applied Mechaics ad Materials Olie: 203-0-3 ISSN: 662-7482, Vols. 448-453, pp 258-262 doi:0.4028/www.scietific.et/amm.448-453.258 204 Tras Tech Publicatios, Switzerlad Grey Correlatio Aalysis of Chia's

More information

Interval Intuitionistic Trapezoidal Fuzzy Prioritized Aggregating Operators and their Application to Multiple Attribute Decision Making

Interval Intuitionistic Trapezoidal Fuzzy Prioritized Aggregating Operators and their Application to Multiple Attribute Decision Making Iterval Ituitioistic Trapezoidal Fuzzy Prioritized Aggregatig Operators ad their Applicatio to Multiple Attribute Decisio Makig Xia-Pig Jiag Chogqig Uiversity of Arts ad Scieces Chia cqmaagemet@163.com

More information

The Input-Output Analysis of Construction Industry in West China. Ke Bin Zhang 2, b

The Input-Output Analysis of Construction Industry in West China. Ke Bin Zhang 2, b Applied Mechaics ad Materials Olie: 214-7-4 ISSN: 1662-7482, Vols. 584-586, pp 2353-2358 doi:1.428/www.scietific.et/amm.584-586.2353 214 ras ech Publicatios, Switzerlad he Iput-Output Aalysis of Costructio

More information

New Exponential Strengthening Buffer Operators and Numerical Simulation

New Exponential Strengthening Buffer Operators and Numerical Simulation Sesors & Trasducers, Vol. 59, Issue, November 0, pp. 7-76 Sesors & Trasducers 0 by IFSA http://www.sesorsportal.com New Expoetial Stregtheig Buffer Operators ad Numerical Simulatio Cuifeg Li, Huajie Ye,

More information

Reliability model of organization management chain of South-to-North Water Diversion Project during construction period

Reliability model of organization management chain of South-to-North Water Diversion Project during construction period Water Sciece ad Egieerig, Dec. 2008, Vol. 1, No. 4, 107-113 ISSN 1674-2370, http://kkb.hhu.edu.c, e-mail: wse@hhu.edu.c Reliability model of orgaizatio maagemet chai of South-to-North Water Diversio Project

More information

The improvement of the volume ratio measurement method in static expansion vacuum system

The improvement of the volume ratio measurement method in static expansion vacuum system Available olie at www.sciecedirect.com Physics Procedia 32 (22 ) 492 497 8 th Iteratioal Vacuum Cogress The improvemet of the volume ratio measuremet method i static expasio vacuum system Yu Hogya*, Wag

More information

Study on Coal Consumption Curve Fitting of the Thermal Power Based on Genetic Algorithm

Study on Coal Consumption Curve Fitting of the Thermal Power Based on Genetic Algorithm Joural of ad Eergy Egieerig, 05, 3, 43-437 Published Olie April 05 i SciRes. http://www.scirp.org/joural/jpee http://dx.doi.org/0.436/jpee.05.34058 Study o Coal Cosumptio Curve Fittig of the Thermal Based

More information

Research on real time compensation of thermal errors of CNC lathe based on linear regression theory Qiu Yongliang

Research on real time compensation of thermal errors of CNC lathe based on linear regression theory Qiu Yongliang d Iteratioal Coferece o Machiery, Materials Egieerig, Chemical Egieerig ad Biotechology (MMECEB 015) Research o real time compesatio of thermal errors of CNC lathe based o liear regressio theory Qiu Yogliag

More information

Vassilis Katsouros, Vassilis Papavassiliou and Christos Emmanouilidis

Vassilis Katsouros, Vassilis Papavassiliou and Christos Emmanouilidis Vassilis Katsouros, Vassilis Papavassiliou ad Christos Emmaouilidis ATHENA Research & Iovatio Cetre, Greece www.athea-iovatio.gr www.ceti.athea-iovatio.gr/compsys e-mail: christosem AT ieee.org Problem

More information

Measurement uncertainty of the sound absorption

Measurement uncertainty of the sound absorption Measuremet ucertaity of the soud absorptio coefficiet Aa Izewska Buildig Research Istitute, Filtrowa Str., 00-6 Warsaw, Polad a.izewska@itb.pl 6887 The stadard ISO/IEC 705:005 o the competece of testig

More information

Enterprise interoperability measurement - Basic concepts

Enterprise interoperability measurement - Basic concepts Eterprise iteroperability measuremet - Basic cocepts Nicolas Dacli, David Che, Bruo Vallespir LAPS/GRAI, Uiversity Bordeaux 1, ENSEIRB, UMR 5131 CNRS, 351 cours de la Libératio, 33405 Talece Cedex, Frace

More information

Fuzzy Comprehensive Evaluation on Chinese Aerobics Sports Industry Future Development

Fuzzy Comprehensive Evaluation on Chinese Aerobics Sports Industry Future Development Sed Orders for Reprits to reprits@bethamsciece.ae The Ope Cyberetics & Systemics Joural 05 9 705-709 705 Ope Access Fuzzy Comprehesive Evaluatio o Chiese Aerobics Sports Idustry Future Developmet Yig Ha

More information

A Cobb - Douglas Function Based Index. for Human Development in Egypt

A Cobb - Douglas Function Based Index. for Human Development in Egypt It. J. Cotemp. Math. Scieces, Vol. 7, 202, o. 2, 59-598 A Cobb - Douglas Fuctio Based Idex for Huma Developmet i Egypt E. Khater Istitute of Statistical Studies ad Research Dept. of Biostatistics ad Demography

