Generative Models and Naïve Bayes
|
|
- Johnathan Ray
- 5 years ago
- Views:
Transcription
1 COM4 Mhe Lerg Geertve Models d Nïve Byes Ke Che Redg: [4.3 EA] [3.5 KM] [.5.4 CMB]
2 Outle Bkgroud d robblty Bss robblst Clssfto rple robblst dsrmtve models Geertve models d ther pplto to lssfto MA d overtg geertve to dsrmtve Nïve Byes geertve model rple d Algorthms dsrete vs. otuous Emple: ly Tes Zero Codtol robblty d Tretmet Summry COM4 Mhe Lerg
3 Bkgroud There re three methodologes: Model lssfto rule dretly Emples: k-nn ler lssfer SVM eurl ets b Model the probblty of lss membershps gve put dt Emples: logst regresso probblst eurl ets softm Mke probblst model of dt wth eh lss Emples: ve Byes model-bsed. Importt ML toomy for lerg models probblst models vs o-probblst models dsrmtve models vs geertve models COM4 Mhe Lerg 3
4 Bkgroud Bsed o the toomy we see the essee of dfferet supervsed lerg models lssfers more lerly. robblst No-robblst Dsrmtve Logst Regresso robblst eurl ets.. K- Ler lssfer SVM Neurl etworks Geertve Nïve Byes Model-bsed e.g. GMM N.A.? COM4 Mhe Lerg 4
5 robblty Bss ror odtol d jot probblty for rdom vrbles ror probblty: Codtol probblty: Jot probblty: Reltoshp: Idepedee: Byes Rule Dsrmtve Geertve COM4 Mhe Lerg Lkelhood ror osteror Evdee 5
6 robblst Clssfto rple Estblshg probblst model for lssfto Dsrmtve model L To tr dsrmtve lssfer regrdless ts probblst or o-probblst ture ll trg emples of dfferet lsses must Dsrmtve be jotly used to buld up sgle robblst Clssfer dsrmtve lssfer. Output L probbltes for L lss lbels probblst lssfer whle sgle lbel s heved by o-probblst dsrmtve lssfer. L COM4 Mhe Lerg 6
7 robblst Clssfto rple Estblshg probblst model for lssfto ot. Geertve model must be probblst L Geertve robblst Model for Clss Geertve robblst Model for Clss L L L probblst models hve to be tred depedetly Eh s tred o oly the emples of the sme lbel Output L probbltes for gve put wth L models Geertve mes tht suh model produe dt subjet to the dstrbuto v smplg. COM4 Mhe Lerg 7
8 robblst Clssfto rple Mmum A osteror MA lssfto rule For put fd the lrgest oe from L probbltes output by dsrmtve probblst lssfer.... Assg to lbel * f * s the lrgest. Geertve lssfto wth the MA rule Apply Byes rule to overt them to posteror probbltes for L The pply the MA rule to ssg lbel L Commo ftor for ll L probbltes COM4 Mhe Lerg 8
9 COM4 Mhe Lerg 9 Nïve Byes Byes lssfto Dffulty: lerg the jot probblty s ofte fesble! Nïve Byes lssfto Assume ll put fetures re lss odtolly depedet! Apply the MA lssfto rule: ssg to * f.... for L L ] [ ] [ * * * * > ' Applyg the depedee ssumpto estmte of * of estmte
10 Nïve Byes For eh trget vlue of ˆ estmte For every feture vlue ˆ j jk wth emples S; jk estmte of eh feture jk L j j F; k wth emples S; N j ' ˆ ˆ ˆ ˆ * * * * [ ] > [ ] ˆ ˆ L COM4 Mhe Lerg 0
11 Emple: ly Tes Emple COM4 Mhe Lerg
12 Emple Lerg hse Outlook lyyes lyno Suy /9 3/5 Overst 4/9 0/5 R 3/9 /5 Temperture lyyes lyno Hot /9 /5 Mld 4/9 /5 Cool 3/9 /5 Humdty lyyes lyno Wd lyyes lyno Hgh 3/9 4/5 Norml 6/9 /5 Strog 3/9 3/5 Wek 6/9 /5 lyyes 9/4 lyno 5/4 COM4 Mhe Lerg
