= (2) T a,2 a,2. T a,3 a,3. T a,1 a,1

Size: px
Start display at page:

Download "= (2) T a,2 a,2. T a,3 a,3. T a,1 a,1"

Transcription

1 A set of tools for buldng PostgreSQL dstrbuted databases n bomedcal envronment. M. Cavaller, R. Prudentno, U. Pozzol, G. Ren IRCCS E. Medea, Bosso Parn (LC), Italy. E-mal: gren@bp.lnf.t Abstract PostgreSQL s an advanced Object- Relatonal DBMS supportng SQL constructs and accessble wth standard protocols. Its objectorented features qualfy t for managng bomedcal data and t s freely avalable to the communty va the open-source phlosophy. Unfortunately the current avalable verson does not support any database dstrbuton feature. he am of the present work was to develop specfc procedures n order to extend orgnal potentals of PostgreSQL ORDBMS and make t able to manage dstrbuted databases by means of asynchronous replcaton. Partcular attenton was devoted to conflct resoluton rules, ncludng several procedures wth dfferent degrees of restrctveness and even gvng the end user the possblty to wrte user-defned conflct resoluton procedures. he replcaton system was tested at the IRCCS E. Medea, an Italan Scentfc and clncal research Insttute spread over 5 stes n dfferent geographcal locatons. he testng system was developed wth the purpose to make clncal data collected by Epleptology Unts n each ste avalable to all branches, wthout havng to care for ther physcal dstrbuton. he proposed replca procedures manage only tradtonal (non-bnary) data types because of the very dfferent storage model of large objects. Snce large objects are very common for treatment and storage of bomedcal data, we are currently workng on an mproved verson of the replca engne that allows large objects to be replcated. Key words dstrbuted database, ORDBMS, bomedcal data standard protocols. Its object-orented features qualfy t for managng bomedcal data [3] more than other RDBMS and t s freely avalable to the communty va the open-source phlosophy. Unfortunately, the current verson does not support any database dstrbuton feature. Data Replcaton s a process that allows to buld a dstrbuted database through the management of multple copes of data, cachng one copy on each ste [4] (Fg. 1). In partcular, synchronous replcaton (also called real-tme data replcaton) conveys nformaton n real tme to all of the nvolved stes. On the contrary, asynchronous replcaton (store and forward replcaton) stores operatons performed on a database n a local queue for later dstrbuton by a database synchronzaton process. Synchronous replcaton technology ensures the hghest level of data ntegrty but requres a permanent avalablty of servers and transmsson bandwdth. On the other hand, asynchronous replcaton provdes more flexblty than synchronous replcaton as a database synchronzaton tme nterval can be defned whch can vary from mnutes to months and, moreover, a sngle ste could work even f a remote server s unreachable or down. In addton, data operatons are performed more quckly and network traffc s more compact. However, a complex replcaton plannng s requred n the case of asynchronous replcaton n order to detect and correct data conflcts due to concurrent modfcatons occurrng at dfferent stes between two database synchronzaton events. he am of the present work was to develop specfc procedures n order to extend orgnal potentals of PostgreSQL ORDBMS and make t able to manage dstrbuted databases by means of asynchronous I. INRODUCION In the last years data communcaton evoluton has rapdly and substantally changed the way nformaton s managed. he growth of low prce connectvty and the mprovement of the data storage technology led people to ask for even more nformaton to be always accessble and from everywhere. New technologes were developed to share data scattered on the net (eg. MIDAS, CORBA), but sometmes data aggregaton s also needed. For example, f we want to get a unque set of data from databases scattered on dfferent stes, these new technologes requre a data dstrbuton mechansm. PostgreSQL [1,2] s an advanced Object-Relatonal DBMS supportng SQL constructs and accessble wth Ste 1 Ste 3 Local operatons Forwarded operatons Ste 2 Fgure 1: Workng scheme of data replcaton. In ths example three stes are consdered. 1

2 replcaton. Because of the nature of bomedcal data, partcular attenton was devoted to conflct resoluton rules, ncludng several procedures wth dfferent degrees of restrctveness and even gvng the end user the possblty to wrte user-defned conflct resoluton procedures. In the followng sectons the man ssues regardng the development and abltes of the new replcaton procedures are addressed. Frst, we descrbe the mechansm bult to unquely dentfy a record nto the dstrbuted database. Second, we analyze the logger that allows forward and roll back transactons. hrd, we examne the module that jons the transactons comng from remote stes preservng data ntegrty n lne wth specfed conflct resoluton rules. Fnally, we provde some mplementaton detals for each of the prevous steps. mplemented by read-only access to R a,j, and readwrte access to P a,.(fg. 2). he Master/Slave [6] data ownershp model s obtaned by read-wrte access to R a,j, and P a, when the ste s Master for table a, and by read-only access to R a,j, and P a, when the ste s Slave. Update Anywhere [7] data ownershp model s obtaned by read-wrte access to P a, and R a,j,. III. LOGGER FOR FORWARD AND ROLL BACK RANSACIONS Let us consder a, (t 0 ) a generc table of the database at a gven ntal tme t 0. At any followng tme t, the same table a, (t) wll be a functon of the ntal status a, (t 0 ) and of the sequence of operatons appled to t n the nterval [t 0 - t]. We store each operaton appled to table a, as a record n table C a, thus obtanng II. IDENIFICAION OF DISRIBUED DAA. Any table n a dstrbuted database can be represented n the followng form: = P U a, a, j = 1... N, j a, j, (1) where a dentfes a generc table of the database dentfes the ste (ste-d), a, s the entre content of table a on ste, P a, s the nformaton entered n table a on ste, N s the number of stes, R a,j, s the replcated partton nsde table a comng from ste j cached nto ste. Each ste s dentfed wth a ste-d. P a, and R a,j, are parttons of table a,. When an nserton occurs n table a on local ste the nformaton s stored n the local partton P a, and later forwarded to every replcated partton R a,,j of each remote ste j. A mechansm for the unque dentfcaton of a record ether n local (P a, ) or remote (R a,j, ) partton s requred. Snce the record-d number s ste-dependent nformaton that s unque for each record stored n a local database but s not unque n a dstrbuted database, for each record we keep track of the nserton ste-d (master ste) together wth the record d number related to the master ste. Both local and replcated copes of the record contan ths nformaton that s combned wth a map of the dstrbuted tables to ensure unque dentfcaton of each record. By ths way we can always know the orgn (master ste) of a record and we can represent each table as logcally spltted nto parttons (1). akng advantage of the method we can freely adopt one among the most common replcaton data ownershp models, and eventually apply the selected model to a reduced set of tables. In partcular, Workload Parttonng data ownershp model [5] s R, ( t) f [ a, ( t0), Ca, ( t)] a = (2) where f() s the functon able to apply the sequence of operatons C a, (t) to table a, (t 0 ). It s possble to defne a roll back functon f -1 () too, whch s able to apply the sequence of operatons C a, (t) to table a, (t) n a reverse way, obtanng a, ( t0 a, a, t 1 ) = f [ ( t), C ( )] (3) As table a s replcated at several stes, we have a dfferent C a, at each ste as well as a dfferent a, (t). he actual and algned replcated table a (t) contanng every operaton performed both n local and remote a,1 a,1 a,2 a,2 a,3 a,3 P a,1 R a,1,2 R a,1 a,1,3 R a,2,1 P a,2 a,2 R a,2,3 R a,3,1 R a,3,2 P a,3 a,3 Ste 1 Ste 2 Ste 3 Local users operatons Forwarded data streams Fgure 2: Workload partton data ownershp model obtaned allowng users to modfy local parttons only. 2