More information

TESTING OF THE FORCES IN CABLE OF SUSPENSION STRUCTURE AND BRIDGES

TESTING OF THE FORCES IN CABLE OF SUSPENSION STRUCTURE AND BRIDGES TSTING OF TH FORCS IN CABL OF SUSPNSION STRUCTUR AND BRIDGS Zhou, M. 1, Liu, Z. ad Liu, J. 1 College of the Muicipal Techology, Guagzhou Uiversity, Guagzhou. Guagzhou Muicipal ad Ladscape gieerig Quality

More information

Assessment of extreme discharges of the Vltava River in Prague

Assessment of extreme discharges of the Vltava River in Prague Flood Recovery, Iovatio ad Respose I 05 Assessmet of extreme discharges of the Vltava River i Prague M. Holický, K. Jug & M. Sýkora Kloker Istitute, Czech Techical Uiversity i Prague, Czech Republic Abstract

More information

Research Article A Note on Ergodicity of Systems with the Asymptotic Average Shadowing Property

Research Article A Note on Ergodicity of Systems with the Asymptotic Average Shadowing Property Discrete Dyamics i Nature ad Society Volume 2011, Article ID 360583, 6 pages doi:10.1155/2011/360583 Research Article A Note o Ergodicity of Systems with the Asymptotic Average Shadowig Property Risog

More information

A Study of the Collaborative Degree between Economic Growth and Carbon Reduction Targets under International Comparative Perspective

A Study of the Collaborative Degree between Economic Growth and Carbon Reduction Targets under International Comparative Perspective Iteratioal Coferece o Circuits ad Systems (CAS 25) A Study of the Collaborative Degree betwee Ecoomic Growth ad Carbo Reductio Targets uder Iteratioal Comparative Perspective Liag Qu, Cog Che, Wuli Zhag

More information

Information-based Feature Selection

Information-based Feature Selection Iformatio-based Feature Selectio Farza Faria, Abbas Kazeroui, Afshi Babveyh Email: {faria,abbask,afshib}@staford.edu 1 Itroductio Feature selectio is a topic of great iterest i applicatios dealig with

More information

Evapotranspiration Estimation Using Support Vector Machines and Hargreaves-Samani Equation for St. Johns, FL, USA

Evapotranspiration Estimation Using Support Vector Machines and Hargreaves-Samani Equation for St. Johns, FL, USA Evirometal Egieerig 0th Iteratioal Coferece eissn 2029-7092 / eisbn 978-609-476-044-0 Vilius Gedimias Techical Uiversity Lithuaia, 27 28 April 207 Article ID: eviro.207.094 http://eviro.vgtu.lt DOI: https://doi.org/0.3846/eviro.207.094

More information

Investigating the Significance of a Correlation Coefficient using Jackknife Estimates

Investigating the Significance of a Correlation Coefficient using Jackknife Estimates Iteratioal Joural of Scieces: Basic ad Applied Research (IJSBAR) ISSN 2307-4531 (Prit & Olie) http://gssrr.org/idex.php?joural=jouralofbasicadapplied ---------------------------------------------------------------------------------------------------------------------------

More information

International Journal of Business and Social Science Vol. 2 No. 20; November 2011

International Journal of Business and Social Science Vol. 2 No. 20; November 2011 Iteratioal Joural of Busiess ad Social Sciece Vol. No. 0; November 011 116 Research o Scietific ad Techological Cooperatio Network of Cities i Pa-Yagtze River Delta of Chia:Based o Social Network Aalysis

More information

Presenting A Framework To Study Linkages Among Tqm Practices, Supply Chain Management Practices, And Performance Using Dematel Technique

Presenting A Framework To Study Linkages Among Tqm Practices, Supply Chain Management Practices, And Performance Using Dematel Technique Australia Joural of Basic ad Applied Scieces, 5(9): 885-890, 20 ISSN 99-878 Presetig A Framework To Study Likages Amog Tqm Practices, Supply Chai Maagemet Practices, Ad Performace Usig Dematel Techique

More information

Research Article A Unified Weight Formula for Calculating the Sample Variance from Weighted Successive Differences

Research Article A Unified Weight Formula for Calculating the Sample Variance from Weighted Successive Differences Discrete Dyamics i Nature ad Society Article ID 210761 4 pages http://dxdoiorg/101155/2014/210761 Research Article A Uified Weight Formula for Calculatig the Sample Variace from Weighted Successive Differeces

More information

Electricity consumption forecasting method based on MPSO-BP neural network model Youshan Zhang 1, 2,a, Liangdong Guo2, b,qi Li 3, c and Junhui Li2, d

Electricity consumption forecasting method based on MPSO-BP neural network model Youshan Zhang 1, 2,a, Liangdong Guo2, b,qi Li 3, c and Junhui Li2, d 4th Iteratioal Coferece o Electrical & Electroics Egieerig ad Computer Sciece (ICEEECS 2016) Electricity cosumptio forecastig method based o eural etwork model Yousha Zhag 1, 2,a, Liagdog Guo2, b,qi Li

More information

Research on Dependable level in Network Computing System Yongxia Li 1, a, Guangxia Xu 2,b and Shuangyan Liu 3,c