13 Test hse Emple Gve ew ste predt ts lbel OutlookSuy TempertureCool HumdtyHgh WdStrog Look up tbles heved the lerg phrse OutlookSuylyYes /9 TempertureCoollyYes 3/9 HumtyHghlyYes 3/9 WdStroglyYes 3/9 lyyes 9/4 Deso mkg wth the MA rule OutlookSuylyNo 3/5 TempertureCoollyNo /5 HumtyHghlyNo 4/5 WdStroglyNo 3/5 lyno 5/4 Yes [SuyYesCoolYesHghYesStrogYes]lyYes No [SuyNo CoolNoHghNoStrogNo]lyNo Gve the ft Yes < No we lbel to be No. COM4 Mhe Lerg 3
14 Nïve Byes Algorthm: Cotuous-vlued Fetures Numberless vlues tke by otuous-vlued feture Codtol probblty s ofte modelled wth the orml dstrbuto µ σ j j j µ j ˆ j ep πσ j σ j : me verge of feture vlues of emples : stdrd devto of feture vlues Lerg hse: F L Output: F L orml dstrbutos d C L Test hse: Gve ukow ste X Isted of lookg-up tbles lulte odtol probbltes wth ll the orml dstrbutos heved the lerg phrse Apply the MA rule to ssg lbel the sme s doe for the dsrete se COM4 Mhe Lerg j j of emples for whh for X X X C for whh 4
15 Nïve Byes Emple: Cotuous-vlued Fetures Temperture s turlly of otuous vlue. Yes: No: Estmte me d vre for eh lss N N µ Yes.64 µ σ µ N µ No 3.88 N σ σ Yes No Lerg hse: output two Guss models for tempc ˆ Yes.35 ˆ No 7.09 ep π ep π COM4 Mhe Lerg ep π ep π
16 Zero odtol probblty If o emple ots the feture vlue I ths rumste we fe zero odtol probblty problem durg test ˆ ˆ ˆ 0 for ˆ 0 jk jk jk For remedy lss odtol probbltes re-estmted wth : umber of + mp ˆ jk + m trg emples for whh : umber of trg emples for whh p : pror estmte usully p / t for t possble vlues of m : weght to pror umber of j m-estmte "vrtul"emples j jk d m j COM4 Mhe Lerg 6
17 Zero odtol probblty Emple: outlookoversto0 the ply-tes dtset Addg m vrtul emples m: tuble but up to % of #trg emples I ths dtset # of trg emples for the o lss s 5. Assume tht we dd m vrtul emple our m-estmte tretmet. The outlook feture tkes oly 3 vlues. So p/3. Re-estmte outlooko wth the m-estmte COM4 Mhe Lerg 7
18 Summry robblst Clssfto rple Dsrmtve vs. Geertve models: lerg vs. Geertve models for lssfto: MA d Byes rule Nïve Byes: the odtol depedee ssumpto Trg d test re very effet. Two dfferet dt types led to two dfferet lerg lgorthms. Nïve Byes: populr geertve model for lssfto erforme ompettve to my stte-of-the-rt lssfers eve the presee of voltg the odtol depedee ssumpto My suessful ppltos e.g. spm ml flterg A good ddte of bse lerer esemble lerg COM4 Mhe Lerg 8
Bayesian classification methods
Byes lssfto methods Outle Bkgroud robblty Bss robblst Clssfto Nïve Byes rple d Algorthms Emple: ly Tes Zero Codtol robblty Summry Bkgroud There re three methods to estblsh lssfer Model lssfto rule dretly
More informationBayesian parameter estimation. Nuno Vasconcelos UCSD
Byes prmeter estmto Nuo Vscocelos UCS Byes prmeter estmto the m dfferece wth respect to ML s tht the Byes cse Θ s rdom vrble bsc cocepts trg set {... } of emples drw depedetly probblty desty for observtos
More informationCS 2750 Machine Learning. Lecture 4. Density estimation. CS 2750 Machine Learning. Announcements
