Sigmoid Functions and Their Usage in Artificial Neural Networks
|
|
- Fay Stephany Day
- 7 years ago
- Views:
Transcription
1 Sigmoid Functions and Thir Usag in Artificial Nural Ntworks Taskin Kocak School of Elctrical Enginring and Computr Scinc Applications of Calculus II: Invrs Functions
2 Eampl problm Calculus Topic: Invrs functions Sction 7.6 #9: Prov idntity tanh tanh 2
3 Eampl problm (cont.) tanh tanh?? tanh? a) sinh b) cosh sinh c) sinh cosh d)sinh cosh
4 Eampl problm (cont.) cosh sinh cosh sinh tanh tanh
5 Eampl problm (cont.) cosh sinh cosh sinh tanh tanh 2 2 2
6 Larning Objctivs. Dtrmin th rlationships btwn th biological and artificial nural ntworks 2. Usag of artificial nural ntworks Th OR ampl 3. Th classic XOR problm
7 Sigmoid functions ( t) t A moid function producs a curv with an S shap. Th ampl moid function shown on th lft is a spcial cas of th logistic function, which modls th growth of som st.
8 Sigmoid, hyprbolic functions, and nural ntworks In gnral, a moid function is ral-valud and diffrntiabl, having a non-ngativ or non-positiv first drivativ, on local minimum, and on local maimum. Th logistic moid function is rlatd to th hyprbolic tangnt as follows 2( ) 2 tanh 2
9 Sigmoid, hyprbolic functions, and nural ntworks Sigmoid functions ar oftn usd in artificial nural ntworks to introduc nonlinarity in th modl. A nural ntwork lmnt computs a linar combination of its input nals, and applis a moid function to th rsult. A rason for its popularity in nural ntworks is bcaus th moid function satisfis a proprty btwn th drivativ and itslf such that it is computationally asy to prform. d dt ( t) ( t)( ( t)) Drivativs of th moid function ar usually mployd in larning algorithms.
10 Artificial nural ntworks: Motivation. Pattrn classification 2. Clustring 3. Function approimation
11 Artificial nural ntworks: Motivation Optimization Travling salsman problm Start from city A and visit all th citis. What s th shortst path? A E a) A-C-B-D-E-A C b) A-E-B-D-C-A D B c) A-B-C-D-E-A d) A-D-C-E-B-A ) A-C-E-D-B-A
12 Artificial nural ntworks: Motivation 4. Prdiction / forcasting 5. Optimization 6. Contnt addrssabl mmory
13 Biological nuron A nuron (or nrv cll) is a spcial biological cll that procsss information. It is composd of a cll body, or soma, and two typs of out-raching tr-lik branchs: th aon and th dndrits. Th cll body has a nuclus that contains information. A nuron rcivs nals (impulss) from othr nurons through its dndrits (rcivrs) and transmits nals gnratd by its cll body along th aon (transmittr).
14 Artificial nural ntworks Inspird by biological nural ntworks, artificial nural ntworks ar massiv paralll computing systms consisting of an trmly larg numbr of simpl procssors with many intrconnctions. McCulloch and Pitts proposd a binary thrshold unit as a computational modl for an artificial nuron.
15 Activation function - Unit stp function Activation function: A function usd to transform th activation lvl of nuron (wightd sum of inputs) to an output nal. Unit stp function is on of th activation functions Θ N j j j T I w y > < ) ( t t t t if if t t u
16 Assssmnt of Larning Objctiv # Similaritis btwn th biological and artificial nural ntworks Connction wights in ANN rprsnt which biological structur? a) Cll body b) Nuclus c) Aon d) Dndrits ) Synaps
17 Usag of artificial nural ntworks Th OR ampl w will utiliz th McCulloch-Pitt modl to train a nural ntwork to larn th logic OR function. Th OR function w will us is a two-input binary OR function givn in Tabl. Tabl : OR function I I 2 Output ? 0? a) 0 b)
18 Th OR ampl First, w will us on nuron with two inputs. Not that th inputs ar givn qual wights by asning th wights (w s) to. Th thrshold, T, is st to 0 in this ampl. W calculat th output as follows: ) Comput th total wightd inputs X 2 i I i w i XI w I 2 w 2 I I 2 I I 2
19 Th OR ampl 2) Calculat th output using th logistic moid activation function O ( X T ) ( X ) X Now, lt s try it for th inputs givn in Tabl. For I 0 and I 2 0; X0, O 0 0.5
20 Th OR ampl (cont.) For I 0 and I 2, and I and I 2 0; X, O For I and I 2 ; X2, O For all cass th rsults match with Tabl assuming that 0.5 and blow ar considrd as 0 and abov as.