3 stes wll be obtaned consderng changes C a,j (t) occurred n each ste j and applyng them to the table a, (t 0 ) n a generc ste : ( t) = f [ ( t ), C ( t)] (4) a a, 0 U j = 1... N a, IV. REPLICAION CONFLICS MANAGEMEN An asynchronous replcaton system allowng data updates n each ste (update anywhere data ownershp model) may cause some replcaton conflcts between varous C a,j (t). A unqueness conflct occurs when dfferent stes try to nsert dfferent records wth the same unque key. An update conflct occurs when dfferent transactons on dfferent stes refer to the same record and the requested operatons are nconsstent. he number of conflcts ncreases wth the number of stes N and the tme nterval between two database synchronzaton events. We mplemented a conflct resoluton module that acts as a flter on j=1..n C a,j (t) forwardng only operatons that can be completed accordng to the resoluton algorthms defned for each table. hs partcular conflct management scheme allows seral applcaton of resoluton algorthms, makng t possble, for example, to check some sort of data consstency based on medcal group prvleges prorty, after prelmnary conflct resoluton. A set of record-based conflct resoluton algorthms was also developed n order to reduce the number of rejected operatons due to update conflcts. hese algorthms were based on the followng two observatons: t s always possble to dentfy an ntermedate perod wthout any update conflct [t 0,t c ], beng t 0 t c t; t s usually possble to modfy the sequence of operatons on dfferent records preservng data ntegrty and shftng t c as close as possble to t. V. IMPLEMENAION DEAILS In our system replca actons are controlled by a specfc database admnstrator username (replcator). An automatc mechansm checks ths username n order to prevent unwanted operatons from beng recorded on C a, (t) durng replca process. A complete map of all the tables makng up the database and the rules for ther replcaton s stored n a set of tables, called Replca Scheme ables (RS), specfcally desgned to provde flexble defnton of dstrbuton of the tables over the stes. For example, tables can be ndependently replcated n dfferent subsets of the dstrbuted database. Modfcatons to data stored n RS fre trggers that qualfy or retreat a generc table from beng replcated, dynamcally creatng or destroyng trggers and auxlary tables for loggng appled operatons, greatly reducng the DBA tasks. In partcular, each replcated table a, has ts own auxlary table C a, n whch sequences of appled operatons are stored. he object-orented features of PostgreSQL make t possble to nhert each auxlary table from ts orgnal one, thus keepng the same record structure. Addtonal nformaton such as tmestamp, type of operaton (nsert, update, delete) and user name are recorded too, to allow constructon of advanced securty algorthms for data replcaton, vsblty and treatment. o accomplsh replcated database synchronzaton a massve plannng and coordnaton of varous steps s requred because of several dstrbuted and parallel processes runnng at dfferent stes. he DBA plans the schedulng of the replcaton process that can be started from any ste at any tme. he ste where the replcaton process starts s defned as replca-master ste, whch wll coordnate each step durng that partcular replcaton. A replca daemon runnng on each ste answers requests comng from the replca-master ste. Durng database synchronzaton (Fg. 3), the generc ste creates a set of data C (t) that contans operatons appled nsde the ste to any replcated table snce the last synchronzaton event. hs set of data s transmtted to every destnaton ste and fltered by the conflct resoluton module. he conflct resoluton module contans several predefned algorthms that manage common conflct stuatons, whose probablty s related to the number of stes, the synchronzaton nterval, the type of applcaton runnng on the database, the replcaton data ownershp model chosen. Custom procedures that mprove flexblty of the replca process can be wrtten too and added to the module. he DBA chooses the conflct resoluton algorthm to be used wth each table and stores ths nformaton n the RS. he DBA can also specfy f operatons rolled back by conflct resoluton algorthms have to be sgnaled to the end user wth e-mal messages. Specal attenton s devoted to data propagaton plannng and data are compressed durng transmsson n order to mnmze bandwdth requrements and speed up the process. Data encrypton s also avalable to ensure data prvacy. rgger procedures were wrtten n the procedural language PL/cl. he daemon was wrtten n cl [8] lnked wth PostgreSQL connectvty API and usng cl/dp lbrares for the communcaton layer over CP/IP sockets. he replcaton system was developed on a PC wth CPU Intel Pentum III runnng Lnux Red Hat 6.0 wth kernel he tests were performed on SUN SparcStaton 20 and SUN Ultra 1 runnng Unx Solars 2.x, and on PCs wth CPU Intel Pentum II and III runnng Lnux. VI. CASE SUDY he replcaton system was developed and tested at IRCCS E. Medea. he IRCCS E. Medea s an 3

4 ste A, A, Capture rgger C A, A, Conflct Resoluton ransacton Engne B, B, Capture rgger C B, B, Data Propagator User orgnated operatons Replcator orgnated operatons Captured user operatons Auxlary change table readng Auxlary change table updatng Data propagated towards other stes Data comng from other stes Fgure 3: Replca process schema. User operatons on a shared table are captured and stored nto auxlary tables. Durng database synchronzaton phase local streams are propagated over nvolved stes and locally fltered by Conflct Resoluton ; ransacton Engne apples accepted operatons and roll back rejected ones. Italan Scentfc and clncal research Insttute spread over 5 stes n dfferent geographcal locatons, connected through a prvate network. he testng system was developed wth the purpose to make clncal data collected by Epleptology Unts n each ste avalable to all branches, wthout havng to care for ther physcal dstrbuton. A Workload Parttonng replcaton data ownershp model was chosen because the Health and Management Drecton asked to put read-only lmtatons to remote departments. he applcaton was tested successfully. VII. CONCLUSION In the present study we developed a set of tools to extend capabltes of PostgreSQL n order to make t able to manage database replcaton n dfferent stes. he new set of tools mplements asynchronous data replcaton over several stes connected by a wde area network. Havng more than one copy of the same database ncreases avalablty of the system, ensurng data access or data backup even f some servers are down or not reachable. Better performances are also obtaned workng on local data. One of the drawbacks s that local operatons performed n dfferent stes between two database synchronzaton events lead to temporary data nconsstency over the whole system. he system was tested n a clncal research nsttute and gave encouragng results. he proposed replca procedures manage only tradtonal (non-bnary) data types because of the very dfferent storage model of large objects. Snce large objects are very common for treatment and storage of bomedcal data, we are currently workng on an mproved verson of the replca engne that allows large objects to be replcated. VIII. ACKNOWLEDGMENS Replcaton procedures were bult usng many free software tools. he authors wsh to thank PostgreSQL development team for makng avalable the source code whch was the startng pont of ths work. We would also lke to thank developers of the cl language and developers of the extensons reported n the prevous sectons. IX. REFERENCES [1] Stonebraker, M., he desgn of the POSGRES storage system, Proceedngs of the hrteenth Internatonal Conference on Very Large Data Bases, Sept. 1987; [2] Stonebraker M., Kemntz G., he POSGRES nextgeneraton database management system, Communcatons of the ACM, Oct. 1991, vol.34, (no.10): [3] Dallo B., ravere J.-M., Mazoyer B., A Revew of Database Management Systems Sutable for Neuromagng, Methods of nformaton n medcne, F. K. Shattauer, Feb [4] Chen S. W., Pu C., A structural classfcaton of ntegrated replca control mechansm, echncal Report CUCS , Columba Unv., New York, NY,

