DISTRIBUTION MIXTURES
|
|
- Avis Watkins
- 5 years ago
- Views:
Transcription
1 Application Example 7 DISTRIBUTION MIXTURES One fequently deals with andom vaiables the distibution of which depends on vaious factos. One example is the distibution of atmospheic paametes such as wind speed, baometic pessue, tempeatue, pecipitation intensity etc. The distibution of these quantities vaies with weathe conditions and possibly time of the yea. Fo example, wind speed has a vey diffeent distibution duing inte-stom peiods, in extatopical stoms, and in tonadoes. Anothe example is the weight of vehicles on a highway. The distibution of the weight of a geneic vehicle depends on the type of vehicle (say ca, tuck, o bike), as well as the day (weekend vesus weekday) and hou of the day. The last two factos affect the mixtue of vehicle types in a taffic steam. Fo example, in an uban aea, the faction of tucks is highe duing the night than duing the day. A thid example is the stength of concete, the distibution of which depends on the amount of wate used in the mixtue, the amount and type of aggegates and the cuing conditions, among othe factos. Let X be the vaiable of inteest and denote by Θ a facto that influences the distibution of X. Fo simplicity, suppose that Θ is discete, with possible values θ i, i = 1,...,, and denote by A i the event Θ = θ i. An effective technique to obtain the distibution of X is though conditioning, i.e. one fist detemines the conditional distibution of X unde each A i and assesses the pobabilities P[A i ] and then one finds the cumulative distibution of X by using the Total Pobability Theoem as
2 F X (x) = P[ X x] = P[A i ]P[ X xa i ] (1) = P[A i ]F X A i (x) This method of conditioning can be extended to the case when the distibution of X depends on seveal contolling factos. What one needs in this multi-facto case is the conditional distibution of X unde each combination of the contolling factos and the pobabilities of such combinations. By diffeentiating both sides of Eq. 1 with espect to x, one obtains the coesponding expession fo the pobability density function, which is f X (x) = P[A i ]f X A i (x) () A distibution obtained as the weighted sum of othe distibutions, as in Eqs. 1 and, is called a distibution mixtue. As an example, conside the time D it takes to commute in the moning fom a subub to downtown Boston. Fo given taffic and weathe conditions, espectively T and W, the distibution of D might be lognomal, with mean value m D (T,W) and coefficient of vaiation V D (T,W). The lognomal pobability density function is usually witten in tems of two othe paametes, m ln D and σ ln D, which ae the mean value and vaiance of ln(d). This density has the fom f D (d) = 1 1 (lnd m lnd ) /σ e ln D (3) d π σ ln D
3 In tun, m ln D and σ ln D can be calculated fom m D and σ D = m D VD as m ln D = ln(m D ) 1 ln ( σ D + md) σ ln D = ln(m D ) + ln(σ D + m D ) (4) The eason why the distibution in Eq. 3 is called lognomal is that ln(d) has nomal distibution, with mean value and vaiance given by Eq. 4. Poblem 7.1 Fo a given subub of Boston and a cetain oute, values of the distibution paametes m D (T,W) and V D (T,W) and pobabilities of diffeent (T,W) combinations might be as follows (m D in minutes): W T P[T W] m D (minutes) V D good light good nomal good heavy bad light bad nomal bad heavy = 1.00 Use Eq. to find the maginal pobability density function of D. Plot this density function. Is it a lognomal density? Using the fact that, fo any given W and T, ln(d) has nomal distibution with paametes in Eq. 4 and using tables of the nomal distibution, find the unconditional pobability that D > 60 minutes. 3
4 An impotant featue of the conditioning appoach is that, while the pobability distibution of the mixing vaiable Θ may depend on the application, the conditional distibutions of (X Θ) usually do not and can be obtained fom lage data sets. Fo example, conside the case when X = vehicle weight and let Θ be a discete vaiable with values 1,, and 3 fo tuck, ca, and bike, espectively. Then (X Θ) is the weight of a andomly chosen tuck, ca o bike, depending on Θ. The distibution of these conditional vaiables is athe constant nationwide and may be accuately estimated using extensive suveys fom vaious pats of the county. These conditional distibutions ae schematically illustated in Figue 1a. On the othe hand, the taffic mixtue (the distibution of the discete vaiable Θ) vaies fom location to location and must be detemined locally (Figue 1b). Doing so is a much easie task than having to detemine the distibution of X exclusively fom local data. Obtaining the distibution of X fom Eq. 1 makes best use of all available data, at both the local and national levels. 4