Research on Dependable level in Network Computing System Yongxia Li 1, a, Guangxia Xu 2,b and Shuangyan Liu 3,c Applied Mechaics ad Materials Olie: 04-0-06 ISSN: 66-748, Vols. 53-57, pp 05-08 doi:0.408/www.scietific.et/amm.53-57.05 04 Tras Tech Publicatios, Switzerlad Research o Depedable level i Network Computig

More information

Weighted Correlation Coefficient with a Trigonometric Function Entropy of Intuitionistic Fuzzy Set in Decision Making

Weighted Correlation Coefficient with a Trigonometric Function Entropy of Intuitionistic Fuzzy Set in Decision Making Weighted Correlatio Coefficiet with a Trigoometric Fuctio Etropy of Ituitioistic Fuzzy Set i Decisio Makig Wa Khadiah Wa Ismail, Lazim bdullah School of Iformatics ad pplied Mathematics, Uiversiti Malaysia

More information

A statistical method to determine sample size to estimate characteristic value of soil parameters

A statistical method to determine sample size to estimate characteristic value of soil parameters A statistical method to determie sample size to estimate characteristic value of soil parameters Y. Hojo, B. Setiawa 2 ad M. Suzuki 3 Abstract Sample size is a importat factor to be cosidered i determiig

More information

SELECTION OF DRILL FOR DRILLING WITH HIGH PRESSURE COOLANT USING ENTROPY AND COPRAS MCDM METHOD

SELECTION OF DRILL FOR DRILLING WITH HIGH PRESSURE COOLANT USING ENTROPY AND COPRAS MCDM METHOD U.P.B. Sci. Bull., Series D, Vol. 79, Iss. 4, 2017 ISSN 1454-2358 SELECTION OF DRILL FOR DRILLING WITH HIGH PRESSURE COOLANT USING ENTROPY AND COPRAS MCDM METHOD Jelea STANOJKOVIĆ 1, Miroslav RADOVANOVIĆ

More information

Chapter If n is odd, the median is the exact middle number If n is even, the median is the average of the two middle numbers

Chapter If n is odd, the median is the exact middle number If n is even, the median is the average of the two middle numbers Chapter 4 4-1 orth Seattle Commuity College BUS10 Busiess Statistics Chapter 4 Descriptive Statistics Summary Defiitios Cetral tedecy: The extet to which the data values group aroud a cetral value. Variatio:

More information

THE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS

THE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS R775 Philips Res. Repts 26,414-423, 1971' THE SYSTEMATIC AND THE RANDOM. ERRORS - DUE TO ELEMENT TOLERANCES OF ELECTRICAL NETWORKS by H. W. HANNEMAN Abstract Usig the law of propagatio of errors, approximated

More information

A New Bound between Higher Order Nonlinearity and Algebraic Immunity

A New Bound between Higher Order Nonlinearity and Algebraic Immunity Available olie at wwwsciecedirectcom Procedia Egieerig 9 (01) 788 79 01 Iteratioal Workshop o Iformatio ad Electroics Egieerig (IWIEE) A New Boud betwee Higher Order Noliearity ad Algebraic Immuity Xueyig

More information

The prediction of cement energy demand based on support vector machine Xin Zhang a, *, Shaohong Jing b

The prediction of cement energy demand based on support vector machine Xin Zhang a, *, Shaohong Jing b 4th Iteratioal Coferece o Computer, Mechatroics, Cotrol ad Electroic Egieerig (ICCMCEE 05) The predictio of cemet eergy demad based o support vector machie Xi Zhag a,, Shaohog Jig b School of Electrical

More information

Final Examination Solutions 17/6/2010

Final Examination Solutions 17/6/2010 The Islamic Uiversity of Gaza Faculty of Commerce epartmet of Ecoomics ad Political Scieces A Itroductio to Statistics Course (ECOE 30) Sprig Semester 009-00 Fial Eamiatio Solutios 7/6/00 Name: I: Istructor:

More information

t distribution [34] : used to test a mean against an hypothesized value (H 0 : µ = µ 0 ) or the difference

t distribution [34] : used to test a mean against an hypothesized value (H 0 : µ = µ 0 ) or the difference EXST30 Backgroud material Page From the textbook The Statistical Sleuth Mea [0]: I your text the word mea deotes a populatio mea (µ) while the work average deotes a sample average ( ). Variace [0]: The

More information

Seed and Sieve of Odd Composite Numbers with Applications in Factorization of Integers

Seed and Sieve of Odd Composite Numbers with Applications in Factorization of Integers IOSR Joural of Mathematics (IOSR-JM) e-issn: 78-578, p-issn: 319-75X. Volume 1, Issue 5 Ver. VIII (Sep. - Oct.01), PP 01-07 www.iosrjourals.org Seed ad Sieve of Odd Composite Numbers with Applicatios i

More information

A Study on Travel Time Value in Railway Transportation Corridors

A Study on Travel Time Value in Railway Transportation Corridors A Study o Travel Time Value i Railway Trasportatio Corridors HaiJu Li *, HogChag Zhou 2 School of Traffic ad Trasportatio, Lazhou Jiao-Tog Uiversity, Lazhou 730070, Gasu Provice, Chia. * Correspodig Author