5 [5] Enterprse Replcaton: A hgh-performance soluton for dstrbutng and sharng nformatons, INFORMIX Software Inc. [6] Comparng Replcaton echnologes, PEERDIREC Inc. [7] Oracle8 Server Concepts: Database Replcaton, Oracle Corporaton. [8] Ousterhout J., cl and the k oolkt, Addson-Wesley,

Dynamic Fleet Management for Cybercars

Dynamic Fleet Management for Cybercars Proceedngs of the IEEE ITSC 2006 2006 IEEE Intellgent Transportaton Systems Conference Toronto, Canada, September 17-20, 2006 TC7.5 Dynamc Fleet Management for Cybercars Fenghu. Wang, Mng. Yang, Ruqng.

More information

Fault tolerance in cloud technologies presented as a service

Fault tolerance in cloud technologies presented as a service Internatonal Scentfc Conference Computer Scence 2015 Pavel Dzhunev, PhD student Fault tolerance n cloud technologes presented as a servce INTRODUCTION Improvements n technques for vrtualzaton and performance

More information

What is Candidate Sampling

What is Candidate Sampling What s Canddate Samplng Say we have a multclass or mult label problem where each tranng example ( x, T ) conssts of a context x a small (mult)set of target classes T out of a large unverse L of possble

More information

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ).

benefit is 2, paid if the policyholder dies within the year, and probability of death within the year is ). REVIEW OF RISK MANAGEMENT CONCEPTS LOSS DISTRIBUTIONS AND INSURANCE Loss and nsurance: When someone s subject to the rsk of ncurrng a fnancal loss, the loss s generally modeled usng a random varable or

More information

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis

The Development of Web Log Mining Based on Improve-K-Means Clustering Analysis The Development of Web Log Mnng Based on Improve-K-Means Clusterng Analyss TngZhong Wang * College of Informaton Technology, Luoyang Normal Unversty, Luoyang, 471022, Chna wangtngzhong2@sna.cn Abstract.

More information

DEFINING %COMPLETE IN MICROSOFT PROJECT

DEFINING %COMPLETE IN MICROSOFT PROJECT CelersSystems DEFINING %COMPLETE IN MICROSOFT PROJECT PREPARED BY James E Aksel, PMP, PMI-SP, MVP For Addtonal Informaton about Earned Value Management Systems and reportng, please contact: CelersSystems,

More information

Conferencing protocols and Petri net analysis

Conferencing protocols and Petri net analysis Conferencng protocols and Petr net analyss E. ANTONIDAKIS Department of Electroncs, Technologcal Educatonal Insttute of Crete, GREECE ena@chana.tecrete.gr Abstract: Durng a computer conference, users desre

More information

Mathematical Framework for A Novel Database Replication Algorithm

Mathematical Framework for A Novel Database Replication Algorithm I.J.Modern Educaton and Computer Scence, 203, 9, -0 Publshed Onlne October 203 n MECS (http://www.mecs-press.org/) DOI: 0.585/jmecs.203.09.0 Mathematcal Framework for A Novel Database Replcaton Algorthm

More information

A Replication-Based and Fault Tolerant Allocation Algorithm for Cloud Computing

A Replication-Based and Fault Tolerant Allocation Algorithm for Cloud Computing A Replcaton-Based and Fault Tolerant Allocaton Algorthm for Cloud Computng Tork Altameem Dept of Computer Scence, RCC, Kng Saud Unversty, PO Box: 28095 11437 Ryadh-Saud Araba Abstract The very large nfrastructure

More information

A Performance Analysis of View Maintenance Techniques for Data Warehouses

A Performance Analysis of View Maintenance Techniques for Data Warehouses A Performance Analyss of Vew Mantenance Technques for Data Warehouses Xng Wang Dell Computer Corporaton Round Roc, Texas Le Gruenwald The nversty of Olahoma School of Computer Scence orman, OK 739 Guangtao

More information

Survey on Virtual Machine Placement Techniques in Cloud Computing Environment

Survey on Virtual Machine Placement Techniques in Cloud Computing Environment Survey on Vrtual Machne Placement Technques n Cloud Computng Envronment Rajeev Kumar Gupta and R. K. Paterya Department of Computer Scence & Engneerng, MANIT, Bhopal, Inda ABSTRACT In tradtonal data center

More information

An Interest-Oriented Network Evolution Mechanism for Online Communities

An Interest-Oriented Network Evolution Mechanism for Online Communities An Interest-Orented Network Evoluton Mechansm for Onlne Communtes Cahong Sun and Xaopng Yang School of Informaton, Renmn Unversty of Chna, Bejng 100872, P.R. Chna {chsun,yang}@ruc.edu.cn Abstract. Onlne

More information

RequIn, a tool for fast web traffic inference

RequIn, a tool for fast web traffic inference RequIn, a tool for fast web traffc nference Olver aul, Jean Etenne Kba GET/INT, LOR Department 9 rue Charles Fourer 90 Evry, France Olver.aul@nt-evry.fr, Jean-Etenne.Kba@nt-evry.fr Abstract As networked

More information

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently.