21 Assssmnt of Larning Objctiv #2. (Two minut discussion) If th wights wr 0.5 rathr than, will th ntwork still function lik OR? a) Ys b) No
22 Assssmnt of Larning Objctiv #2 2. (5-minut papr) In groups of two studnts, discuss whthr th sam ntwork can b usd to larn th AND function? (Hint: You may chang th thrshold(0.5) if ncssary) Tabl 2: AND function I I 2 Output ? 0? a) 0 b)
23 Th classic XOR problm Tabl 3: XOR function I I 2 Output If w us th sam on-nuron modl to larn th XOR (clusiv or) function, th modl will fail. Th first thr cass will produc corrct rsults; howvr, th last cas will produc, which is not corrct. 0
24 Th classic XOR problm (cont.) Th solution is to add a middl (hiddn in ANN trminology) layr btwn th inputs and th output nuron Choos th wights ww2w2w22. Us a diffrnt moid function, which is givn with a crtain thrshold for ach nuron: ( ) ( ) ( ) H H 2 O ( 0.5) (.5) ( 0.2) Confirm by calculating th nuron outputs for ach possibl input combinations that this nural ntwork is indd functioning lik an XOR. (Hint: Th output qual or blow 0.5 is considrd 0, othrwis )
25 Nuron calculation I I2 XOR X H H2 O Out ww2w2w22 ( ) ( ) ( ) H H 2 O ( 0.5) (.5) ( 0.2) H H H (0) () ( (2) (00.5) 0.5) (20.5)
26 Nuron calculation (2) I I2 XOR X H H2 O Out ww2w2w22 ( ) ( ) ( ) H H 2 O ( 0.5) (.5) ( 0.2) H 2 H 2 H 2 (0) () ( (2) (0.5).5) (2.5)
27 Nuron calculation (3) ww2w2w22 I I2 XOR X H H2 O Out ( ) ( ) ( ) H H 2 O ( 0.5) (.5) ( 0.2) O O ( H 2 H) ( H 2 H) O O (0.95) (0.2450) ( ) ( )
28 Nuron calculation (4) I I2 XOR X H H2 O Out ww2w2w22 ( ) ( ) ( ) H H 2 O ( 0.5) (.5) ( 0.2) Assuming that 0.5 and blow ar considrd as 0 and abov as.
29 Eampl applications
New Basis Functions. Section 8. Complex Fourier Series
Nw Basis Functions Sction 8 Complx Fourir Sris Th complx Fourir sris is prsntd first with priod 2, thn with gnral priod. Th connction with th ral-valud Fourir sris is xplaind and formula ar givn for convrting
More informationFACULTY SALARIES FALL 2004. NKU CUPA Data Compared To Published National Data
FACULTY SALARIES FALL 2004 NKU CUPA Data Compard To Publishd National Data May 2005 Fall 2004 NKU Faculty Salaris Compard To Fall 2004 Publishd CUPA Data In th fall 2004 Northrn Kntucky Univrsity was among
More information5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST:
.4 Eponntial Functions: Diffrntiation an Intgration TOOTLIFTST: Eponntial functions ar of th form f ( ) Ab. W will, in this sction, look at a spcific typ of ponntial function whr th bas, b, is.78.... This
More informationA Note on Approximating. the Normal Distribution Function
Applid Mathmatical Scincs, Vol, 00, no 9, 45-49 A Not on Approimating th Normal Distribution Function K M Aludaat and M T Alodat Dpartmnt of Statistics Yarmouk Univrsity, Jordan Aludaatkm@hotmailcom and
More informationLecture 20: Emitter Follower and Differential Amplifiers
Whits, EE 3 Lctur 0 Pag of 8 Lctur 0: Emittr Followr and Diffrntial Amplifirs Th nxt two amplifir circuits w will discuss ar ry important to lctrical nginring in gnral, and to th NorCal 40A spcifically.
More informationAP Calculus AB 2008 Scoring Guidelines
AP Calculus AB 8 Scoring Guidlins Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos mission is to connct studnts to collg succss and opportunity.
More informationQUANTITATIVE METHODS CLASSES WEEK SEVEN
QUANTITATIVE METHODS CLASSES WEEK SEVEN Th rgrssion modls studid in prvious classs assum that th rspons variabl is quantitativ. Oftn, howvr, w wish to study social procsss that lad to two diffrnt outcoms.
More information5 2 index. e e. Prime numbers. Prime factors and factor trees. Powers. worked example 10. base. power
Prim numbrs W giv spcial nams to numbrs dpnding on how many factors thy hav. A prim numbr has xactly two factors: itslf and 1. A composit numbr has mor than two factors. 1 is a spcial numbr nithr prim
More informationTraffic Flow Analysis (2)
Traffic Flow Analysis () Statistical Proprtis. Flow rat distributions. Hadway distributions. Spd distributions by Dr. Gang-Ln Chang, Profssor Dirctor of Traffic safty and Oprations Lab. Univrsity of Maryland,
More informationThe example is taken from Sect. 1.2 of Vol. 1 of the CPN book.