5 Figue 1: Illustation of distibution mixtue fo vehicle weight 5
Topic 7 Random Variables and Distribution Functions
Definition of a Random Vaiable Distibution Functions Popeties of Distibution Functions Topic 7 Random Vaiables and Distibution Functions Distibution Functions 1 / 11 Definition of a Random Vaiable Distibution
More informationConcomitants of Upper Record Statistics for Bivariate Pseudo Weibull Distribution
Available at http://pvamuedu/aam Appl Appl Math ISSN: 93-9466 Vol 5, Issue (Decembe ), pp 8 9 (Peviously, Vol 5, Issue, pp 379 388) Applications and Applied Mathematics: An Intenational Jounal (AAM) Concomitants
More informationIllumination methods for optical wear detection
Illumination methods fo optical wea detection 1 J. Zhang, 2 P.P.L.Regtien 1 VIMEC Applied Vision Technology, Coy 43, 5653 LC Eindhoven, The Nethelands Email: jianbo.zhang@gmail.com 2 Faculty Electical
More informationLecture # 04. Image Enhancement in Spatial Domain
Digital Image Pocessing CP-7008 Lectue # 04 Image Enhancement in Spatial Domain Fall 2011 2 domains Spatial Domain : (image plane) Techniques ae based on diect manipulation of pixels in an image Fequency
More informationDetection and Recognition of Alert Traffic Signs
Detection and Recognition of Alet Taffic Signs Chia-Hsiung Chen, Macus Chen, and Tianshi Gao 1 Stanfod Univesity Stanfod, CA 9305 {echchen, macuscc, tianshig}@stanfod.edu Abstact Taffic signs povide dives
More informationAssessment of Track Sequence Optimization based on Recorded Field Operations
Assessment of Tack Sequence Optimization based on Recoded Field Opeations Matin A. F. Jensen 1,2,*, Claus G. Søensen 1, Dionysis Bochtis 1 1 Aahus Univesity, Faculty of Science and Technology, Depatment
More informationImage Enhancement in the Spatial Domain. Spatial Domain
8-- Spatial Domain Image Enhancement in the Spatial Domain What is spatial domain The space whee all pixels fom an image In spatial domain we can epesent an image by f( whee x and y ae coodinates along
More informationTopic -3 Image Enhancement
Topic -3 Image Enhancement (Pat 1) DIP: Details Digital Image Pocessing Digital Image Chaacteistics Spatial Spectal Gay-level Histogam DFT DCT Pe-Pocessing Enhancement Restoation Point Pocessing Masking
More informationIntroduction to Engineering Seismology Lecture 18
Lectue 18: Intoduction to GIS, Integation of hazad paametes on GIS platfom; Final zonation map pepaation with case study of Bangaloe Topics Geogaphical Infomation System (GIS) Analytic Hieachy Pocess (AHP)
More informationAdaptation of TDMA Parameters Based on Network Conditions
Adaptation of TDMA Paametes Based on Netwok Conditions Boa Kaaoglu Dept. of Elect. and Compute Eng. Univesity of Rocheste Rocheste, NY 14627 Email: kaaoglu@ece.ocheste.edu Tolga Numanoglu Dept. of Elect.
More informationPoint-Biserial Correlation Analysis of Fuzzy Attributes
Appl Math Inf Sci 6 No S pp 439S-444S (0 Applied Mathematics & Infomation Sciences An Intenational Jounal @ 0 NSP Natual Sciences Publishing o Point-iseial oelation Analysis of Fuzzy Attibutes Hao-En hueh
More information5 4 THE BERNOULLI EQUATION
185 CHATER 5 the suounding ai). The fictional wok tem w fiction is often expessed as e loss to epesent the loss (convesion) of mechanical into themal. Fo the idealied case of fictionless motion, the last
More informationAUTOMATED LOCATION OF ICE REGIONS IN RADARSAT SAR IMAGERY
AUTOMATED LOCATION OF ICE REGIONS IN RADARSAT SAR IMAGERY Chistophe Waceman (1), William G. Pichel (2), Pablo Clement-Colón (2) (1) Geneal Dynamics Advanced Infomation Systems, P.O. Box 134008 Ann Abo
More informationADDING REALISM TO SOURCE CHARACTERIZATION USING A GENETIC ALGORITHM
ADDING REALISM TO SOURCE CHARACTERIZATION USING A GENETIC ALGORITHM Luna M. Rodiguez*, Sue Ellen Haupt, and Geoge S. Young Depatment of Meteoology and Applied Reseach Laboatoy The Pennsylvania State Univesity,
More informationMonte Carlo Techniques for Rendering
Monte Calo Techniques fo Rendeing CS 517 Fall 2002 Compute Science Conell Univesity Announcements No ectue on Thusday Instead, attend Steven Gotle, Havad Upson Hall B17, 4:15-5:15 (efeshments ealie) Geomety