To manage leave, meeting institutional requirements and treating individual staff members fairly and consistently. Corporate Polces & Procedures Human Resources - Document CPP216 Leave Management Frst Produced: Current Verson: Past Revsons: Revew Cycle: Apples From: 09/09/09 26/10/12 09/09/09 3 years Immedately Authorsaton:

More information

iavenue iavenue i i i iavenue iavenue iavenue

iavenue iavenue i i i iavenue iavenue iavenue Saratoga Systems' enterprse-wde Avenue CRM system s a comprehensve web-enabled software soluton. Ths next generaton system enables you to effectvely manage and enhance your customer relatonshps n both

More information

A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION. Michael E. Kuhl Radhamés A. Tolentino-Peña

A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION. Michael E. Kuhl Radhamés A. Tolentino-Peña Proceedngs of the 2008 Wnter Smulaton Conference S. J. Mason, R. R. Hll, L. Mönch, O. Rose, T. Jefferson, J. W. Fowler eds. A DYNAMIC CRASHING METHOD FOR PROJECT MANAGEMENT USING SIMULATION-BASED OPTIMIZATION

More information

A powerful tool designed to enhance innovation and business performance

A powerful tool designed to enhance innovation and business performance A powerful tool desgned to enhance nnovaton and busness performance The LEGO Foundaton has taken over the responsblty for the LEGO SERIOUS PLAY method. Ths change wll help create the platform for the contnued

More information

Vembu StoreGrid Windows Client Installation Guide

Vembu StoreGrid Windows Client Installation Guide Ser v cepr ov dered t on Cl enti nst al l at ongu de W ndows Vembu StoreGrd Wndows Clent Installaton Gude Download the Wndows nstaller, VembuStoreGrd_4_2_0_SP_Clent_Only.exe To nstall StoreGrd clent on

More information

Conversion between the vector and raster data structures using Fuzzy Geographical Entities

Conversion between the vector and raster data structures using Fuzzy Geographical Entities Converson between the vector and raster data structures usng Fuzzy Geographcal Enttes Cdála Fonte Department of Mathematcs Faculty of Scences and Technology Unversty of Combra, Apartado 38, 3 454 Combra,

More information

The OC Curve of Attribute Acceptance Plans

The OC Curve of Attribute Acceptance Plans The OC Curve of Attrbute Acceptance Plans The Operatng Characterstc (OC) curve descrbes the probablty of acceptng a lot as a functon of the lot s qualty. Fgure 1 shows a typcal OC Curve. 10 8 6 4 1 3 4

More information

APPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT

APPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT APPLICATION OF PROBE DATA COLLECTED VIA INFRARED BEACONS TO TRAFFIC MANEGEMENT Toshhko Oda (1), Kochro Iwaoka (2) (1), (2) Infrastructure Systems Busness Unt, Panasonc System Networks Co., Ltd. Saedo-cho

More information

Project Networks With Mixed-Time Constraints

Project Networks With Mixed-Time Constraints Project Networs Wth Mxed-Tme Constrants L Caccetta and B Wattananon Western Australan Centre of Excellence n Industral Optmsaton (WACEIO) Curtn Unversty of Technology GPO Box U1987 Perth Western Australa

More information

IT09 - Identity Management Policy

IT09 - Identity Management Policy IT09 - Identty Management Polcy Introducton 1 The Unersty needs to manage dentty accounts for all users of the Unersty s electronc systems and ensure that users hae an approprate leel of access to these

More information

INVESTIGATION OF VEHICULAR USERS FAIRNESS IN CDMA-HDR NETWORKS

INVESTIGATION OF VEHICULAR USERS FAIRNESS IN CDMA-HDR NETWORKS 21 22 September 2007, BULGARIA 119 Proceedngs of the Internatonal Conference on Informaton Technologes (InfoTech-2007) 21 st 22 nd September 2007, Bulgara vol. 2 INVESTIGATION OF VEHICULAR USERS FAIRNESS

More information

VRT012 User s guide V0.1. Address: Žirmūnų g. 27, Vilnius LT-09105, Phone: (370-5) 2127472, Fax: (370-5) 276 1380, Email: info@teltonika.

VRT012 User s guide V0.1. Address: Žirmūnų g. 27, Vilnius LT-09105, Phone: (370-5) 2127472, Fax: (370-5) 276 1380, Email: info@teltonika. VRT012 User s gude V0.1 Thank you for purchasng our product. We hope ths user-frendly devce wll be helpful n realsng your deas and brngng comfort to your lfe. Please take few mnutes to read ths manual

More information

Forecasting the Direction and Strength of Stock Market Movement

Forecasting the Direction and Strength of Stock Market Movement Forecastng the Drecton and Strength of Stock Market Movement Jngwe Chen Mng Chen Nan Ye cjngwe@stanford.edu mchen5@stanford.edu nanye@stanford.edu Abstract - Stock market s one of the most complcated systems

More information

A role based access in a hierarchical sensor network architecture to provide multilevel security

A role based access in a hierarchical sensor network architecture to provide multilevel security 1 A role based access n a herarchcal sensor network archtecture to provde multlevel securty Bswajt Panja a Sanjay Kumar Madra b and Bharat Bhargava c a Department of Computer Scenc Morehead State Unversty

More information

Research of concurrency control protocol based on the main memory database

Research of concurrency control protocol based on the main memory database Research of concurrency control protocol based on the man memory database Abstract Yonghua Zhang * Shjazhuang Unversty of economcs, Shjazhuang, Shjazhuang, Chna Receved 1 October 2014, www.cmnt.lv The

More information

Traffic State Estimation in the Traffic Management Center of Berlin

Traffic State Estimation in the Traffic Management Center of Berlin Traffc State Estmaton n the Traffc Management Center of Berln Authors: Peter Vortsch, PTV AG, Stumpfstrasse, D-763 Karlsruhe, Germany phone ++49/72/965/35, emal peter.vortsch@ptv.de Peter Möhl, PTV AG,

More information

Canon NTSC Help Desk Documentation

Canon NTSC Help Desk Documentation Canon NTSC Help Desk Documentaton READ THIS BEFORE PROCEEDING Before revewng ths documentaton, Canon Busness Solutons, Inc. ( CBS ) hereby refers you, the customer or customer s representatve or agent

More information

Application of Multi-Agents for Fault Detection and Reconfiguration of Power Distribution Systems

Application of Multi-Agents for Fault Detection and Reconfiguration of Power Distribution Systems 1 Applcaton of Mult-Agents for Fault Detecton and Reconfguraton of Power Dstrbuton Systems K. Nareshkumar, Member, IEEE, M. A. Choudhry, Senor Member, IEEE, J. La, A. Felach, Senor Member, IEEE Abstract--The

More information

A Secure Password-Authenticated Key Agreement Using Smart Cards

A Secure Password-Authenticated Key Agreement Using Smart Cards A Secure Password-Authentcated Key Agreement Usng Smart Cards Ka Chan 1, Wen-Chung Kuo 2 and Jn-Chou Cheng 3 1 Department of Computer and Informaton Scence, R.O.C. Mltary Academy, Kaohsung 83059, Tawan,

More information

Performance Analysis of Energy Consumption of Smartphone Running Mobile Hotspot Application

Performance Analysis of Energy Consumption of Smartphone Running Mobile Hotspot Application Internatonal Journal of mart Grd and lean Energy Performance Analyss of Energy onsumpton of martphone Runnng Moble Hotspot Applcaton Yun on hung a chool of Electronc Engneerng, oongsl Unversty, 511 angdo-dong,