CS 75 Machne Learnng Lecture 4 ensty estmaton Mlos Hauskrecht mlos@cs.ptt.edu 539 Sennott Square CS 75 Machne Learnng Announcements Homework ue on Wednesday before the class Reports: hand n before the
More information1 Measurement. What you will learn. World s largest cylindrical aquarium. Australian Curriculum Measurement and Geometry Using units of measurement
Austrlin Curriulum Mesurement nd Geometry Using units of mesurement hpter 1 Mesurement Wht you will lern 1.1 1.2 1.3 1.4 1.5 1.6 1.7 1.8 Conversion of units Perimeter Cirumferene Are Are of irle Surfe
More informationBayesian estimation of the scale parameter and survival function of weighted weibull. distribution under different loss functions using r software
Bys stmto of th sl rmtr survvl futo of wght wbull strbuto ur ffrt loss futos usg r softwr Kwsr Ftm,.P Ahm Uvrsty of Kshmr, rgr Abstrt: I ths r, w roos to obt th Bys stmtors of th sl rmtr of thr rmtr wght
More informationBayesian Learning. CS 5751 Machine Learning. Chapter 6 Bayesian Learning 1
Byesn Lernng Byes Teorem MA, ML ypoteses MA lerners Mnmum descrpton lengt prncple Byes optml clssfer Nïe Byes lerner Byesn belef networks CS 5751 Mcne Lernng Cpter 6 Byesn Lernng 1 Two Roles for Byesn
More informationJ. Sci. Res. 11 (1), (2019) A Bayesian Approach for Estimating Parameter of Rayleigh Distribution
Publatos Avalable Ole J. S. Res. (), 3-39 (09) JOURNAL OF SCIENTIFIC RESEARCH www.baglajol.fo/de.php/jsr A Bayesa Approah for Estmatg Parameter of Raylegh Dstrbuto J. Mahata *, M. B. A. Talukdar Departmet
More informationIn any right-angle triangle the side opposite to the right angle is called the Label the Hypotenuse in each diagram above.
9 Ademi Mth Dte: Pythgoren Theorem RIGHT ANGLE TRIANGLE - A right tringle is tringle with one 90 0 ngle. For exmple: In ny right-ngle tringle the side opposite to the right ngle is lled the Lbel the Hypotenuse
More informationRepresenting polynominals with DFT (Discrete Fourier Transform) and FFT (Fast Fourier Transform) Arne Andersson
Represetig polyomils with DFT Discrete Fourier Trsform d FFT Fst Fourier Trsform Are Adersso Iformtiostekologi Polyomil A Emple: 4 Coefficiet represettio:,,,4 Poit-vlue represettio:,, 4 4... 4,,,7,, Istitutioe
More informationIntuitive Understanding of Throughput-Delay Tradeoff in Ad hoc Wireless Networks
Ituitive Uderstdig of Throughput-Dely Trdeoff i Ad hoc Wireless Networks Term Project: EECS 557 Witer 005 by Howrd Aderso Shrutivd Shrm Outlie Itroductio Modelig of d hoc etworks Throughput-Dely trdeoff
More informationWhy? DF = 1_ EF = _ AC
Similr Tringles Then You solved proportions. (Lesson 2-) Now 1Determine whether two tringles re similr. 2Find the unknown mesures of sides of two similr tringles. Why? Simon needs to mesure the height
More information6 TRIGONOMETRY TASK 6.1 TASK 6.2. hypotenuse. opposite. adjacent. opposite. hypotenuse 34. adjacent. opposite. a f
1 6 TIGONOMETY TK 6.1 In eh tringle elow, note the ngle given nd stte whether the identified side is in the orret position or not. 1. 4. opposite 41 2. djent 3. 58 63 djent 32 hypotenuse 5. 68 djent 6.