More informationPOMDP: Introduction to Partially Observable Markov Decision Processes Hossein Kamalzadeh, Michael Hahsler
POMDP: Intoduction to Patially Obsevable Makov Decision Pocesses Hossein Kamalzadeh, Michael Hahsle 2019-01-02 The R package pomdp povides an inteface to pomdp-solve, a solve (witten in C) fo Patially
More informationMethods for history matching under geological constraints Jef Caers Stanford University, Petroleum Engineering, Stanford CA , USA
Methods fo histoy matching unde geological constaints Jef Caes Stanfod Univesity, Petoleum Engineeing, Stanfod CA 9435-222, USA Abstact Two geostatistical methods fo histoy matching ae pesented. Both ely
More informationAN ANALYSIS OF COORDINATED AND NON-COORDINATED MEDIUM ACCESS CONTROL PROTOCOLS UNDER CHANNEL NOISE
AN ANALYSIS OF COORDINATED AND NON-COORDINATED MEDIUM ACCESS CONTROL PROTOCOLS UNDER CHANNEL NOISE Tolga Numanoglu, Bulent Tavli, and Wendi Heinzelman Depatment of Electical and Compute Engineeing Univesity
More informationAn Unsupervised Segmentation Framework For Texture Image Queries
An Unsupevised Segmentation Famewok Fo Textue Image Queies Shu-Ching Chen Distibuted Multimedia Infomation System Laboatoy School of Compute Science Floida Intenational Univesity Miami, FL 33199, USA chens@cs.fiu.edu
More information= dv 3V (r + a 1) 3 r 3 f(r) = 1. = ( (r + r 2
Random Waypoint Model in n-dimensional Space Esa Hyytiä and Joma Vitamo Netwoking Laboatoy, Helsinki Univesity of Technology, Finland Abstact The andom waypoint model (RWP) is one of the most widely used
More informationExtract Object Boundaries in Noisy Images using Level Set. Final Report
Extact Object Boundaies in Noisy Images using Level Set by: Quming Zhou Final Repot Submitted to Pofesso Bian Evans EE381K Multidimensional Digital Signal Pocessing May 10, 003 Abstact Finding object contous
More informationSatellite Image Analysis
Satellite Image Analysis Chistian Melsheime Apil 25, 2012 The lab on satellite image analysis deals with a vey typical application, the extaction of land use infomation. Stating point is an image ecoded
More informationIP Network Design by Modified Branch Exchange Method
Received: June 7, 207 98 IP Netwok Design by Modified Banch Method Kaiat Jaoenat Natchamol Sichumoenattana 2* Faculty of Engineeing at Kamphaeng Saen, Kasetsat Univesity, Thailand 2 Faculty of Management
More informationA modal estimation based multitype sensor placement method
A modal estimation based multitype senso placement method *Xue-Yang Pei 1), Ting-Hua Yi 2) and Hong-Nan Li 3) 1),)2),3) School of Civil Engineeing, Dalian Univesity of Technology, Dalian 116023, China;
More informationSegmentation of Casting Defects in X-Ray Images Based on Fractal Dimension
17th Wold Confeence on Nondestuctive Testing, 25-28 Oct 2008, Shanghai, China Segmentation of Casting Defects in X-Ray Images Based on Factal Dimension Jue WANG 1, Xiaoqin HOU 2, Yufang CAI 3 ICT Reseach
More informationOn using circuit-switched networks for file transfers
On using cicuit-switched netwoks fo file tansfes Xiuduan Fang, Malathi Veeaaghavan Univesity of Viginia Email: {xf4c, mv5g}@viginia.edu Abstact High-speed optical cicuit-switched netwoks ae being deployed
More informationUser Specified non-bonded potentials in gromacs
Use Specified non-bonded potentials in gomacs Apil 8, 2010 1 Intoduction On fist appeaances gomacs, unlike MD codes like LAMMPS o DL POLY, appeas to have vey little flexibility with egads to the fom of
More informationComplete Solution to Potential and E-Field of a sphere of radius R and a charge density ρ[r] = CC r 2 and r n
Complete Solution to Potential and E-Field of a sphee of adius R and a chage density ρ[] = CC 2 and n Deive the electic field and electic potential both inside and outside of a sphee of adius R with a
More informationA New Finite Word-length Optimization Method Design for LDPC Decoder
A New Finite Wod-length Optimization Method Design fo LDPC Decode Jinlei Chen, Yan Zhang and Xu Wang Key Laboatoy of Netwok Oiented Intelligent Computation Shenzhen Gaduate School, Habin Institute of Technology
More informationColor Correction Using 3D Multiview Geometry
Colo Coection Using 3D Multiview Geomety Dong-Won Shin and Yo-Sung Ho Gwangju Institute of Science and Technology (GIST) 13 Cheomdan-gwagio, Buk-ku, Gwangju 500-71, Republic of Koea ABSTRACT Recently,