Rsourc Allocation Abstract This is a small toy xampl which is wll-suitd as a first introduction to Cnts. Th CN modl is dscribd in grat dtail, xplaining th basic concpts of C-nts. Hnc, it can b rad by popl
More informationIncomplete 2-Port Vector Network Analyzer Calibration Methods
Incomplt -Port Vctor Ntwork nalyzr Calibration Mthods. Hnz, N. Tmpon, G. Monastrios, H. ilva 4 RF Mtrology Laboratory Instituto Nacional d Tcnología Industrial (INTI) Bunos irs, rgntina ahnz@inti.gov.ar
More informationby John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia
Studnt Nots Cost Volum Profit Analysis by John Donald, Lcturr, School of Accounting, Economics and Financ, Dakin Univrsity, Australia As mntiond in th last st of Studnt Nots, th ability to catgoris costs
More informationSPECIAL VOWEL SOUNDS
SPECIAL VOWEL SOUNDS Plas consult th appropriat supplmnt for th corrsponding computr softwar lsson. Rfr to th 42 Sounds Postr for ach of th Spcial Vowl Sounds. TEACHER INFORMATION: Spcial Vowl Sounds (SVS)
More informationQuestion 3: How do you find the relative extrema of a function?
ustion 3: How do you find th rlativ trma of a function? Th stratgy for tracking th sign of th drivativ is usful for mor than dtrmining whr a function is incrasing or dcrasing. It is also usful for locating
More informationLecture 3: Diffusion: Fick s first law
Lctur 3: Diffusion: Fick s first law Today s topics What is diffusion? What drivs diffusion to occur? Undrstand why diffusion can surprisingly occur against th concntration gradint? Larn how to dduc th
More informationCPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions
CPS 22 Thory of Computation REGULAR LANGUAGES Rgular xprssions Lik mathmatical xprssion (5+3) * 4. Rgular xprssion ar built using rgular oprations. (By th way, rgular xprssions show up in various languags:
More informationArchitecture of the proposed standard
Architctur of th proposd standard Introduction Th goal of th nw standardisation projct is th dvlopmnt of a standard dscribing building srvics (.g.hvac) product catalogus basd on th xprincs mad with th
More informationAdverse Selection and Moral Hazard in a Model With 2 States of the World
Advrs Slction and Moral Hazard in a Modl With 2 Stats of th World A modl of a risky situation with two discrt stats of th world has th advantag that it can b natly rprsntd using indiffrnc curv diagrams,
More informationCategory 7: Employee Commuting
7 Catgory 7: Employ Commuting Catgory dscription This catgory includs missions from th transportation of mploys 4 btwn thir homs and thir worksits. Emissions from mploy commuting may aris from: Automobil
More informationMathematics. Mathematics 3. hsn.uk.net. Higher HSN23000
hsn uknt Highr Mathmatics UNIT Mathmatics HSN000 This documnt was producd spcially for th HSNuknt wbsit, and w rquir that any copis or drivativ works attribut th work to Highr Still Nots For mor dtails
More informationParallel and Distributed Programming. Performance Metrics
Paralll and Distributd Programming Prformanc! wo main goals to b achivd with th dsign of aralll alications ar:! Prformanc: th caacity to rduc th tim to solv th roblm whn th comuting rsourcs incras;! Scalability:
More informationCombinatorial Analysis of Network Security
Combinatorial Analysis of Ntwork Scurity Stvn Nol a, Brian O Brry a, Charls Hutchinson a, Sushil Jajodia a, Lynn Kuthan b, and Andy Nguyn b a Gorg Mason Univrsity Cntr for Scur Information Systms b Dfns
More informationTeaching Computer Networking with the Help of Personal Computer Networks
Taching Computr Ntworking with th Hlp of Prsonal Computr Ntworks Rocky K. C. Chang Dpartmnt of Computing Th Hong Kong Polytchnic Univrsity Hung Hom, Kowloon, Hong Kong csrchang@comp.polyu.du.hk ABSTRACT
More informationCALCULATING MARGINAL PROBABILITIES IN PROC PROBIT Guy Pascale, Memorial Health Alliance
CALCULATING MARGINAL PROBABILITIES IN PROC PROBIT Guy Pascal, Mmorial Halth Allianc Introduction Th PROBIT procdur within th SAS systm provids a simpl mthod for stimating discrt choic variabls (i.. dichotomous
More informationKeywords Cloud Computing, Service level agreement, cloud provider, business level policies, performance objectives.