More information

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering

CEE 522 Autumn Uncertainty Concepts for Geotechnical Engineering CEE 5 Autum 005 Ucertaity Cocepts for Geotechical Egieerig Basic Termiology Set A set is a collectio of (mutually exclusive) objects or evets. The sample space is the (collectively exhaustive) collectio

More information

The target reliability and design working life

The target reliability and design working life Safety ad Security Egieerig IV 161 The target reliability ad desig workig life M. Holický Kloker Istitute, CTU i Prague, Czech Republic Abstract Desig workig life ad target reliability levels recommeded

More information

Modeling and Estimation of a Bivariate Pareto Distribution using the Principle of Maximum Entropy

Modeling and Estimation of a Bivariate Pareto Distribution using the Principle of Maximum Entropy Sri Laka Joural of Applied Statistics, Vol (5-3) Modelig ad Estimatio of a Bivariate Pareto Distributio usig the Priciple of Maximum Etropy Jagathath Krisha K.M. * Ecoomics Research Divisio, CSIR-Cetral

More information

True Nature of Potential Energy of a Hydrogen Atom

True Nature of Potential Energy of a Hydrogen Atom True Nature of Potetial Eergy of a Hydroge Atom Koshu Suto Key words: Bohr Radius, Potetial Eergy, Rest Mass Eergy, Classical Electro Radius PACS codes: 365Sq, 365-w, 33+p Abstract I cosiderig the potetial

More information

Prioritized Multi-Criteria Decision Making Based on the Idea of PROMETHEE

Prioritized Multi-Criteria Decision Making Based on the Idea of PROMETHEE Available olie at www.sciecedirect.com Procedia Computer Sciece 17 (2013 ) 449 456 Iformatio Techology ad Quatitative Maagemet (ITQM2013) Prioritized Multi-Criteria Decisio Makig Based o the Idea of PROMETHEE

More information

Economy and Application of Chaos Theory

Economy and Application of Chaos Theory Iteratioal Joural of Busiess, Humaities ad Techology Vol. 5, No. 5; October 2015 Ecoomy ad Applicatio of Chaos Theory Petr Dostál Bro Uiversity of Techology Faculty of Busiess ad Maagemet Istitute of Iformatics

More information

Available online at ScienceDirect. Procedia Engineering 121 (2015 )

Available online at   ScienceDirect. Procedia Engineering 121 (2015 ) Available olie at www.sciecedirect.com ScieceDirect Procedia Egieerig 121 (2015 ) 151 157 9th Iteratioal Symposium o Heatig, Vetilatio ad Air Coditioig (ISHVAC) ad the 3rd Iteratioal Coferece o Buildig

More information

Evaluation on Ecological Risks of Soil Heavy Metals in a Certain Area of Sichuan by Improved Fuzzy Mathematics Method

Evaluation on Ecological Risks of Soil Heavy Metals in a Certain Area of Sichuan by Improved Fuzzy Mathematics Method Joural of Geosciece ad Eviromet Protectio, 204, 2, 28-35 Published Olie April 204 i SciRes. http://www.scirp.org/joural/gep http://dx.doi.org/0.4236/gep.204.22005 Evaluatio o Ecological Risks of Soil Heavy

More information

The Random Walk For Dummies

The Random Walk For Dummies The Radom Walk For Dummies Richard A Mote Abstract We look at the priciples goverig the oe-dimesioal discrete radom walk First we review five basic cocepts of probability theory The we cosider the Beroulli

More information

Improved Class of Ratio -Cum- Product Estimators of Finite Population Mean in two Phase Sampling

Improved Class of Ratio -Cum- Product Estimators of Finite Population Mean in two Phase Sampling Global Joural of Sciece Frotier Research: F Mathematics ad Decisio Scieces Volume 4 Issue 2 Versio.0 Year 204 Type : Double Blid Peer Reviewed Iteratioal Research Joural Publisher: Global Jourals Ic. (USA

More information

Analysis of water quality status in culturing waters in Kaozhou Bay based upon GIS

Analysis of water quality status in culturing waters in Kaozhou Bay based upon GIS 28 5 2004 10 JOURNAL OF FISHERIES OF CHINA Vol. 28, No. 5 Oct., 2004 :1000-0615 2004) 05-0522 - 07 GIS,,,,,,,, 510300) : GIS, 1999 2 ) 8 ),,,,,,,,,, 2 3,,,, : GIS) ; ; ; :S959 :A Aalysis of water quality

More information

Decomposition of Gini and the generalized entropy inequality measures. Abstract

Decomposition of Gini and the generalized entropy inequality measures. Abstract Decompositio of Gii ad the geeralized etropy iequality measures Mussard Stéphae LAMETA Uiversity of Motpellier I Terraza Michel LAMETA Uiversity of Motpellier I Seyte Fraçoise LAMETA Uiversity of Motpellier

More information

Research Article A New Second-Order Iteration Method for Solving Nonlinear Equations

Research Article A New Second-Order Iteration Method for Solving Nonlinear Equations Abstract ad Applied Aalysis Volume 2013, Article ID 487062, 4 pages http://dx.doi.org/10.1155/2013/487062 Research Article A New Secod-Order Iteratio Method for Solvig Noliear Equatios Shi Mi Kag, 1 Arif

More information

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c

Direction of Arrival Estimation Method in Underdetermined Condition Zhang Youzhi a, Li Weibo b, Wang Hanli c 4th Iteratioal Coferece o Advaced Materials ad Iformatio Techology Processig (AMITP 06) Directio of Arrival Estimatio Method i Uderdetermied Coditio Zhag Youzhi a, Li eibo b, ag Hali c Naval Aeroautical