More informationAn Evaluation of Spatial Thresholding Techniques in fmri Analysis
Human Bain Mapping 29:1379 1389 (2008) An Evaluation of Spatial Thesholding Techniques in fmri Analysis Bent R. Logan, 1 Maya P. Geliazkova, 2 and Daniel B. Rowe 1,3 * 1 Division of Biostatistics, Medical
More information4.2. Co-terminal and Related Angles. Investigate
.2 Co-teminal and Related Angles Tigonometic atios can be used to model quantities such as
More informationJournal of World s Electrical Engineering and Technology J. World. Elect. Eng. Tech. 1(1): 12-16, 2012
2011, Scienceline Publication www.science-line.com Jounal of Wold s Electical Engineeing and Technology J. Wold. Elect. Eng. Tech. 1(1): 12-16, 2012 JWEET An Efficient Algoithm fo Lip Segmentation in Colo
More informationINFORMATION DISSEMINATION DELAY IN VEHICLE-TO-VEHICLE COMMUNICATION NETWORKS IN A TRAFFIC STREAM
INFORMATION DISSEMINATION DELAY IN VEHICLE-TO-VEHICLE COMMUNICATION NETWORKS IN A TRAFFIC STREAM LiLi Du Depatment of Civil, Achitectual, and Envionmental Engineeing Illinois Institute of Technology 3300
More informationA Two-stage and Parameter-free Binarization Method for Degraded Document Images
A Two-stage and Paamete-fee Binaization Method fo Degaded Document Images Yung-Hsiang Chiu 1, Kuo-Liang Chung 1, Yong-Huai Huang 2, Wei-Ning Yang 3, Chi-Huang Liao 4 1 Depatment of Compute Science and
More informationFrequency Domain Approach for Face Recognition Using Optical Vanderlugt Filters
Optics and Photonics Jounal, 016, 6, 94-100 Published Online August 016 in SciRes. http://www.scip.og/jounal/opj http://dx.doi.og/10.436/opj.016.68b016 Fequency Domain Appoach fo Face Recognition Using
More informationMobility Pattern Recognition in Mobile Ad-Hoc Networks
Mobility Patten Recognition in Mobile Ad-Hoc Netwoks S. M. Mousavi Depatment of Compute Engineeing, Shaif Univesity of Technology sm_mousavi@ce.shaif.edu H. R. Rabiee Depatment of Compute Engineeing, Shaif
More informationOptical Flow for Large Motion Using Gradient Technique
SERBIAN JOURNAL OF ELECTRICAL ENGINEERING Vol. 3, No. 1, June 2006, 103-113 Optical Flow fo Lage Motion Using Gadient Technique Md. Moshaof Hossain Sake 1, Kamal Bechkoum 2, K.K. Islam 1 Abstact: In this
More informationFifth Wheel Modelling and Testing
Fifth heel Modelling and Testing en Masoy Mechanical Engineeing Depatment Floida Atlantic Univesity Boca aton, FL 4 Lois Malaptias IFMA Institut Fancais De Mechanique Advancee ampus De lemont Feand Les
More informationControlled Information Maximization for SOM Knowledge Induced Learning
3 Int'l Conf. Atificial Intelligence ICAI'5 Contolled Infomation Maximization fo SOM Knowledge Induced Leaning Ryotao Kamimua IT Education Cente and Gaduate School of Science and Technology, Tokai Univeisity
More informationComparisons of Transient Analytical Methods for Determining Hydraulic Conductivity Using Disc Permeameters
Compaisons of Tansient Analytical Methods fo Detemining Hydaulic Conductivity Using Disc Pemeametes 1,,3 Cook, F.J. 1 CSRO Land and Wate, ndoooopilly, Queensland The Univesity of Queensland, St Lucia,
More informationPositioning of a robot based on binocular vision for hand / foot fusion Long Han
2nd Intenational Confeence on Advances in Mechanical Engineeing and Industial Infomatics (AMEII 26) Positioning of a obot based on binocula vision fo hand / foot fusion Long Han Compute Science and Technology,
More informationThe Internet Ecosystem and Evolution
The Intenet Ecosystem and Evolution Contents Netwok outing: basics distibuted/centalized, static/dynamic, linkstate/path-vecto inta-domain/inte-domain outing Mapping the sevice model to AS-AS paths valley-fee
More informationHISTOGRAMS are an important statistic reflecting the
JOURNAL OF L A T E X CLASS FILES, VOL. 14, NO. 8, AUGUST 2015 1 D 2 HistoSketch: Disciminative and Dynamic Similaity-Peseving Sketching of Steaming Histogams Dingqi Yang, Bin Li, Laua Rettig, and Philippe
More informationA Shape-preserving Affine Takagi-Sugeno Model Based on a Piecewise Constant Nonuniform Fuzzification Transform
A Shape-peseving Affine Takagi-Sugeno Model Based on a Piecewise Constant Nonunifom Fuzzification Tansfom Felipe Fenández, Julio Gutiéez, Juan Calos Cespo and Gacián Tiviño Dep. Tecnología Fotónica, Facultad
More information(a, b) x y r. For this problem, is a point in the - coordinate plane and is a positive number.