More information

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts

Power-of-Two Policies for Single- Warehouse Multi-Retailer Inventory Systems with Order Frequency Discounts Power-of-wo Polces for Sngle- Warehouse Mult-Retaler Inventory Systems wth Order Frequency Dscounts José A. Ventura Pennsylvana State Unversty (USA) Yale. Herer echnon Israel Insttute of echnology (Israel)

More information

Network Aware Load-Balancing via Parallel VM Migration for Data Centers

Network Aware Load-Balancing via Parallel VM Migration for Data Centers Network Aware Load-Balancng va Parallel VM Mgraton for Data Centers Kun-Tng Chen 2, Chen Chen 12, Po-Hsang Wang 2 1 Informaton Technology Servce Center, 2 Department of Computer Scence Natonal Chao Tung

More information

An Alternative Way to Measure Private Equity Performance

An Alternative Way to Measure Private Equity Performance An Alternatve Way to Measure Prvate Equty Performance Peter Todd Parlux Investment Technology LLC Summary Internal Rate of Return (IRR) s probably the most common way to measure the performance of prvate

More information

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol

CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK. Sample Stability Protocol CHOLESTEROL REFERENCE METHOD LABORATORY NETWORK Sample Stablty Protocol Background The Cholesterol Reference Method Laboratory Network (CRMLN) developed certfcaton protocols for total cholesterol, HDL

More information

A Self-Organized, Fault-Tolerant and Scalable Replication Scheme for Cloud Storage

A Self-Organized, Fault-Tolerant and Scalable Replication Scheme for Cloud Storage A Self-Organzed, Fault-Tolerant and Scalable Replcaton Scheme for Cloud Storage Ncolas Bonvn, Thanass G. Papaoannou and Karl Aberer School of Computer and Communcaton Scences École Polytechnque Fédérale

More information

Calculating the high frequency transmission line parameters of power cables

Calculating the high frequency transmission line parameters of power cables < ' Calculatng the hgh frequency transmsson lne parameters of power cables Authors: Dr. John Dcknson, Laboratory Servces Manager, N 0 RW E B Communcatons Mr. Peter J. Ncholson, Project Assgnment Manager,

More information

Overview of monitoring and evaluation

Overview of monitoring and evaluation 540 Toolkt to Combat Traffckng n Persons Tool 10.1 Overvew of montorng and evaluaton Overvew Ths tool brefly descrbes both montorng and evaluaton, and the dstncton between the two. What s montorng? Montorng

More information

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur

Module 2 LOSSLESS IMAGE COMPRESSION SYSTEMS. Version 2 ECE IIT, Kharagpur Module LOSSLESS IMAGE COMPRESSION SYSTEMS Lesson 3 Lossless Compresson: Huffman Codng Instructonal Objectves At the end of ths lesson, the students should be able to:. Defne and measure source entropy..

More information

Daily Mood Assessment based on Mobile Phone Sensing

Daily Mood Assessment based on Mobile Phone Sensing 2012 Nnth Internatonal Conference on Wearable and Implantable Body Sensor Networks Daly Mood Assessment based on Moble Phone Sensng Yuanchao Ma Bn Xu Yn Ba Guodong Sun Department of Computer Scence and

More information

Recurrence. 1 Definitions and main statements

Recurrence. 1 Definitions and main statements Recurrence 1 Defntons and man statements Let X n, n = 0, 1, 2,... be a MC wth the state space S = (1, 2,...), transton probabltes p j = P {X n+1 = j X n = }, and the transton matrx P = (p j ),j S def.

More information

Frequency Selective IQ Phase and IQ Amplitude Imbalance Adjustments for OFDM Direct Conversion Transmitters

Frequency Selective IQ Phase and IQ Amplitude Imbalance Adjustments for OFDM Direct Conversion Transmitters Frequency Selectve IQ Phase and IQ Ampltude Imbalance Adjustments for OFDM Drect Converson ransmtters Edmund Coersmeer, Ernst Zelnsk Noka, Meesmannstrasse 103, 44807 Bochum, Germany edmund.coersmeer@noka.com,

More information

A Dynamic Energy-Efficiency Mechanism for Data Center Networks

A Dynamic Energy-Efficiency Mechanism for Data Center Networks A Dynamc Energy-Effcency Mechansm for Data Center Networks Sun Lang, Zhang Jnfang, Huang Daochao, Yang Dong, Qn Yajuan A Dynamc Energy-Effcency Mechansm for Data Center Networks 1 Sun Lang, 1 Zhang Jnfang,

More information

A Passive Network Measurement-based Traffic Control Algorithm in Gateway of. P2P Systems

A Passive Network Measurement-based Traffic Control Algorithm in Gateway of. P2P Systems roceedngs of the 7th World Congress The Internatonal Federaton of Automatc Control A assve Network Measurement-based Traffc Control Algorthm n Gateway of 2 Systems Ybo Jang, Weje Chen, Janwe Zheng, Wanlang

More information

Checkng and Testng in Nokia RMS Process

Checkng and Testng in Nokia RMS Process An Integrated Schedulng Mechansm for Fault-Tolerant Modular Avoncs Systems Yann-Hang Lee Mohamed Youns Jeff Zhou CISE Department Unversty of Florda Ganesvlle, FL 326 yhlee@cse.ufl.edu Advanced System Technology

More information

Distributed Multi-Target Tracking In A Self-Configuring Camera Network

Distributed Multi-Target Tracking In A Self-Configuring Camera Network Dstrbuted Mult-Target Trackng In A Self-Confgurng Camera Network Crstan Soto, B Song, Amt K. Roy-Chowdhury Department of Electrcal Engneerng Unversty of Calforna, Rversde {cwlder,bsong,amtrc}@ee.ucr.edu

More information

Analysis of Energy-Conserving Access Protocols for Wireless Identification Networks

Analysis of Energy-Conserving Access Protocols for Wireless Identification Networks From the Proceedngs of Internatonal Conference on Telecommuncaton Systems (ITC-97), March 2-23, 1997. 1 Analyss of Energy-Conservng Access Protocols for Wreless Identfcaton etworks Imrch Chlamtac a, Chara

More information

On the Optimal Control of a Cascade of Hydro-Electric Power Stations

On the Optimal Control of a Cascade of Hydro-Electric Power Stations On the Optmal Control of a Cascade of Hydro-Electrc Power Statons M.C.M. Guedes a, A.F. Rbero a, G.V. Smrnov b and S. Vlela c a Department of Mathematcs, School of Scences, Unversty of Porto, Portugal;