More informationThe Power of 1. One Hope. One Step. One Direction. One Seed One Day. One Choice. One Habit. One voice One Moment. One Dream
Oe Directio You hve bris i your hed. You hve feet i your shoes. You c steer yourself, y directio you choose. Dr. Seuss The Power of 1 Oe Thought Oe Gol Oe Decisio Oe Seed Oe Dy Oe voice Oe Momet Oe Degree
More informationLesson 12.1 Right Triangle Trigonometry
Lesson 12.1 Right Tringle Trigonometr 1. For ech of the following right tringles, find the vlues of sin, cos, tn, sin, cos, nd tn. (Write our nswers s frctions in lowest terms.) 2 15 9 10 2 12 2. Drw right
More informationENGINEERING ECONOMICS
ENGINEERING ECONOMICS Factor Name Coverts Symbol Formula Sgle Paymet Compoud Amout to F gve P (F/P, %, ) ( + ) Sgle Paymet Preset Worth to P gve F (P/F, %, ) ( + ) Uform Seres to A gve F (A/F, %, ) Skg
More informationAn Indian Journal FULL PAPER ABSTRACT KEYWORDS. Trade Science Inc. The tennis serve technology based on the AHP evaluation of consistency check
[Type text] [Type text] [Type text] ISSN : 097-7 Volume 0 Issue 0 BioTechnology 0 An Indin Journl FULL PAPER BTAIJ, 0(0), 0 [-7] The tennis serve technology bsed on the AHP evlution of consistency check
More informationENGINEERING ECONOMICS
ENGINEERING ECONOMICS Factor Name Coverts Symbol Formula Sgle Paymet Compoud Amout to F gve P (F/P, %, ) ( + ) Sgle Paymet Preset Worth Uform Seres Skg Fud to P gve F (P/F, %, ) ( + ) to A gve F (A/F,
More informationHook-up Checklist for the Ranger PM7000 (EU)
Rnger Hook-up Cheklist for the Rnger (EU) Reserh Limited Reserh Limited Step 1. Estlish type of instlltion (e.g. no. of phses). Step 2. Estlish type of trnsduers (PTs, CTs et.). Step 3. Choose one of the
More informationCS 188: Artificial Intelligence Spring Announcements
CS 188: Artificil Intelligence Spring 2011 Lecture 19: Dynmic Byes Nets, Nïve Byes 4/6/2011 Pieter Aeel UC Berkeley Slides dpted from Dn Klein. Announcements W4 out, due next week Mondy P4 out, due next
More informationHot-Air Blowers 12 / / Hot-Air Blowers
Hot-Air Blowers MISTRAL HOTWIND PREMIUM / HOTWIND SYSTEM MISTRAL Accessories HOTWIND Accessories VULCAN SYSTEM VULCAN SYSTEM Accessories IGNITER BM4/BR4 IGNITER BM4/BR4 Accessories 12 / 13 14 / 15 16 17
More information2014 WHEAT PROTEIN RESPONSE TO NITROGEN
2014 WHEAT PROTEIN RESPONSE TO NITROGEN Aron Wlters, Coopertor Ryford Schulze, Coopertor Dniel Hthcot, Extension Progrm Specilist Dr. Clrk Neely, Extension Stte Smll Grins Specilist Ryn Collett, Extension
More informationAHP-based tennis service technical evaluation consistency test
Avilble online.jocpr.com Journl of Chemicl nd Phrmceuticl Reserch, 0, ():7-79 Reserch Article ISSN : 097-78 CODEN(USA) : JCPRC AHP-bsed tennis service technicl evlution consistency test Mio Zhng Deprtment
More informationAnnouncements. CS 188: Artificial Intelligence Spring Today. P4: Ghostbusters. Exact Inference in DBNs. Dynamic Bayes Nets (DBNs)
CS 188: Artificil Intelligence Spring 2010 Lecture 21: DBNs, Viteri, Speech Recognition 4/8/2010 Written 6 due tonight Project 4 up! Due 4/15 strt erly! Announcements Course contest updte Plnning to post
More informationMass Distribution of Mercury among Ecosystem Components in the Florida Everglades