Illustative G-C Simila cicles Alignments to Content Standads: G-C.A. Task (a, b) x y Fo this poblem, is a point in the - coodinate plane and is a positive numbe. a. Using a tanslation and a dilation, show
More informationOn Error Estimation in Runge-Kutta Methods
Leonado Jounal of Sciences ISSN 1583-0233 Issue 18, Januay-June 2011 p. 1-10 On Eo Estimation in Runge-Kutta Methods Ochoche ABRAHAM 1,*, Gbolahan BOLARIN 2 1 Depatment of Infomation Technology, 2 Depatment
More informationRelating the lab apartment to a full-size apartment in Beijing
Achitectue 4.411 Building Technology Laboatoy Sping 004 Relating the lab apatent to a full-size apatent in Beijing It is inteesting to elate what we easue in the lab to eal life. Ou lab easueents will
More informationClustering Interval-valued Data Using an Overlapped Interval Divergence
Poc. of the 8th Austalasian Data Mining Confeence (AusDM'9) Clusteing Inteval-valued Data Using an Ovelapped Inteval Divegence Yongli Ren Yu-Hsn Liu Jia Rong Robet Dew School of Infomation Engineeing,
More informationStochastic Optimization Fall 2010 Coopr Tutorial Project
Stochastic Optimization Fall 2010 Coop Tutoial Poject Hsin-Chan Huang Kiel Matin Table of Contents Installing Coop... 3 Useful Sites:... 3 Scipting Oveview... 3 Data Geneation... 4 Open Questions & Desied
More informationA programming model for spatio-temporal data streaming applications
Pocedia Compute Science Pocedia Compute Science 00 (2012) 1 10 Intenational Confeence on Computational Science, ICCS 2012 A pogamming model fo spatio-tempoal data steaming applications Shigeu Imai a,,
More informationANALYTIC PERFORMANCE MODELS FOR SINGLE CLASS AND MULTIPLE CLASS MULTITHREADED SOFTWARE SERVERS
ANALYTIC PERFORMANCE MODELS FOR SINGLE CLASS AND MULTIPLE CLASS MULTITHREADED SOFTWARE SERVERS Daniel A Menascé Mohamed N Bennani Dept of Compute Science Oacle, Inc Geoge Mason Univesity 1211 SW Fifth
More informationConservation Law of Centrifugal Force and Mechanism of Energy Transfer Caused in Turbomachinery
Poceedings of the 4th WSEAS Intenational Confeence on luid Mechanics and Aeodynamics, Elounda, Geece, August 1-3, 006 (pp337-34) Consevation Law of Centifugal oce and Mechanism of Enegy Tansfe Caused in
More informationDr. A.B.M. Toufique Hasan. Lecture-13
7/5/8 ME 45: Aeodynamics D. A.B.M. Toufique Hasan Pofesso Depatment of Mechanical Engineeing g Bangladesh Univesity of Engineeing & Technology BUET, Dhaka Lectue-3 7/5/8 Doublet & Flow Ove a stationey
More informationISyE 4256 Industrial Robotic Applications
ISyE 456 Industial Robotic Applications Quiz # Oct. 9, 998 Name This is a closed book, closed notes exam. Show wok fo poblem questions ) ( pts) Please cicle one choice fo each item. a) In an application,
More informationRANDOM IRREGULAR BLOCK-HIERARCHICAL NETWORKS: ALGORITHMS FOR COMPUTATION OF MAIN PROPERTIES
RANDOM IRREGULAR BLOCK-HIERARCHICAL NETWORKS: ALGORITHMS FOR COMPUTATION OF MAIN PROPERTIES Svetlana Avetisyan Mikayel Samvelyan* Matun Kaapetyan Yeevan State Univesity Abstact In this pape, the class
More information10/29/2010. Rendering techniques. Global Illumination. Local Illumination methods. Today : Global Illumination Modules and Methods
Rendeing techniques Compute Gaphics Lectue 10 Can be classified as Local Illumination techniques Global Illumination techniques Global Illumination 1: Ray Tacing and Radiosity Taku Komua 1 Local Illumination
More informationIP Multicast Simulation in OPNET
IP Multicast Simulation in OPNET Xin Wang, Chien-Ming Yu, Henning Schulzinne Paul A. Stipe Columbia Univesity Reutes Depatment of Compute Science 88 Pakway Dive South New Yok, New Yok Hauppuage, New Yok
More informationPrioritized Traffic Recovery over GMPLS Networks
Pioitized Taffic Recovey ove GMPLS Netwoks 2005 IEEE. Pesonal use of this mateial is pemitted. Pemission fom IEEE mu be obtained fo all othe uses in any cuent o futue media including epinting/epublishing
More informationExperimental and numerical simulation of the flow over a spillway