More information

IWFMS: An Internal Workflow Management System/Optimizer for Hadoop

IWFMS: An Internal Workflow Management System/Optimizer for Hadoop IWFMS: An Internal Workflow Management System/Optmzer for Hadoop Lan Lu, Yao Shen Department of Computer Scence and Engneerng Shangha JaoTong Unversty Shangha, Chna lustrve@gmal.com, yshen@cs.sjtu.edu.cn

More information

Extending Probabilistic Dynamic Epistemic Logic

Extending Probabilistic Dynamic Epistemic Logic Extendng Probablstc Dynamc Epstemc Logc Joshua Sack May 29, 2008 Probablty Space Defnton A probablty space s a tuple (S, A, µ), where 1 S s a set called the sample space. 2 A P(S) s a σ-algebra: a set

More information

Enterprise Master Patient Index

Enterprise Master Patient Index Enterprse Master Patent Index Healthcare data are captured n many dfferent settngs such as hosptals, clncs, labs, and physcan offces. Accordng to a report by the CDC, patents n the Unted States made an

More information

Proactive Secret Sharing Or: How to Cope With Perpetual Leakage

Proactive Secret Sharing Or: How to Cope With Perpetual Leakage Proactve Secret Sharng Or: How to Cope Wth Perpetual Leakage Paper by Amr Herzberg Stanslaw Jareck Hugo Krawczyk Mot Yung Presentaton by Davd Zage What s Secret Sharng Basc Idea ((2, 2)-threshold scheme):

More information

A Dynamic Load Balancing for Massive Multiplayer Online Game Server

A Dynamic Load Balancing for Massive Multiplayer Online Game Server A Dynamc Load Balancng for Massve Multplayer Onlne Game Server Jungyoul Lm, Jaeyong Chung, Jnryong Km and Kwanghyun Shm Dgtal Content Research Dvson Electroncs and Telecommuncatons Research Insttute Daejeon,

More information

Vision Mouse. Saurabh Sarkar a* University of Cincinnati, Cincinnati, USA ABSTRACT 1. INTRODUCTION

Vision Mouse. Saurabh Sarkar a* University of Cincinnati, Cincinnati, USA ABSTRACT 1. INTRODUCTION Vson Mouse Saurabh Sarkar a* a Unversty of Cncnnat, Cncnnat, USA ABSTRACT The report dscusses a vson based approach towards trackng of eyes and fngers. The report descrbes the process of locatng the possble

More information

The Greedy Method. Introduction. 0/1 Knapsack Problem

The Greedy Method. Introduction. 0/1 Knapsack Problem The Greedy Method Introducton We have completed data structures. We now are gong to look at algorthm desgn methods. Often we are lookng at optmzaton problems whose performance s exponental. For an optmzaton

More information

FREQUENCY OF OCCURRENCE OF CERTAIN CHEMICAL CLASSES OF GSR FROM VARIOUS AMMUNITION TYPES

FREQUENCY OF OCCURRENCE OF CERTAIN CHEMICAL CLASSES OF GSR FROM VARIOUS AMMUNITION TYPES FREQUENCY OF OCCURRENCE OF CERTAIN CHEMICAL CLASSES OF GSR FROM VARIOUS AMMUNITION TYPES Zuzanna BRO EK-MUCHA, Grzegorz ZADORA, 2 Insttute of Forensc Research, Cracow, Poland 2 Faculty of Chemstry, Jagellonan

More information

HP Mission-Critical Services

HP Mission-Critical Services HP Msson-Crtcal Servces Delverng busness value to IT Jelena Bratc Zarko Subotc TS Support tm Mart 2012, Podgorca 2010 Hewlett-Packard Development Company, L.P. The nformaton contaned heren s subject to

More information

Can Auto Liability Insurance Purchases Signal Risk Attitude?

Can Auto Liability Insurance Purchases Signal Risk Attitude? Internatonal Journal of Busness and Economcs, 2011, Vol. 10, No. 2, 159-164 Can Auto Lablty Insurance Purchases Sgnal Rsk Atttude? Chu-Shu L Department of Internatonal Busness, Asa Unversty, Tawan Sheng-Chang

More information

Multitone Electronics Plc. delivering certainty

Multitone Electronics Plc. delivering certainty Multtone Electroncs Plc Multtone Electroncs Plc, Multtone House, Shortwood Copse Lane, Basngstoke, Hampshre, RG23 7NL Tel: +44 (0)1256 320292 Fax: +44 (0)1256 462 643 Emal: nfo@multtone.com Web: www.multtone.com

More information

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW.

SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. SUPPLIER FINANCING AND STOCK MANAGEMENT. A JOINT VIEW. Lucía Isabel García Cebrán Departamento de Economía y Dreccón de Empresas Unversdad de Zaragoza Gran Vía, 2 50.005 Zaragoza (Span) Phone: 976-76-10-00

More information

How To Understand The Results Of The German Meris Cloud And Water Vapour Product

How To Understand The Results Of The German Meris Cloud And Water Vapour Product Ttel: Project: Doc. No.: MERIS level 3 cloud and water vapour products MAPP MAPP-ATBD-ClWVL3 Issue: 1 Revson: 0 Date: 9.12.1998 Functon Name Organsaton Sgnature Date Author: Bennartz FUB Preusker FUB Schüller

More information

Hollinger Canadian Publishing Holdings Co. ( HCPH ) proceeding under the Companies Creditors Arrangement Act ( CCAA )

Hollinger Canadian Publishing Holdings Co. ( HCPH ) proceeding under the Companies Creditors Arrangement Act ( CCAA ) February 17, 2011 Andrew J. Hatnay ahatnay@kmlaw.ca Dear Sr/Madam: Re: Re: Hollnger Canadan Publshng Holdngs Co. ( HCPH ) proceedng under the Companes Credtors Arrangement Act ( CCAA ) Update on CCAA Proceedngs

More information

1.1 The University may award Higher Doctorate degrees as specified from time-to-time in UPR AS11 1.

1.1 The University may award Higher Doctorate degrees as specified from time-to-time in UPR AS11 1. HIGHER DOCTORATE DEGREES SUMMARY OF PRINCIPAL CHANGES General changes None Secton 3.2 Refer to text (Amendments to verson 03.0, UPR AS02 are shown n talcs.) 1 INTRODUCTION 1.1 The Unversty may award Hgher

More information

An ILP Formulation for Task Mapping and Scheduling on Multi-core Architectures

An ILP Formulation for Task Mapping and Scheduling on Multi-core Architectures An ILP Formulaton for Task Mappng and Schedulng on Mult-core Archtectures Yng Y, We Han, Xn Zhao, Ahmet T. Erdogan and Tughrul Arslan Unversty of Ednburgh, The Kng's Buldngs, Mayfeld Road, Ednburgh, EH9

More information

PAS: A Packet Accounting System to Limit the Effects of DoS & DDoS. Debish Fesehaye & Klara Naherstedt University of Illinois-Urbana Champaign