Volum 3, Issu 6, Jun 2013 ISSN: 2277 128X Intrnational Journal of Advancd Rsarch in Computr Scinc and Softwar Enginring Rsarch Papr Availabl onlin at: wwwijarcsscom Dynamic Ranking and Slction of Cloud
More informationUpper Bounding the Price of Anarchy in Atomic Splittable Selfish Routing
Uppr Bounding th Pric of Anarchy in Atomic Splittabl Slfish Routing Kamyar Khodamoradi 1, Mhrdad Mahdavi, and Mohammad Ghodsi 3 1 Sharif Univrsity of Tchnology, Thran, Iran, khodamoradi@c.sharif.du Sharif
More informationAn IAC Approach for Detecting Profile Cloning in Online Social Networks
An IAC Approach for Dtcting Profil Cloning in Onlin Social Ntworks MortzaYousfi Kharaji 1 and FatmhSalhi Rizi 2 1 Dptartmnt of Computr and Information Tchnology Enginring,Mazandaran of Scinc and Tchnology,Babol,
More informationCloud and Big Data Summer School, Stockholm, Aug., 2015 Jeffrey D. Ullman
Cloud and Big Data Summr Scool, Stockolm, Aug., 2015 Jffry D. Ullman Givn a st of points, wit a notion of distanc btwn points, group t points into som numbr of clustrs, so tat mmbrs of a clustr ar clos
More informationA Theoretical Model of Public Response to the Homeland Security Advisory System
A Thortical Modl of Public Rspons to th Homland Scurity Advisory Systm Amy (Wnxuan) Ding Dpartmnt of Information and Dcision Scincs Univrsity of Illinois Chicago, IL 60607 wxding@uicdu Using a diffrntial
More informationWORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769
08-16-85 WORKERS' COMPENSATION ANALYST, 1774 SENIOR WORKERS' COMPENSATION ANALYST, 1769 Summary of Dutis : Dtrmins City accptanc of workrs' compnsation cass for injurd mploys; authorizs appropriat tratmnt
More informationUser-Perceived Quality of Service in Hybrid Broadcast and Telecommunication Networks
Usr-Prcivd Quality of Srvic in Hybrid Broadcast and Tlcommunication Ntworks Michal Galtzka Fraunhofr Institut for Intgratd Circuits Branch Lab Dsign Automation, Drsdn, Grmany Michal.Galtzka@as.iis.fhg.d
More informationIntroduction to Finite Element Modeling
Introduction to Finit Elmnt Modling Enginring analysis of mchanical systms hav bn addrssd by driving diffrntial quations rlating th variabls of through basic physical principls such as quilibrium, consrvation
More informationEcon 371: Answer Key for Problem Set 1 (Chapter 12-13)
con 37: Answr Ky for Problm St (Chaptr 2-3) Instructor: Kanda Naknoi Sptmbr 4, 2005. (2 points) Is it possibl for a country to hav a currnt account dficit at th sam tim and has a surplus in its balanc
More informationFree ACA SOLUTION (IRS 1094&1095 Reporting)
Fr ACA SOLUTION (IRS 1094&1095 Rporting) Th Insuranc Exchang (301) 279-1062 ACA Srvics Transmit IRS Form 1094 -C for mployrs Print & mail IRS Form 1095-C to mploys HR Assist 360 will gnrat th 1095 s for
More informationSection 7.4: Exponential Growth and Decay
1 Sction 7.4: Exponntial Growth and Dcay Practic HW from Stwart Txtbook (not to hand in) p. 532 # 1-17 odd In th nxt two ction, w xamin how population growth can b modld uing diffrntial quation. W tart
More informationCookie Policy- May 5, 2014
Cooki Policy- May 5, 2014 Us of Cookis on Sizmk Wbsits This Cooki Disclosur applis only to us of cookis on corporat wbsits (www.sizmk.com and rlatd rgional wbsits) publishd by Sizmk Inc. and its affiliats
More informationCategory 1: Purchased Goods and Services
1 Catgory 1: Purchasd Goods and Srvics Catgory dscription T his catgory includs all upstram (i.., cradl-to-gat) missions from th production of products purchasd or acquird by th rporting company in th
More informationVector Network Analyzer
Cours on Microwav Masurmnts Vctor Ntwork Analyzr Prof. Luca Prrgrini Dpt. of Elctrical, Computr and Biomdical Enginring Univrsity of Pavia -mail: luca.prrgrini@unipv.it wb: microwav.unipv.it Microwav Masurmnts
More informationWhole Systems Approach to CO 2 Capture, Transport and Storage
Whol Systms Approach to CO 2 Captur, Transport and Storag N. Mac Dowll, A. Alhajaj, N. Elahi, Y. Zhao, N. Samsatli and N. Shah UKCCS Mting, July 14th 2011, Nottingham, UK Ovrviw 1 Introduction 2 3 4 Powr
More informationSTATEMENT OF INSOLVENCY PRACTICE 3.2