More information

Spatial Effect Research on Educational Output and Economic Growth in China

Spatial Effect Research on Educational Output and Economic Growth in China Ope Joural of Statistics, 206, 6, 387-396 Published Olie Jue 206 i SciRes. http://www.scirp.org/joural/ojs http://dx.doi.org/0.4236/ojs.206.63034 Spatial Effect Research o Educatioal Output ad Ecoomic

More information

A Relationship Between the One-Way MANOVA Test Statistic and the Hotelling Lawley Trace Test Statistic

A Relationship Between the One-Way MANOVA Test Statistic and the Hotelling Lawley Trace Test Statistic http://ijspccseetorg Iteratioal Joural of Statistics ad Probability Vol 7, No 6; 2018 A Relatioship Betwee the Oe-Way MANOVA Test Statistic ad the Hotellig Lawley Trace Test Statistic Hasthika S Rupasighe

More information

Provläsningsexemplar / Preview TECHNICAL REPORT INTERNATIONAL SPECIAL COMMITTEE ON RADIO INTERFERENCE

Provläsningsexemplar / Preview TECHNICAL REPORT INTERNATIONAL SPECIAL COMMITTEE ON RADIO INTERFERENCE TECHNICAL REPORT CISPR 16-4-3 2004 AMENDMENT 1 2006-10 INTERNATIONAL SPECIAL COMMITTEE ON RADIO INTERFERENCE Amedmet 1 Specificatio for radio disturbace ad immuity measurig apparatus ad methods Part 4-3:

More information

Bounds of Herfindahl-Hirschman index of banks in the European Union

Bounds of Herfindahl-Hirschman index of banks in the European Union MPRA Muich Persoal RePEc Archive Bouds of Herfidahl-Hirschma idex of bas i the Europea Uio József Tóth Kig Sigismud Busiess School, Hugary 4 February 2016 Olie at https://mpra.ub.ui-mueche.de/72922/ MPRA

More information

A Block Cipher Using Linear Congruences

A Block Cipher Using Linear Congruences Joural of Computer Sciece 3 (7): 556-560, 2007 ISSN 1549-3636 2007 Sciece Publicatios A Block Cipher Usig Liear Cogrueces 1 V.U.K. Sastry ad 2 V. Jaaki 1 Academic Affairs, Sreeidhi Istitute of Sciece &

More information

Intermittent demand forecasting by using Neural Network with simulated data

Intermittent demand forecasting by using Neural Network with simulated data Proceedigs of the 011 Iteratioal Coferece o Idustrial Egieerig ad Operatios Maagemet Kuala Lumpur, Malaysia, Jauary 4, 011 Itermittet demad forecastig by usig Neural Network with simulated data Nguye Khoa

More information

Four-dimensional Vector Matrix Determinant and Inverse

Four-dimensional Vector Matrix Determinant and Inverse I.J. Egieerig ad Maufacturig 013 30-37 Published Olie Jue 01 i MECS (http://www.mecs-press.et) DOI: 10.5815/iem.01.03.05 vailable olie at http://www.mecs-press.et/iem Four-dimesioal Vector Matrix Determiat

More information

Optimally Sparse SVMs

Optimally Sparse SVMs A. Proof of Lemma 3. We here prove a lower boud o the umber of support vectors to achieve geeralizatio bouds of the form which we cosider. Importatly, this result holds ot oly for liear classifiers, but

More information

Exponential transient rotating waves and their bifurcations in a ring of unidirectionally coupled bistable Lorenz systems

Exponential transient rotating waves and their bifurcations in a ring of unidirectionally coupled bistable Lorenz systems Available olie at www.sciecedirect.com Procedia IUTAM 5 (2012 ) 283 287 IUTAM Symposium o 50 Years of Chaos: Applied ad Theoretical Expoetial trasiet rotatig waves ad their bifurcatios i a rig of uidirectioally

More information

Teaching Mathematics Concepts via Computer Algebra Systems

Teaching Mathematics Concepts via Computer Algebra Systems Iteratioal Joural of Mathematics ad Statistics Ivetio (IJMSI) E-ISSN: 4767 P-ISSN: - 4759 Volume 4 Issue 7 September. 6 PP-- Teachig Mathematics Cocepts via Computer Algebra Systems Osama Ajami Rashaw,

More information

Construction and test of forecasting push-pull demand model of urban. emergency supplies

Construction and test of forecasting push-pull demand model of urban. emergency supplies Advaces i Ecoomics, Busiess ad Maagemet Researc, volume 33 Secod Iteratioal Coferece o Ecoomic ad Busiess Maagemet (FEBM 7) Costructio ad test of forecastig pus-pull demad model of urba emergecy supplies

More information

MONITORING THE STABILITY OF SLOPES BY GPS

MONITORING THE STABILITY OF SLOPES BY GPS MONITORING THE STABILITY OF SLOPES BY GPS Prof. S. Sakurai Costructio Egieerig Research Istitute Foudatio, Japa Prof. N. Shimizu Dept. of Civil Egieerig, Yamaguchi Uiversity, Japa ABSTRACT The stability