Euopean Wate 57: 253-260, 2017. 2017 E.W. Publications Expeimental and numeical simulation of the flow ove a spillway A. Seafeim *, L. Avgeis, V. Hissanthou and K. Bellos Depatment of Civil Engineeing,
More informationConversion Functions for Symmetric Key Ciphers
Jounal of Infomation Assuance and Secuity 2 (2006) 41 50 Convesion Functions fo Symmetic Key Ciphes Deba L. Cook and Angelos D. Keomytis Depatment of Compute Science Columbia Univesity, mail code 0401
More informationConfiguring RSVP-ATM QoS Interworking
Configuing RSVP-ATM QoS Intewoking Last Updated: Januay 15, 2013 This chapte descibes the tasks fo configuing the RSVP-ATM QoS Intewoking featue, which povides suppot fo Contolled Load Sevice using RSVP
More informationSTUDIES ON IMPROVING TEXTURE SEGMENTATION PERFORMANCE USING GENERALIZED GAUSSIAN MIXTURE MODEL INTEGRATING DCT AND LBP
Jounal of Theoetical and Applied Infomation Technology 3 st Octobe 206. Vol.92. No.2 2005-206 JATIT & LLS. All ights eseved. ISSN: 992-8645 www.jatit.og E-ISSN: 87-395 STUDIES ON IMPROVING TEXTURE SEGMENTATION
More informationCOLOR EDGE DETECTION IN RGB USING JOINTLY EUCLIDEAN DISTANCE AND VECTOR ANGLE
COLOR EDGE DETECTION IN RGB USING JOINTLY EUCLIDEAN DISTANCE AND VECTOR ANGLE Slawo Wesolkowski Systems Design Engineeing Univesity of Wateloo Wateloo (Ont.), Canada, NL 3G s.wesolkowski@ieee.og Ed Jenigan
More informationLoss-Cognizant Pricing in Feed-Forward Networks with Greedy Users
Loss-Cognizant Picing in Feed-Fowad Netwoks with Geedy Uses Ashaf Al Daoud and Muat Alanyali Depatment of Electical and Compute Engineeing Boston Univesity, Boston, MA 02215 Email: {ashaf, alanyali}@bu.edu
More informationA Memory Efficient Array Architecture for Real-Time Motion Estimation
A Memoy Efficient Aay Achitectue fo Real-Time Motion Estimation Vasily G. Moshnyaga and Keikichi Tamau Depatment of Electonics & Communication, Kyoto Univesity Sakyo-ku, Yoshida-Honmachi, Kyoto 66-1, JAPAN
More informationCLOUD based storage systems are emerging to gain significant
IEEE TRANSACTIONS ON CLOUD COMPUTING, VOL. 5, NO. 2, APRIL-JUNE 2017 221 On the Latency and Enegy Efficiency of Distibuted Stoage Systems Akshay Kuma, Student Membe, IEEE, Ravi Tandon, Membe, IEEE, and
More informationErasure-Coding Based Routing for Opportunistic Networks
Easue-Coding Based Routing fo Oppotunistic Netwoks Yong Wang, Sushant Jain, Magaet Matonosi, Kevin Fall Pinceton Univesity, Univesity of Washington, Intel Reseach Bekeley ABSTRACT Routing in Delay Toleant
More informationModeling Spatially Correlated Data in Sensor Networks
Modeling Spatially Coelated Data in Senso Netwoks Apoova Jindal and Konstantinos Psounis Univesity of Southen Califonia The physical phenomena monitoed by senso netwoks, e.g. foest tempeatue, wate contamination,
More informationSlotted Random Access Protocol with Dynamic Transmission Probability Control in CDMA System
Slotted Random Access Potocol with Dynamic Tansmission Pobability Contol in CDMA System Intaek Lim 1 1 Depatment of Embedded Softwae, Busan Univesity of Foeign Studies, itlim@bufs.ac.k Abstact In packet
More informationDownloaded 09/15/14 to Redistribution subject to SIAM license or copyright; see
SIAM J. NUMER. ANAL. Vol. 4, No., pp. 235 257 c 23 Society fo Industial and Applied Mathematics Downloaded 9/5/4 to 29.237.46.. Redistibution subject to SIAM license o copyight; see http://www.siam.og/jounals/ojsa.php
More informationDirectional Stiffness of Electronic Component Lead
Diectional Stiffness of Electonic Component Lead Chang H. Kim Califonia State Univesit, Long Beach Depatment of Mechanical and Aeospace Engineeing 150 Bellflowe Boulevad Long Beach, CA 90840-830, USA Abstact
More informationStrictly as per the compliance and regulations of:
Global Jounal of HUMAN SOCIAL SCIENCE Economics Volume 13 Issue Vesion 1.0 Yea 013 Type: Double Blind Pee Reviewed Intenational Reseach Jounal Publishe: Global Jounals Inc. (USA) Online ISSN: 49-460x &
More informationFACE VECTORS OF FLAG COMPLEXES
FACE VECTORS OF FLAG COMPLEXES ANDY FROHMADER Abstact. A conjectue of Kalai and Eckhoff that the face vecto of an abitay flag complex is also the face vecto of some paticula balanced complex is veified.