PAS: A Packet Accounting System to Limit the Effects of DoS & DDoS. Debish Fesehaye & Klara Naherstedt University of Illinois-Urbana Champaign PAS: A Packet Accountng System to Lmt the Effects of DoS & DDoS Debsh Fesehaye & Klara Naherstedt Unversty of Illnos-Urbana Champagn DoS and DDoS DDoS attacks are ncreasng threats to our dgtal world. Exstng

More information

Hosted Voice Self Service Installation Guide

Hosted Voice Self Service Installation Guide Hosted Voce Self Servce Installaton Gude Contact us at 1-877-355-1501 learnmore@elnk.com www.earthlnk.com 2015 EarthLnk. Trademarks are property of ther respectve owners. All rghts reserved. 1071-07629

More information

QoS in the Linux Operating System. Technical Report

QoS in the Linux Operating System. Technical Report Unverstät Karlsruhe (H) Insttut für elematk QoS n the Lnux Operatng System echncal Report Marc Bechler and Hartmut Rtter Insttut für elematk Fakultät für Informatk Unverstät Karlsruhe (H) E-Mal: [mbechler

More information

A Programming Model for the Cloud Platform

A Programming Model for the Cloud Platform Internatonal Journal of Advanced Scence and Technology A Programmng Model for the Cloud Platform Xaodong Lu School of Computer Engneerng and Scence Shangha Unversty, Shangha 200072, Chna luxaodongxht@qq.com

More information

Cloud-based Social Application Deployment using Local Processing and Global Distribution

Cloud-based Social Application Deployment using Local Processing and Global Distribution Cloud-based Socal Applcaton Deployment usng Local Processng and Global Dstrbuton Zh Wang *, Baochun L, Lfeng Sun *, and Shqang Yang * * Bejng Key Laboratory of Networked Multmeda Department of Computer

More information

For example, you might want to capture security group membership changes. A quick web search may lead you to the 632 event.

For example, you might want to capture security group membership changes. A quick web search may lead you to the 632 event. Audtng Wndows & Actve Drectory Changes va Wndows Event Logs Ths document takes a lghtweght look at the steps and consderatons nvolved n settng up Wndows and/or Actve Drectory event log audtng. Settng up

More information

HowHow to Find the Best Online Stock Broker

HowHow to Find the Best Online Stock Broker A GENERAL APPROACH FOR SECURITY MONITORING AND PREVENTIVE CONTROL OF NETWORKS WITH LARGE WIND POWER PRODUCTION Helena Vasconcelos INESC Porto hvasconcelos@nescportopt J N Fdalgo INESC Porto and FEUP jfdalgo@nescportopt

More information

IMPACT ANALYSIS OF A CELLULAR PHONE

IMPACT ANALYSIS OF A CELLULAR PHONE 4 th ASA & μeta Internatonal Conference IMPACT AALYSIS OF A CELLULAR PHOE We Lu, 2 Hongy L Bejng FEAonlne Engneerng Co.,Ltd. Bejng, Chna ABSTRACT Drop test smulaton plays an mportant role n nvestgatng

More information

Genetic Algorithm Based Optimization Model for Reliable Data Storage in Cloud Environment

Genetic Algorithm Based Optimization Model for Reliable Data Storage in Cloud Environment Advanced Scence and Technology Letters, pp.74-79 http://dx.do.org/10.14257/astl.2014.50.12 Genetc Algorthm Based Optmzaton Model for Relable Data Storage n Cloud Envronment Feng Lu 1,2,3, Hatao Wu 1,3,

More information

Scalability of a Mobile Cloud Management System

Scalability of a Mobile Cloud Management System Scalablty of a Moble Cloud Management System Roberto Bfulco Unversty of Napol Federco II roberto.bfulco2@unna.t Marcus Brunner NEC Laboratores Europe brunner@neclab.eu Peer Hasselmeyer NEC Laboratores

More information

Complex Service Provisioning in Collaborative Cloud Markets

Complex Service Provisioning in Collaborative Cloud Markets Melane Sebenhaar, Ulrch Lampe, Tm Lehrg, Sebastan Zöller, Stefan Schulte, Ralf Stenmetz: Complex Servce Provsonng n Collaboratve Cloud Markets. In: W. Abramowcz et al. (Eds.): Proceedngs of the 4th European

More information

An RFID Distance Bounding Protocol

An RFID Distance Bounding Protocol An RFID Dstance Boundng Protocol Gerhard P. Hancke and Markus G. Kuhn May 22, 2006 An RFID Dstance Boundng Protocol p. 1 Dstance boundng Verfer d Prover Places an upper bound on physcal dstance Does not

More information

Some literature also use the term Process Control

Some literature also use the term Process Control A Formal Approach for Internal Controls Complance n Busness Processes Koumars Namr 1, Nenad Stojanovc 2 1 SAP Research Center CEC Karlsruhe, SAP AG, Vncenz-Preßntz-Str.1 76131 Karlsruhe, Germany Koumars.Namr@sap.com

More information

Cloud Auto-Scaling with Deadline and Budget Constraints

Cloud Auto-Scaling with Deadline and Budget Constraints Prelmnary verson. Fnal verson appears In Proceedngs of 11th ACM/IEEE Internatonal Conference on Grd Computng (Grd 21). Oct 25-28, 21. Brussels, Belgum. Cloud Auto-Scalng wth Deadlne and Budget Constrants

More information

A Practical Comparison of Cluster Operating Systems Implementing Sequential and Transactional Consistency

A Practical Comparison of Cluster Operating Systems Implementing Sequential and Transactional Consistency A Practcal Comparson of Cluster Operatng Systems Implementng Sequental and Transactonal Consstency Stefan Frenz 1, Renaud Lottaux 2, Mchael Schoettner 1, Chrstne Morn 2, Ralph Goecelmann 1, and Peter Schulthess

More information

RELIABILITY, RISK AND AVAILABILITY ANLYSIS OF A CONTAINER GANTRY CRANE ABSTRACT

RELIABILITY, RISK AND AVAILABILITY ANLYSIS OF A CONTAINER GANTRY CRANE ABSTRACT Kolowrock Krzysztof Joanna oszynska MODELLING ENVIRONMENT AND INFRATRUCTURE INFLUENCE ON RELIABILITY AND OPERATION RT&A # () (Vol.) March RELIABILITY RIK AND AVAILABILITY ANLYI OF A CONTAINER GANTRY CRANE

More information

denote the location of a node, and suppose node X . This transmission causes a successful reception by node X for any other node

denote the location of a node, and suppose node X . This transmission causes a successful reception by node X for any other node Fnal Report of EE359 Class Proect Throughput and Delay n Wreless Ad Hoc Networs Changhua He changhua@stanford.edu Abstract: Networ throughput and pacet delay are the two most mportant parameters to evaluate