Mass Dstrbuto of Mercury amog Ecosystem Compoets the Florda Everglades Guaglag Lu, G. Melode Naja 2, Yog Ca, Peter Kalla 3, Da Schedt 3, Evely Gaser, Georgo Tachev, Davd Roelat : Florda Iteratoal Uversty
More informationChapter 5. Triangles and Vectors
www.ck12.org Chpter 5. Tringles nd Vectors 5.3 The Lw of Sines Lerning Objectives Understnd how both forms of the Lw of Sines re obtined. Apply the Lw of Sines when you know two ngles nd non-included side
More informationWorking Paper: Reversal Patterns
Remember to welcome ll ides in trding. AND remember to reserve your opinion until you hve independently vlidted the ide! Working Pper: Reversl Ptterns Working Pper In this pper I wnt to review nd (hopefully)
More informationERRATA for Guide for the Development of Bicycle Facilities, 4th Edition (GBF-4)
Dvid Bernhrdt, P.E., President Commissioner, Mine Deprtment of Trnsporttion Bud Wright, Executive Director 444 North Cpitol Street NW, Suite 249, Wshington, DC 20001 (202) 624-5800 Fx: (202) 624-5806 www.trnsporttion.org
More informationVB-7253 Series. Application. Features. Applicable Literature
VB-7253 Series 1/2 to 2 Screwed NPT Stinless Steel Trim with Teflon Disc Stem Up Open, Two-Wy Vlves Generl Instructions Appliction VB-7253 series single set, stem down to close, two wy vlves control wter
More informationWorkrite Sierra HX & HXL Assembly Instructions for 3-leg Electric Workcenters
Workrite ierr HX & HXL Assemly Instrutions for 3-leg Eletri Workenters #1500216- Rev Workrite ierr HX & HXL Eletri Workenters - Assemly Instrutions for 3-leg les Rer Leg rket* Qty: 2 List of rts, grouped
More informationPlant Growth Regulators in Spring Wheat. Anne Kirk, Craig Linde, and Pam de Rocquigny. Manitoba Agriculture
Plnt Growth Regultors in Spring Whet Anne Kirk, Crig Linde, nd Pm de Roquigny Mnito Agriulture Lodging is mjor rop prodution issue, espeilly in high yielding environments. Yield losses n rnge from 5 to
More informationLinear Algebraic Equations
Lier lgeric Equtios Phildelphi Uiversity Egieerig Fculty Mechicl Egieerig Deprtmet Eg Lith trseh Mtrices mtri ottio m m Specil cses o Mtrices Vector mtri m Squre mtri (=m) m m m mm Specil cses o Mtrices
More informationANNEX 1 CLASSIFICATION AND LABELLING SUMMARY TABLES
ANNEX CLASSIFICATION AND LABELLING SUMMARY TABLES ANNEX CLASSIFICATION AND LABELLING SUMMARY TABLES NOTE: The codifiction of hzrd s is further explined in Annex 3 (Section ). The hzrd re intended to be
More informationTeeJay Publishers Homework for Level C book Ch 11 - Position/Movement. Bill. Bob. Dan. Joy
TeeJy Pulishers Homework for Level C ook Ch - Position/Movement Chpter Perentges Eerise Position & Movement Look t the seting pln for lss A. Bill Bo Mry Jon Fre Tm Jk Teri Dn Ann Jim Sm Alie Joy Slly Hrry
More informationRENEWABLE SOFTWARE THE EASY WAY
RENEWABLE SOFTWARE THE EASY WAY For more inmtion plese 0800 612 43 42 or visit www.esy-rss.co.uk ? UK s & Environmentl Stw renewble environmentl secrs. The Stw Suite Completing complint ccurte Clcultions
More informationONCE UPON A TIME. With feeling. Female Solo and Chorus. Solo. Chorus G. Dsus4. Once Tell. is how a tale. a tale. all bring. that tell.