STATEMENT OF INSOLVENCY PRACTICE 3.2 COMPANY VOLUNTARY ARRANGEMENTS INTRODUCTION 1 A Company Voluntary Arrangmnt (CVA) is a statutory contract twn a company and its crditors undr which an insolvncy practitionr
More informationAP Calculus Multiple-Choice Question Collection 1969 1998. connect to college success www.collegeboard.com
AP Calculus Multipl-Choic Qustion Collction 969 998 connct to collg succss www.collgboard.com Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos
More informationRemember you can apply online. It s quick and easy. Go to www.gov.uk/advancedlearningloans. Title. Forename(s) Surname. Sex. Male Date of birth D
24+ Advancd Larning Loan Application form Rmmbr you can apply onlin. It s quick and asy. Go to www.gov.uk/advancdlarningloans About this form Complt this form if: you r studying an ligibl cours at an approvd
More informationTaiwan Stock Forecasting with the Genetic Programming
Procings of th 2011 Confrnc on Tchnologis an Applications of Artificial Intllignc (TAAI 2011) Taiwan Stock Forcasting with th Gntic Programming Siao-Ming Jhou, Chang-Biau Yang an Hung-Hsin Chn Dpartmnt
More informationKey Management System Framework for Cloud Storage Singa Suparman, Eng Pin Kwang Temasek Polytechnic {singas,engpk}@tp.edu.sg
Ky Managmnt Systm Framwork for Cloud Storag Singa Suparman, Eng Pin Kwang Tmask Polytchnic {singas,ngpk}@tp.du.sg Abstract In cloud storag, data ar oftn movd from on cloud storag srvic to anothr. Mor frquntly
More informationConstraint-Based Analysis of Gene Deletion in a Metabolic Network
Constraint-Basd Analysis of Gn Dltion in a Mtabolic Ntwork Abdlhalim Larhlimi and Alxandr Bockmayr DFG-Rsarch Cntr Mathon, FB Mathmatik und Informatik, Fri Univrsität Brlin, Arnimall, 3, 14195 Brlin, Grmany
More informationFundamentals: NATURE OF HEAT, TEMPERATURE, AND ENERGY
Fundamntals: NATURE OF HEAT, TEMPERATURE, AND ENERGY DEFINITIONS: Quantum Mchanics study of individual intractions within atoms and molculs of particl associatd with occupid quantum stat of a singl particl
More informationEFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS
25 Vol. 3 () January-March, pp.37-5/tripathi EFFECT OF GEOMETRICAL PARAMETERS ON HEAT TRANSFER PERFORMACE OF RECTANGULAR CIRCUMFERENTIAL FINS *Shilpa Tripathi Dpartmnt of Chmical Enginring, Indor Institut
More informationHOMEWORK FOR UNIT 5-1: FORCE AND MOTION
Nam Dat Partnrs HOMEWORK FOR UNIT 51: FORCE AND MOTION 1. You ar givn tn idntial springs. Dsrib how you would dvlop a sal of for (i., a mans of produing rpatabl fors of a varity of sizs) using ths springs.
More informationDeveloping Software Bug Prediction Models Using Various Software Metrics as the Bug Indicators
Dvloping Softwar Bug Prdiction Modls Using Various Softwar Mtrics as th Bug Indicators Varuna Gupta Rsarch Scholar, Christ Univrsity, Bangalor Dr. N. Ganshan Dirctor, RICM, Bangalor Dr. Tarun K. Singhal
More informationEnforcing Fine-grained Authorization Policies for Java Mobile Agents
Enforcing Fin-graind Authorization Policis for Java Mobil Agnts Giovanni Russllo Changyu Dong Narankr Dulay Dpartmnt of Computing Imprial Collg London South Knsington London, SW7 2AZ, UK {g.russllo, changyu.dong,
More informationAnalyzing the Economic Efficiency of ebaylike Online Reputation Reporting Mechanisms
A rsarch and ducation initiativ at th MIT Sloan School of Managmnt Analyzing th Economic Efficincy of Baylik Onlin Rputation Rporting Mchanisms Papr Chrysanthos Dllarocas July For mor information, plas
More informationContinuity Cloud Virtual Firewall Guide
Cloud Virtual Firwall Guid uh6 Vrsion 1.0 Octobr 2015 Foldr BDR Guid for Vam Pag 1 of 36 Cloud Virtual Firwall Guid CONTENTS INTRODUCTION... 3 ACCESSING THE VIRTUAL FIREWALL... 4 HYPER-V/VIRTUALBOX CONTINUITY
More informationME 612 Metal Forming and Theory of Plasticity. 6. Strain
Mtal Forming and Thory of Plasticity -mail: azsnalp@gyt.du.tr Makin Mühndisliği Bölümü Gbz Yüksk Tknoloji Enstitüsü 6.1. Uniaxial Strain Figur 6.1 Dfinition of th uniaxial strain (a) Tnsil and (b) Comprssiv.
More informationTopology Information Condensation in Hierarchical Networks.