More informationSmall Angle Neutron Scattering (SANS)
Small Angle Neuton Scatteing (SANS) A DANSE Subpoject DANSE Kick-Off meeting Aug 15-16 Pasadena CA Paul Butle SANS measues time aveaged stuctue of 1 300 nm o moe Mesopoous stuctues Biological stuctues
More informationSurvey of Various Image Enhancement Techniques in Spatial Domain Using MATLAB
Suvey of Vaious Image Enhancement Techniques in Spatial Domain Using MATLAB Shailenda Singh Negi M.Tech Schola G. B. Pant Engineeing College, Paui Gahwal Uttaahand, India- 46194 ABSTRACT Image Enhancement
More informationAny modern computer system will incorporate (at least) two levels of storage:
1 Any moden compute system will incopoate (at least) two levels of stoage: pimay stoage: andom access memoy (RAM) typical capacity 32MB to 1GB cost pe MB $3. typical access time 5ns to 6ns bust tansfe
More informationGravitational Shift for Beginners
Gavitational Shift fo Beginnes This pape, which I wote in 26, fomulates the equations fo gavitational shifts fom the elativistic famewok of special elativity. Fist I deive the fomulas fo the gavitational
More informationANN Models for Coplanar Strip Line Analysis and Synthesis
200 IJCSNS Intenational Jounal of Compute Science and Netwok Secuity, VOL.8 No.10, Octobe 2008 Models fo Coplana Stip Line Analysis and J.Lakshmi Naayana D.K.Si Rama Kishna D.L.Patap Reddy Chalapathi Institute
More informationGTOC 9, Multiple Space Debris Rendezvous Trajectory Design in the J2 environment
GTOC 9, Multiple Space Debis Rendezvous Tajectoy Design in the J envionment Macus Hallmann, Makus Schlottee, Ansga Heidecke, Maco Sagliano Fedeico Fumenti, Volke Maiwald, René Schwaz Institute of Space
More informationBo Gu and Xiaoyan Hong*
Int. J. Ad Hoc and Ubiquitous Computing, Vol. 11, Nos. /3, 1 169 Tansition phase of connectivity fo wieless netwoks with gowing pocess Bo Gu and Xiaoyan Hong* Depatment of Compute Science, Univesity of
More informationEE 6900: Interconnection Networks for HPC Systems Fall 2016
EE 6900: Inteconnection Netwoks fo HPC Systems Fall 2016 Avinash Kaanth Kodi School of Electical Engineeing and Compute Science Ohio Univesity Athens, OH 45701 Email: kodi@ohio.edu 1 Acknowledgement: Inteconnection
More information9.3 Volume of Spheres
? LESSON 9. Volume of Sphees ESSENTIAL QUESTION How do you find the volume of a sphee? Expessions, equations, and elationships Solve poblems involving the volume of sphees. EXPLORE ACTIVITY Modeling the
More informationModeling spatially-correlated data of sensor networks with irregular topologies
This full text pape was pee eviewed at the diection of IEEE Communications Society subject matte expets fo publication in the IEEE SECON 25 poceedings Modeling spatially-coelated data of senso netwoks
More informationSimulation and Performance Evaluation of Network on Chip Architectures and Algorithms using CINSIM
J. Basic. Appl. Sci. Res., 1(10)1594-1602, 2011 2011, TextRoad Publication ISSN 2090-424X Jounal of Basic and Applied Scientific Reseach www.textoad.com Simulation and Pefomance Evaluation of Netwok on
More informationA Novel Automatic White Balance Method For Digital Still Cameras
A Novel Automatic White Balance Method Fo Digital Still Cameas Ching-Chih Weng 1, Home Chen 1,2, and Chiou-Shann Fuh 3 Depatment of Electical Engineeing, 2 3 Gaduate Institute of Communication Engineeing
More informationP-SEP: a prolong stable election routing algorithm for energy-limited heterogeneous fog-supported wireless sensor networks
J Supecomput (217) 73:733 755 DOI 1.17/s11227-16-1785-9 P-: a polong stable election outing algoithm fo enegy-limited heteogeneous fog-suppoted wieless senso netwoks Paola G. Vinueza Naanjo 1 Mohammad
More informationLecture 27: Voronoi Diagrams
We say that two points u, v Y ae in the same connected component of Y if thee is a path in R N fom u to v such that all the points along the path ae in the set Y. (Thee ae two connected components in the
More informationarxiv: v2 [physics.soc-ph] 30 Nov 2016
Tanspotation dynamics on coupled netwoks with limited bandwidth Ming Li 1,*, Mao-Bin Hu 1, and Bing-Hong Wang 2, axiv:1607.05382v2 [physics.soc-ph] 30 Nov 2016 1 School of Engineeing Science, Univesity
More informationModule 6 STILL IMAGE COMPRESSION STANDARDS
Module 6 STILL IMAE COMPRESSION STANDARDS Lesson 17 JPE-2000 Achitectue and Featues Instuctional Objectives At the end of this lesson, the students should be able to: 1. State the shotcomings of JPE standad.