More information

Implementation of Deutsch's Algorithm Using Mathcad

Implementation of Deutsch's Algorithm Using Mathcad Implementaton of Deutsch's Algorthm Usng Mathcad Frank Roux The followng s a Mathcad mplementaton of Davd Deutsch's quantum computer prototype as presented on pages - n "Machnes, Logc and Quantum Physcs"

More information

1. Fundamentals of probability theory 2. Emergence of communication traffic 3. Stochastic & Markovian Processes (SP & MP)

1. Fundamentals of probability theory 2. Emergence of communication traffic 3. Stochastic & Markovian Processes (SP & MP) 6.3 / -- Communcaton Networks II (Görg) SS20 -- www.comnets.un-bremen.de Communcaton Networks II Contents. Fundamentals of probablty theory 2. Emergence of communcaton traffc 3. Stochastc & Markovan Processes

More information

A MODEL-BASED REPOSITORY FOR OPEN SOURCE SERVICE AND COMPONENT INTEGRATION

A MODEL-BASED REPOSITORY FOR OPEN SOURCE SERVICE AND COMPONENT INTEGRATION A MODEL-BASED REPOSITORY FOR OPEN SOURCE SERVICE AND COMPONENT INTEGRATION Rodrgo García-Carmona, Félx Cuadrado, Juan C. Dueñas Departamento de Ingenería de Sstemas Telemátcos, ETSI Telecomuncacón, Unversdad

More information

Luby s Alg. for Maximal Independent Sets using Pairwise Independence

Luby s Alg. for Maximal Independent Sets using Pairwise Independence Lecture Notes for Randomzed Algorthms Luby s Alg. for Maxmal Independent Sets usng Parwse Independence Last Updated by Erc Vgoda on February, 006 8. Maxmal Independent Sets For a graph G = (V, E), an ndependent

More information

Planning for Marketing Campaigns

Planning for Marketing Campaigns Plannng for Marketng Campagns Qang Yang and Hong Cheng Department of Computer Scence Hong Kong Unversty of Scence and Technology Clearwater Bay, Kowloon, Hong Kong, Chna (qyang, csch)@cs.ust.hk Abstract

More information

Business Process Improvement using Multi-objective Optimisation K. Vergidis 1, A. Tiwari 1 and B. Majeed 2

Business Process Improvement using Multi-objective Optimisation K. Vergidis 1, A. Tiwari 1 and B. Majeed 2 Busness Process Improvement usng Mult-objectve Optmsaton K. Vergds 1, A. Twar 1 and B. Majeed 2 1 Manufacturng Department, School of Industral and Manufacturng Scence, Cranfeld Unversty, Cranfeld, MK43

More information

SEVERAL trends are opening up the era of Cloud

SEVERAL trends are opening up the era of Cloud 1 Towards Secure and Dependable Storage Servces n Cloud Computng Cong Wang, Student Member, IEEE, Qan Wang, Student Member, IEEE, Ku Ren, Member, IEEE, Nng Cao, Student Member, IEEE, and Wenjng Lou, Senor

More information

1 Example 1: Axis-aligned rectangles

1 Example 1: Axis-aligned rectangles COS 511: Theoretcal Machne Learnng Lecturer: Rob Schapre Lecture # 6 Scrbe: Aaron Schld February 21, 2013 Last class, we dscussed an analogue for Occam s Razor for nfnte hypothess spaces that, n conjuncton

More information

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12

PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 12 14 The Ch-squared dstrbuton PSYCHOLOGICAL RESEARCH (PYC 304-C) Lecture 1 If a normal varable X, havng mean µ and varance σ, s standardsed, the new varable Z has a mean 0 and varance 1. When ths standardsed

More information

Politecnico di Torino. Porto Institutional Repository

Politecnico di Torino. Porto Institutional Repository Poltecnco d Torno Porto Insttutonal Repostory [Artcle] A cost-effectve cloud computng framework for acceleratng multmeda communcaton smulatons Orgnal Ctaton: D. Angel, E. Masala (2012). A cost-effectve

More information

Assessment of the legal framework

Assessment of the legal framework 46 Toolkt to Combat Traffckng n Persons Tool 2.4 Assessment of the legal framework Overvew Ths tool offers gudelnes and resources for assessng a natonal legal framework. See also Tool 3.2 on crmnalzaton

More information

Methodology to Determine Relationships between Performance Factors in Hadoop Cloud Computing Applications

Methodology to Determine Relationships between Performance Factors in Hadoop Cloud Computing Applications Methodology to Determne Relatonshps between Performance Factors n Hadoop Cloud Computng Applcatons Lus Eduardo Bautsta Vllalpando 1,2, Alan Aprl 1 and Alan Abran 1 1 Department of Software Engneerng and

More information

Software project management with GAs

Software project management with GAs Informaton Scences 177 (27) 238 241 www.elsever.com/locate/ns Software project management wth GAs Enrque Alba *, J. Francsco Chcano Unversty of Málaga, Grupo GISUM, Departamento de Lenguajes y Cencas de

More information

Abstract. 260 Business Intelligence Journal July IDENTIFICATION OF DEMAND THROUGH STATISTICAL DISTRIBUTION MODELING FOR IMPROVED DEMAND FORECASTING

Abstract. 260 Business Intelligence Journal July IDENTIFICATION OF DEMAND THROUGH STATISTICAL DISTRIBUTION MODELING FOR IMPROVED DEMAND FORECASTING 260 Busness Intellgence Journal July IDENTIFICATION OF DEMAND THROUGH STATISTICAL DISTRIBUTION MODELING FOR IMPROVED DEMAND FORECASTING Murphy Choy Mchelle L.F. Cheong School of Informaton Systems, Sngapore

More information

Minimal Coding Network With Combinatorial Structure For Instantaneous Recovery From Edge Failures

Minimal Coding Network With Combinatorial Structure For Instantaneous Recovery From Edge Failures Mnmal Codng Network Wth Combnatoral Structure For Instantaneous Recovery From Edge Falures Ashly Joseph 1, Mr.M.Sadsh Sendl 2, Dr.S.Karthk 3 1 Fnal Year ME CSE Student Department of Computer Scence Engneerng

More information

Enabling P2P One-view Multi-party Video Conferencing

Enabling P2P One-view Multi-party Video Conferencing Enablng P2P One-vew Mult-party Vdeo Conferencng Yongxang Zhao, Yong Lu, Changja Chen, and JanYn Zhang Abstract Mult-Party Vdeo Conferencng (MPVC) facltates realtme group nteracton between users. Whle P2P

More information

Abstract # 015-0399 Working Capital Exposure: A Methodology to Control Economic Performance in Production Environment Projects

Abstract # 015-0399 Working Capital Exposure: A Methodology to Control Economic Performance in Production Environment Projects Abstract # 015-0399 Workng Captal Exposure: A Methodology to Control Economc Performance n Producton Envronment Projects Dego F. Manotas. School of Industral Engneerng and Statstcs, Unversdad del Valle.

More information