Topology Information Condnsation in Hirarchical Ntworks. Pit Van Mighm Dlft Univrsity of Tchnology a ABSTRACT Inspird by th PNNI protocol of th ATM Forum, this work focuss on th problm of nod aggrgation
More informationUse a high-level conceptual data model (ER Model). Identify objects of interest (entities) and relationships between these objects
Chaptr 3: Entity Rlationship Modl Databas Dsign Procss Us a high-lvl concptual data modl (ER Modl). Idntify objcts of intrst (ntitis) and rlationships btwn ths objcts Idntify constraints (conditions) End
More informationFinancial Mathematics
Financial Mathatics A ractical Guid for Actuaris and othr Businss rofssionals B Chris Ruckan, FSA & Jo Francis, FSA, CFA ublishd b B rofssional Education Solutions to practic qustions Chaptr 7 Solution
More informationBudget Optimization in Search-Based Advertising Auctions
Budgt Optimization in Sarch-Basd Advrtising Auctions ABSTRACT Jon Fldman Googl, Inc. Nw York, NY jonfld@googl.com Martin Pál Googl, Inc. Nw York, NY mpal@googl.com Intrnt sarch companis sll advrtismnt
More informationA Graph-based Proactive Fault Identification Approach in Computer Networks
A Graph-basd Proacti Fault Idntification Approach in Computr Ntworks Yijiao Yu, Qin Liu and Lianshng Tan * Dpartmnt of Computr Scinc, Cntral China Normal Unirsity, Wuhan 4379 PR China E-mail: yjyu, liuqin,
More informationCHAPTER 4c. ROOTS OF EQUATIONS
CHAPTER c. ROOTS OF EQUATIONS A. J. Clark School o Enginring Dpartmnt o Civil and Environmntal Enginring by Dr. Ibrahim A. Aakka Spring 00 ENCE 03 - Computation Mthod in Civil Enginring II Dpartmnt o Civil
More informationIrrigating With High Salinity Water 1
BUL322 Irrigating With High Watr 1 Dorota Z. Haman 2 In humid aras such as Florida, salinity concrns ar diffrnt than in arid aras sinc larg amounts of rainfall will wash out salts concntrating in th soil
More informationExpert-Mediated Search
Exprt-Mdiatd Sarch Mnal Chhabra Rnsslar Polytchnic Inst. Dpt. of Computr Scinc Troy, NY, USA chhabm@cs.rpi.du Sanmay Das Rnsslar Polytchnic Inst. Dpt. of Computr Scinc Troy, NY, USA sanmay@cs.rpi.du David
More informationCPU. Rasterization. Per Vertex Operations & Primitive Assembly. Polynomial Evaluator. Frame Buffer. Per Fragment. Display List.
Elmntary Rndring Elmntary rastr algorithms for fast rndring Gomtric Primitivs Lin procssing Polygon procssing Managing OpnGL Stat OpnGL uffrs OpnGL Gomtric Primitivs ll gomtric primitivs ar spcifid by
More informationVersion 1.0. General Certificate of Education (A-level) January 2012. Mathematics MPC3. (Specification 6360) Pure Core 3. Final.
Vrsion.0 Gnral Crtificat of Education (A-lvl) January 0 Mathmatics MPC (Spcification 660) Pur Cor Final Mark Schm Mark schms ar prpard by th Principal Eaminr and considrd, togthr with th rlvant qustions,
More informationC H A P T E R 1 Writing Reports with SAS
C H A P T E R 1 Writing Rports with SAS Prsnting information in a way that s undrstood by th audinc is fundamntally important to anyon s job. Onc you collct your data and undrstand its structur, you nd
More informationSci.Int.(Lahore),26(1),131-138,2014 ISSN 1013-5316; CODEN: SINTE 8 131
Sci.Int.(Lahor),26(1),131-138,214 ISSN 113-5316; CODEN: SINTE 8 131 REQUIREMENT CHANGE MANAGEMENT IN AGILE OFFSHORE DEVELOPMENT (RCMAOD) 1 Suhail Kazi, 2 Muhammad Salman Bashir, 3 Muhammad Munwar Iqbal,
More informationImportant Information Call Through... 8 Internet Telephony... 6 two PBX systems... 10 Internet Calls... 3 Internet Telephony... 2
Installation and Opration Intrnt Tlphony Adaptr Aurswald Box Indx C I R 884264 03 02/05 Call Duration, maximum...10 Call Through...7 Call Transportation...7 Calls Call Through...7 Intrnt Tlphony...3 two
More informationEntity-Relationship Model
Entity-Rlationship Modl Kuang-hua Chn Dpartmnt of Library and Information Scinc National Taiwan Univrsity A Company Databas Kps track of a company s mploys, dpartmnts and projcts Aftr th rquirmnts collction
More informationHardware Modules of the RSA Algorithm
SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol. 11, No. 1, Fbruary 2014, 121-131 UDC: 004.3`142:621.394.14 DOI: 10.2298/SJEE140114011S Hardwar Moduls of th RSA Algorithm Vlibor Škobić 1, Branko Dokić 1,
More informationBasis risk. When speaking about forward or futures contracts, basis risk is the market
Basis risk Whn spaking about forward or futurs contracts, basis risk is th markt risk mismatch btwn a position in th spot asst and th corrsponding futurs contract. Mor broadly spaking, basis risk (also
More informationForeign Exchange Markets and Exchange Rates
Microconomics Topic 1: Explain why xchang rats indicat th pric of intrnational currncis and how xchang rats ar dtrmind by supply and dmand for currncis in intrnational markts. Rfrnc: Grgory Mankiw s Principls
More informationProjections - 3D Viewing. Overview Lecture 4. Projection - 3D viewing. Projections. Projections Parallel Perspective
Ovrviw Lctur 4 Projctions - 3D Viwing Projctions Paralll Prspctiv 3D Viw Volum 3D Viwing Transformation Camra Modl - Assignmnt 2 OFF fils 3D mor compl than 2D On mor dimnsion Displa dvic still 2D Analog
More informationBilingual Practices in Higher Education in Northern Europe:
r Bilual Practics in Highr Education in Northrn Europ: r A cas for trminoly plann? - Anna Kristina Hultgrn Cntr for Intrnationalisation and Paralll Languag Us Univrsity of Copnhagn r Outlin r udn n strudn,
More informationPlanning and Managing Copper Cable Maintenance through Cost- Benefit Modeling
Planning and Managing Coppr Cabl Maintnanc through Cost- Bnfit Modling Jason W. Rup U S WEST Advancd Tchnologis Bouldr Ky Words: Maintnanc, Managmnt Stratgy, Rhabilitation, Cost-bnfit Analysis, Rliability
More informationAn Adaptive Clustering MAP Algorithm to Filter Speckle in Multilook SAR Images
An Adaptiv Clustring MAP Algorithm to Filtr Spckl in Multilook SAR Imags FÁTIMA N. S. MEDEIROS 1,3 NELSON D. A. MASCARENHAS LUCIANO DA F. COSTA 1 1 Cybrntic Vision Group IFSC -Univrsity of São Paulo Caia
More informationTIME MANAGEMENT. 1 The Process for Effective Time Management 2 Barriers to Time Management 3 SMART Goals 4 The POWER Model e. Section 1.