More information

Discrete Orthogonal Moment Features Using Chebyshev Polynomials

Discrete Orthogonal Moment Features Using Chebyshev Polynomials Discrete Orthogoal Momet Features Usig Chebyshev Polyomials R. Mukuda, 1 S.H.Og ad P.A. Lee 3 1 Faculty of Iformatio Sciece ad Techology, Multimedia Uiversity 75450 Malacca, Malaysia. Istitute of Mathematical

More information

Product Mix Problem with Radom Return and Preference of Production Quantity. Osaka University Japan

Product Mix Problem with Radom Return and Preference of Production Quantity. Osaka University Japan Product Mix Problem with Radom Retur ad Preferece of Productio Quatity Hiroaki Ishii Osaka Uiversity Japa We call such fiace or idustrial assets allocatio problems portfolio selectio problems, ad various

More information

Power Comparison of Some Goodness-of-fit Tests

Power Comparison of Some Goodness-of-fit Tests Florida Iteratioal Uiversity FIU Digital Commos FIU Electroic Theses ad Dissertatios Uiversity Graduate School 7-6-2016 Power Compariso of Some Goodess-of-fit Tests Tiayi Liu tliu019@fiu.edu DOI: 10.25148/etd.FIDC000750

More information

Run-length & Entropy Coding. Redundancy Removal. Sampling. Quantization. Perform inverse operations at the receiver EEE

Run-length & Entropy Coding. Redundancy Removal. Sampling. Quantization. Perform inverse operations at the receiver EEE Geeral e Image Coder Structure Motio Video (s 1,s 2,t) or (s 1,s 2 ) Natural Image Samplig A form of data compressio; usually lossless, but ca be lossy Redudacy Removal Lossless compressio: predictive

More information

Statistics 511 Additional Materials

Statistics 511 Additional Materials Cofidece Itervals o mu Statistics 511 Additioal Materials This topic officially moves us from probability to statistics. We begi to discuss makig ifereces about the populatio. Oe way to differetiate probability

More information

The Mathematical Model and the Simulation Modelling Algoritm of the Multitiered Mechanical System

The Mathematical Model and the Simulation Modelling Algoritm of the Multitiered Mechanical System The Mathematical Model ad the Simulatio Modellig Algoritm of the Multitiered Mechaical System Demi Aatoliy, Kovalev Iva Dept. of Optical Digital Systems ad Techologies, The St. Petersburg Natioal Research

More information

Holistic Approach to the Periodic System of Elements

Holistic Approach to the Periodic System of Elements Holistic Approach to the Periodic System of Elemets N.N.Truov * D.I.Medeleyev Istitute for Metrology Russia, St.Peterburg. 190005 Moskovsky pr. 19 (Dated: February 20, 2009) Abstract: For studyig the objectivity

More information

A collocation method for singular integral equations with cosecant kernel via Semi-trigonometric interpolation

A collocation method for singular integral equations with cosecant kernel via Semi-trigonometric interpolation Iteratioal Joural of Mathematics Research. ISSN 0976-5840 Volume 9 Number 1 (017) pp. 45-51 Iteratioal Research Publicatio House http://www.irphouse.com A collocatio method for sigular itegral equatios

More information

Effect of e-commerce sellers evaluation on consumers perceived trust-case of taobao.com

Effect of e-commerce sellers evaluation on consumers perceived trust-case of taobao.com Available olie www.jocr.com Joural of Chemical ad Pharmaceutical Research, 204, 6(7):695699 Research Article ISSN : 09757384 CODEN(USA) : JCPRC5 Effect of ecommerce sellers evaluatio o cosumers erceived

More information

Session 5. (1) Principal component analysis and Karhunen-Loève transformation

Session 5. (1) Principal component analysis and Karhunen-Loève transformation 200 Autum semester Patter Iformatio Processig Topic 2 Image compressio by orthogoal trasformatio Sessio 5 () Pricipal compoet aalysis ad Karhue-Loève trasformatio Topic 2 of this course explais the image

More information

GUIDELINES ON REPRESENTATIVE SAMPLING

GUIDELINES ON REPRESENTATIVE SAMPLING DRUGS WORKING GROUP VALIDATION OF THE GUIDELINES ON REPRESENTATIVE SAMPLING DOCUMENT TYPE : REF. CODE: ISSUE NO: ISSUE DATE: VALIDATION REPORT DWG-SGL-001 002 08 DECEMBER 2012 Ref code: DWG-SGL-001 Issue

More information

AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC MAPS

AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC MAPS http://www.paper.edu.c Iteratioal Joural of Bifurcatio ad Chaos, Vol. 1, No. 5 () 119 15 c World Scietific Publishig Compay AN OPEN-PLUS-CLOSED-LOOP APPROACH TO SYNCHRONIZATION OF CHAOTIC AND HYPERCHAOTIC

More information

Power Weighted Quantile Regression and Its Application

Power Weighted Quantile Regression and Its Application Joural of Data Sciece 12(2014), 535-544 Power Weighted Quatile Regressio ad Its Applicatio Xue J. Ma 1 ad Feg X. He 2 1 Remi Uiversity of Chia 2 North Chia Electric Power Uiversity Abstract: I the paper,