More informationAn Assessment of the Efficiency of Close-Range Photogrammetry for Developing a Photo-Based Scanning Systeminthe Shams Tabrizi Minaret in Khoy City
Austalian Jounal of Basic and Applied Sciences, 5(1): 80-85, 011 ISSN 1991-8178 An Assessment of the Efficiency of Close-Range Photogammety fo Developing a Photo-Based Scanning Systeminthe Shams Tabizi
More informationQuery Language #1/3: Relational Algebra Pure, Procedural, and Set-oriented
Quey Language #1/3: Relational Algeba Pue, Pocedual, and Set-oiented To expess a quey, we use a set of opeations. Each opeation takes one o moe elations as input paamete (set-oiented). Since each opeation
More informationa Not yet implemented in current version SPARK: Research Kit Pointer Analysis Parameters Soot Pointer analysis. Objectives
SPARK: Soot Reseach Kit Ondřej Lhoták Objectives Spak is a modula toolkit fo flow-insensitive may points-to analyses fo Java, which enables expeimentation with: vaious paametes of pointe analyses which
More informationA Neural Network Model for Storing and Retrieving 2D Images of Rotated 3D Object Using Principal Components
A Neual Netwok Model fo Stong and Reteving 2D Images of Rotated 3D Object Using Pncipal Components Tsukasa AMANO, Shuichi KUROGI, Ayako EGUCHI, Takeshi NISHIDA, Yasuhio FUCHIKAWA Depatment of Contol Engineeng,
More informationScaling Location-based Services with Dynamically Composed Location Index
Scaling Location-based Sevices with Dynamically Composed Location Index Bhuvan Bamba, Sangeetha Seshadi and Ling Liu Distibuted Data Intensive Systems Laboatoy (DiSL) College of Computing, Geogia Institute
More informationHow Easy is Matching 2D Line Models Using Local Search?
564 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, VOL. 19, NO. 6, JUNE 1997 How Easy is Matching 2D Line Models Using Local Seach? J. Ross Beveidge and Edwad M. Riseman, Senio Membe,
More informationOPTIMUM DESIGN OF 3R ORTHOGONAL MANIPULATORS CONSIDERING ITS TOPOLOGY
Copyight by ABCM Page 38 OPTIMUM DESIGN OF 3R ORTHOGONAL MANIPULATORS CONSIDERING ITS TOPOLOGY Giovana Tindade da Silva Oliveia, gtindadeso@yahoo.com.b School of Mechanical Engineeing, Fedeal Univesity
More informationEvent-based Location Dependent Data Services in Mobile WSNs
Event-based Location Dependent Data Sevices in Mobile WSNs Liang Hong 1, Yafeng Wu, Sang H. Son, Yansheng Lu 3 1 College of Compute Science and Technology, Wuhan Univesity, China Depatment of Compute Science,
More informationFast quality-guided flood-fill phase unwrapping algorithm for three-dimensional fringe pattern profilometry
Univesity of Wollongong Reseach Online Faculty of Infomatics - Papes (Achive) Faculty of Engineeing and Infomation Sciences 2010 Fast quality-guided flood-fill phase unwapping algoithm fo thee-dimensional
More informationDynamic Topology Control to Reduce Interference in MANETs
Dynamic Topology Contol to Reduce Intefeence in MANETs Hwee Xian TAN 1,2 and Winston K. G. SEAH 2,1 {stuhxt, winston}@i2.a-sta.edu.sg 1 Depatment of Compute Science, School of Computing, National Univesity
More information