Prsonal Dvlopmnt Track Sction 1 TIME MANAGEMENT Ky Points 1 Th Procss for Effctiv Tim Managmnt 2 Barrirs to Tim Managmnt 3 SMART Goals 4 Th POWER Modl In th Army, w spak of rsourcs in trms of th thr M
More informationIn the previous two chapters, we clarified what it means for a problem to be decidable or undecidable.
Chaptr 7 Computational Complxity 7.1 Th Class P In th prvious two chaptrs, w clarifid what it mans for a problm to b dcidabl or undcidabl. In principl, if a problm is dcidabl, thn thr is an algorithm (i..,
More informationWhy An Event App... Before You Start... Try A Few Apps... Event Management Features... Generate Revenue... Vendors & Questions to Ask...
Mo b i l E v ntap pgui d : Ho wt op ur c ha t hb te v ntap p f o ry o ura o c i a t i o n T he nt i a l Gui d t oe v ntap p E v nt nt i a l b y Tabl of Contnt Why An Evnt App......... o Whr to Start With
More informationScalable Transactions for Web Applications in the Cloud using Customized CloudTPS
Shashikant Mahadu Bankar/ (IJCSIT) Intrnational Journal of Computr Scinc and Information Tchnologis, Vol. (3), 2015, 218-2191 Scalabl Transactions for Wb Applications in th Cloud using Customizd CloudTPS
More informationFar Field Estimations and Simulation Model Creation from Cable Bundle Scans
Far Fild Estimations and Simulation Modl Cration from Cabl Bundl Scans D. Rinas, S. Nidzwidz, S. Fri Dortmund Univrsity of Tchnology Dortmund, Grmany dnis.rinas@tu-dortmund.d stphan.fri@tu-dortmund.d Abstract
More informationA copy of the Consultation Paper is in the Members Library and further details are available at www.scotland~qov.umpublications/2012/12/5980
To: CORPORATE SERVICES COMMITTEE NORTH LANARKSHIRE COUNCIL REPORT Subjct: CONSULTATION: CIVIL LAW OF DAMAGES - ISSUES IN PERSONAL INJURY From: HEAD OF LEGAL SERVICES Dat: 30 JANUARY 2013 Rf: AL LE CSN
More informationOptimization design of structures subjected to transient loads using first and second derivatives of dynamic displacement and stress
Shock and Vibration 9 (202) 445 46 445 DOI 0.3233/SAV-202-0685 IOS Prss Optimization dsign of structurs subjctd to transint loads using first and scond drivativs of dynamic displacmnt and strss Qimao Liu
More informationCurrent and Resistance
Chaptr 6 Currnt and Rsistanc 6.1 Elctric Currnt...6-6.1.1 Currnt Dnsity...6-6. Ohm s Law...6-4 6.3 Elctrical Enrgy and Powr...6-7 6.4 Summary...6-8 6.5 Solvd Problms...6-9 6.5.1 Rsistivity of a Cabl...6-9
More informationBusiness rules FATCA V. 02/11/2015
Elmnt Attribut Siz InputTyp Rquirmnt BUSINESS RULES TYPE ERROR ACK Xpath I.Mssag Hadr FATCA_OECD Vrsion xsd: string = Validation WrongVrsion ftc:fatca_oecd/vrsion SndingCompanyIN Unlimit d xsd: string
More informationSOFTWARE ENGINEERING AND APPLIED CRYPTOGRAPHY IN CLOUD COMPUTING AND BIG DATA
Intrnational Journal on Tchnical and Physical Problms of Enginring (IJTPE) Publishd by Intrnational Organization of IOTPE ISSN 077-358 IJTPE Journal www.iotp.com ijtp@iotp.com Sptmbr 015 Issu 4 Volum 7
More informationDeveloping a Travel Route Planner Accounting for Traffic Variability
Procdings of th 009 IEEE Systms and Information Enginring Dsign Symposium, Univrsity of Virginia, Charlottsvill, VA, USA, April 4, 009 FPMisk.3 Dvloping a Travl out Plannr Accounting for Traffic Variability
More informationMeerkats: A Power-Aware, Self-Managing Wireless Camera Network for Wide Area Monitoring
Mrkats: A Powr-Awar, Slf-Managing Wirlss Camra Ntwork for Wid Ara Monitoring C. B. Margi 1, X. Lu 1, G. Zhang 1, G. Stank 2, R. Manduchi 1, K. Obraczka 1 1 Dpartmnt of Computr Enginring, Univrsity of California,