More information

PROFICIENCY TESTING ACTIVITIES OF FREQUENCY CALIBRATION LABORATORIES IN TAIWAN, 2009

PROFICIENCY TESTING ACTIVITIES OF FREQUENCY CALIBRATION LABORATORIES IN TAIWAN, 2009 PROFICIENCY TESTING ACTIVITIES OF FREQUENCY CALIBRATION LABORATORIES IN TAIWAN, 009 Huag-Tie Li, Po-Cheg Chag, Jia-Lu Wag, ad Chia-Shu Liao Natioal Stadard Time & Frequecy Lab., TL, Chughwa Telecom Co.,

More information

EDGEWORTH SIZE CORRECTED W, LR AND LM TESTS IN THE FORMATION OF THE PRELIMINARY TEST ESTIMATOR

EDGEWORTH SIZE CORRECTED W, LR AND LM TESTS IN THE FORMATION OF THE PRELIMINARY TEST ESTIMATOR Joural of Statistical Research 26, Vol. 37, No. 2, pp. 43-55 Bagladesh ISSN 256-422 X EDGEORTH SIZE CORRECTED, AND TESTS IN THE FORMATION OF THE PRELIMINARY TEST ESTIMATOR Zahirul Hoque Departmet of Statistics

More information

As metioed earlier, directly forecastig o idividual product demads usually result i a far-off forecast that ot oly impairs the quality of subsequet ma

As metioed earlier, directly forecastig o idividual product demads usually result i a far-off forecast that ot oly impairs the quality of subsequet ma Semicoductor Product-mix Estimate with Dyamic Weightig Scheme Argo Che, Ziv Hsia ad Kyle Yag Graduate Istitute of Idustrial Egieerig, Natioal Taiwa Uiversity Roosevelt Rd. Sec. 4, Taipei, Taiwa, 6 ache@tu.edu.tw

More information

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series

Comparison Study of Series Approximation. and Convergence between Chebyshev. and Legendre Series Applied Mathematical Scieces, Vol. 7, 03, o. 6, 3-337 HIKARI Ltd, www.m-hikari.com http://d.doi.org/0.988/ams.03.3430 Compariso Study of Series Approimatio ad Covergece betwee Chebyshev ad Legedre Series

More information

Amsterdam School of Communication Research (ASCoR), University of Amsterdam, The Netherlands loet [at] leydesdorff dot net

Amsterdam School of Communication Research (ASCoR), University of Amsterdam, The Netherlands   loet [at] leydesdorff dot net short commuicatios, articles Simple arithmetic versus ituitive uderstadig: The case of the impact factor Roald Rousseau a,b,c a KHBO (Associatio K.U.Leuve), Idustrial Scieces ad Techology, Oostede, Belgium

More information

Composite Quantile Generalized Quasi-Likelihood Ratio Tests for Varying Coefficient Regression Models Jin-ju XU 1 and Zhong-hua LUO 2,*

Composite Quantile Generalized Quasi-Likelihood Ratio Tests for Varying Coefficient Regression Models Jin-ju XU 1 and Zhong-hua LUO 2,* 07 d Iteratioal Coferece o Iformatio Techology ad Maagemet Egieerig (ITME 07) ISBN: 978--60595-45-8 Comosite Quatile Geeralized Quasi-Likelihood Ratio Tests for Varyig Coefficiet Regressio Models Ji-u

More information

Lecture 2 Clustering Part II

Lecture 2 Clustering Part II COMS 4995: Usupervised Learig (Summer 8) May 24, 208 Lecture 2 Clusterig Part II Istructor: Nakul Verma Scribes: Jie Li, Yadi Rozov Today, we will be talkig about the hardess results for k-meas. More specifically,

More information

On Distance and Similarity Measures of Intuitionistic Fuzzy Multi Set

On Distance and Similarity Measures of Intuitionistic Fuzzy Multi Set IOSR Joural of Mathematics (IOSR-JM) e-issn: 78-578. Volume 5, Issue 4 (Ja. - Feb. 03), PP 9-3 www.iosrourals.org O Distace ad Similarity Measures of Ituitioistic Fuzzy Multi Set *P. Raaraeswari, **N.

More information

Output Analysis (2, Chapters 10 &11 Law)

Output Analysis (2, Chapters 10 &11 Law) B. Maddah ENMG 6 Simulatio Output Aalysis (, Chapters 10 &11 Law) Comparig alterative system cofiguratio Sice the output of a simulatio is radom, the comparig differet systems via simulatio should be doe

More information

Groupe de Recherche en Économie et Développement International. Cahier de Recherche / Working Paper 10-18

Groupe de Recherche en Économie et Développement International. Cahier de Recherche / Working Paper 10-18 Groupe de Recherche e Écoomie et Développemet Iteratioal Cahier de Recherche / Workig Paper 0-8 Quadratic Pe's Parade ad the Computatio of the Gii idex Stéphae Mussard, Jules Sadefo Kamdem Fraçoise Seyte

More information

OBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to:

OBJECTIVES. Chapter 1 INTRODUCTION TO INSTRUMENTATION FUNCTION AND ADVANTAGES INTRODUCTION. At the end of this chapter, students should be able to: OBJECTIVES Chapter 1 INTRODUCTION TO INSTRUMENTATION At the ed of this chapter, studets should be able to: 1. Explai the static ad dyamic characteristics of a istrumet. 2. Calculate ad aalyze the measuremet

More information

PAijpam.eu ON TENSOR PRODUCT DECOMPOSITION

PAijpam.eu ON TENSOR PRODUCT DECOMPOSITION Iteratioal Joural of Pure ad Applied Mathematics Volume 103 No 3 2015, 537-545 ISSN: 1311-8080 (prited versio); ISSN: 1314-3395 (o-lie versio) url: http://wwwijpameu doi: http://dxdoiorg/1012732/ijpamv103i314

More information

Management Science Letters

Management Science Letters Maagemet Sciece Letters 3 (203) 435 442 Cotets lists available at GrowigSciece Maagemet Sciece Letters homepage: www.growigsciece.com/msl A DEA applicatio for aalyzig ivestmet activities i higher educatioal

More information

Research on the Optimization Model of Energy Efficiency of Industrial Park

Research on the Optimization Model of Energy Efficiency of Industrial Park Sed Orders for Reprits to reprits@bethamsciece.ae The Ope Fuels & Eergy Sciece Joural, 2015, 8, 133-139 133 Ope Access Research o the Optimizatio Model of Eergy Efficiecy of Idustrial Park He Xi * ad Wag

More information

Continuous Data that can take on any real number (time/length) based on sample data. Categorical data can only be named or categorised

Continuous Data that can take on any real number (time/length) based on sample data. Categorical data can only be named or categorised Questio 1. (Topics 1-3) A populatio cosists of all the members of a group about which you wat to draw a coclusio (Greek letters (μ, σ, Ν) are used) A sample is the portio of the populatio selected for

More information

There is no straightforward approach for choosing the warmup period l.

There is no straightforward approach for choosing the warmup period l. B. Maddah INDE 504 Discrete-Evet Simulatio Output Aalysis () Statistical Aalysis for Steady-State Parameters I a otermiatig simulatio, the iterest is i estimatig the log ru steady state measures of performace.

More information

Sample Size Estimation in the Proportional Hazards Model for K-sample or Regression Settings Scott S. Emerson, M.D., Ph.D.

Sample Size Estimation in the Proportional Hazards Model for K-sample or Regression Settings Scott S. Emerson, M.D., Ph.D. ample ie Estimatio i the Proportioal Haards Model for K-sample or Regressio ettigs cott. Emerso, M.D., Ph.D. ample ie Formula for a Normally Distributed tatistic uppose a statistic is kow to be ormally

More information

A Unified Model between the OWA Operator and the Weighted Average in Decision Making with Dempster-Shafer Theory

A Unified Model between the OWA Operator and the Weighted Average in Decision Making with Dempster-Shafer Theory Proceedigs of the World Cogress o Egieerig 200 Vol I, Jue 30 - July 2, 200, Lodo, U.K. A Uified Model betwee the OWA Operator ad the Weighted Average i Decisio Makig with Dempster-Shafer Theory José M.

More information

Searching for the Holy Grail of Index Number Theory

Searching for the Holy Grail of Index Number Theory Searchig for the Holy Grail of Idex Number Theory Bert M. Balk Rotterdam School of Maagemet Erasmus Uiversity Rotterdam E-mail bbalk@rsm.l ad Statistics Netherlads Voorburg April 15, 28 Abstract The idex

More information

Open Access The Establishment and Analysis of Accident Control Model Based on Three-Dimensional Coordinates

Open Access The Establishment and Analysis of Accident Control Model Based on Three-Dimensional Coordinates Sed Orders for Reprits to reprits@bethamsciece.ae 1034 The Ope Automatio ad Cotrol Systems Joural, 2015, 7, 1034-1038 Ope Access The Establishmet ad Aalysis of Accidet Cotrol Model Based o Three-Dimesioal

More information

Because it tests for differences between multiple pairs of means in one test, it is called an omnibus test.

Because it tests for differences between multiple pairs of means in one test, it is called an omnibus test. Math 308 Sprig 018 Classes 19 ad 0: Aalysis of Variace (ANOVA) Page 1 of 6 Itroductio ANOVA is a statistical procedure for determiig whether three or more sample meas were draw from populatios with equal

More information

To the use of Sellmeier formula

To the use of Sellmeier formula To the use of Sellmeier formula by Volkmar Brücker Seior Experte Service (SES) Bo ad HfT Leipzig, Germay Abstract Based o dispersio of pure silica we proposed a geeral Sellmeier formula for various dopats

More information

Live Line Measuring the Parameters of 220 kv Transmission Lines with Mutual Inductance in Hainan Power Grid

Live Line Measuring the Parameters of 220 kv Transmission Lines with Mutual Inductance in Hainan Power Grid Egieerig, 213, 5, 146-151 doi:1.4236/eg.213.51b27 Published Olie Jauary 213 (http://www.scirp.org/joural/eg) Live Lie Measurig the Parameters of 22 kv Trasmissio Lies with Mutual Iductace i Haia Power

More information

Design of distribution transformer loss meter considering the harmonic loss based on one side measurement method

Design of distribution transformer loss meter considering the harmonic loss based on one side measurement method 3rd Iteratioal Coferece o Machiery, Materials ad Iformatio Techology Applicatios (ICMMITA 05) Desig of distributio trasformer loss meter cosiderig the harmoic loss based o oe side measuremet method HU

More information

ANALYSIS OF EXPERIMENTAL ERRORS

ANALYSIS OF EXPERIMENTAL ERRORS ANALYSIS OF EXPERIMENTAL ERRORS All physical measuremets ecoutered i the verificatio of physics theories ad cocepts are subject to ucertaities that deped o the measurig istrumets used ad the coditios uder

More information