More informationData warehouse on Manpower Employment for Decision Support System
Data warhous on Manpowr Employmnt for Dcision Support Systm Amro F. ALASTA, and Muftah A. Enaba Abstract Sinc th us of computrs in businss world, data collction has bcom on of th most important issus du
More informationAbstract. Introduction. Statistical Approach for Analyzing Cell Phone Handoff Behavior. Volume 3, Issue 1, 2009
Volum 3, Issu 1, 29 Statistical Approach for Analyzing Cll Phon Handoff Bhavior Shalini Saxna, Florida Atlantic Univrsity, Boca Raton, FL, shalinisaxna1@gmail.com Sad A. Rajput, Farquhar Collg of Arts
More informationAnalyzing Failures of a Semi-Structured Supercomputer Log File Efficiently by Using PIG on Hadoop
Intrnational Journal of Computr Scinc and Enginring Opn Accss Rsarch Papr Volum-2, Issu-1 E-ISSN: 2347-2693 Analyzing Failurs of a Smi-Structurd Suprcomputr Log Fil Efficintly by Using PIG on Hadoop Madhuri
More informationGold versus stock investment: An econometric analysis
Intrnational Journal of Dvlopmnt and Sustainability Onlin ISSN: 268-8662 www.isdsnt.com/ijds Volum Numbr, Jun 202, Pag -7 ISDS Articl ID: IJDS20300 Gold vrsus stock invstmnt: An conomtric analysis Martin
More informationContextual Domain Knowledge for Incorporation in Data Mining Systems
Contxtual Doain for Incorporation in Data Mining Systs Alx G. Büchnr *, John G. Hughs * and David A. Bll * Northrn Irland Enginring Laboratory, Univrsity of Ulstr School of Inforation and Softwar Enginring,
More informationA Secure Web Services for Location Based Services in Wireless Networks*
A Scur Wb Srvics for Location Basd Srvics in Wirlss Ntworks* Minsoo L 1, Jintak Kim 1, Shyun Park 1, Jail L 2 and Sokla L 21 1 School of Elctrical and Elctronics Enginring, Chung-Ang Univrsity, 221, HukSuk-Dong,
More informationTheoretical approach to algorithm for metrological comparison of two photothermal methods for measuring of the properties of materials
Rvista Invstigación Cintífica, ol. 4, No. 3, Nuva época, sptimbr dicimbr 8, IN 187 8196 Thortical approach to algorithm for mtrological comparison of two photothrmal mthods for masuring of th proprtis
More informationOn the moments of the aggregate discounted claims with dependence introduced by a FGM copula
On th momnts of th aggrgat discountd claims with dpndnc introducd by a FGM copula - Mathiu BARGES Univrsité Lyon, Laboratoir SAF, Univrsité Laval - Hélèn COSSETTE Ecol Actuariat, Univrsité Laval, Québc,
More informationFinite Elements from the early beginning to the very end
Finit Elmnts from th arly bginning to th vry nd A(x), E(x) g b(x) h x =. x = L An Introduction to Elasticity and Hat Transfr Applications x Prliminary dition LiU-IEI-S--8/535--SE Bo Torstnflt Contnts
More informationthe so-called KOBOS system. 1 with the exception of a very small group of the most active stocks which also trade continuously through
Liquidity and Information-Basd Trading on th Ordr Drivn Capital Markt: Th Cas of th Pragu tock Exchang Libor 1ÀPH³HN Cntr for Economic Rsarch and Graduat Education, Charls Univrsity and Th Economic Institut
More informationDevelopment of Financial Management Reporting in MPLS
1 Dvlopmnt of Financial Managmnt Rporting in MPLS 1. Aim Our currnt financial rports ar structurd to dlivr an ovrall financial pictur of th dpartmnt in it s ntirty, and thr is no attmpt to provid ithr
More information(Analytic Formula for the European Normal Black Scholes Formula)
(Analytic Formula for th Europan Normal Black Schols Formula) by Kazuhiro Iwasawa Dcmbr 2, 2001 In this short summary papr, a brif summary of Black Schols typ formula for Normal modl will b givn. Usually
More information