With feeling ONCE UPON A TIME Femle Solo nd mp 5 Em Eb sus4 9 Solo Once Tell up on tle for time you go her tht tell is how tle y ll bring be you gin. cheer. 13 Em Once Tht on upis how my while go sr y's
More informationFiddler s Green. by John Conolly
Fiddler s reen by John Conolly As went by dockside one evening so fir To view still wter tke slt ir herd n old fhermn singing th song Won t you tke me wy boys my time not long CHORUS: Wrp me up in me oilskin
More informationThe z-transform. Laplace
The -Trsform Qote of the Dy Sch is the dvtge of well-costrcted lgge tht its simplified ottio ofte ecomes the sorce of profod theories. Lplce Some Specil Fctios First cosider the delt fctio or it smple
More informationCoroutines in Propeller Assembly Language
www.prllxsemiondutor.om sles@prllxsemiondutor.om support@prllxsemiondutor.om phone: 916 632 4664 fx:916 624 8003 pplition Note oroutines in Propeller ssemly Lnguge strt: The multiore P8X32 does not require
More informationGraphic Standards Guide
Grphic Stndrds Guide YOGA LOVE RUN PEACE 2 ABOUT This Grphic Stndrds Guide covers the bsic guidelines for the Lululemon Athletic s new grphic identity. The Guide provides summry of the primry fetures nd
More informationValve Proving System for automatic Shutoff Valves
7 66 VVGYR Vlve Proving System for utomtic Shutoff Vlves 11... The 11 vlve proving system is designed for use with shutoff vlves in connection with gs burners nd gs pplinces. In the event of indmissible
More informationChapter 31 Pythagoras theorem and trigonometry (2)
HPTR 31 86 3 The lengths of the two shortest sides of right-ngled tringle re m nd ( 3) m respetively. The length of the hypotenuse is 15 m. Show tht 2 3 108 Solve the eqution 2 3 108 Write down the lengths
More informationBarrier Options and a Reflection Principle of the Fractional Brownian Motion
rrier Opions nd Reflecion Principle of he Frcionl rownin Moion Ciprin ecul DOFI Acdem of conomic udies uchres Romni mil: ciprin.necul@fin.se.ro cipnec@hoo.com Firs drf: epember 6 003 Absrc he purpose of
More informationbuildingscience.com buildingscience.com buildingscience.com ENCLOSURE DESIGN WALLS and Windows Detailing Toward Zero-Energy Buildings Part 2 Heat Flow
Dtalg Toward Zro-Ergy Buldgs Part 2 Btsy Pttt, FAIA Corporato www.buldgs.om Buld Bosto Novmbr 19, 2008 Bosto, MA Dsg Towards Zro Ergy ENCLOSURE DESIGN WALLS ad Wdows Thrmally Efft Assmbls Strutur oly whr
More informationApply the Law of Sines. You solved right triangles. You will solve triangles that have no right angle.
13.5 pply te Lw of Sines TEKS.1,.4, 2.4.; P.3.E efore Now You solved rigt tringles. You will solve tringles tt ve no rigt ngle. Wy? So you n find te distne etween frwy ojets, s in Ex. 44. Key Voulry lw
More informationName Class Date SAMPLE. Complete the missing numbers in the sequences below. 753, ,982. The area of the shape is approximately cm 2
End of term: TEST A You will need penil. Yer 5 Nme Clss Dte 1 2 Complete the missing numers in the sequenes elow. 200 3926 4926 400 500 700 7926 753,982 553,982 Estimte the re of the shpe elow. The re
More informationTANTALUM ELECTROLYTIC CAPACITORS
TNTLUM LTROLYTI PITORS TMM Series (Miniturized Tntlum hip pcitors with xtended pcitnce Rnge) Fetures model type miniturized chip cpcitor developed on the bsis of TMS production technology idel for high
More informationBowls North Harbour Inc PENNANTS. Start Time for Qualifying Rounds 9:30am
Bowls North Harbour Ic. 2017-2018 PENNANTS Saturday 30 th September, 8 th & 14 th October 2017 (eserve Day 15/10) Fals Day Suday 17 th December 2017 Start Tme for Qualfyg ouds EVENT DIECTO Bowls North
More informationGrade 6. Mathematics. Student Booklet SPRING 2011 RELEASED ASSESSMENT QUESTIONS. Record your answers on the Multiple-Choice Answer Sheet.
Grde 6 Assessment of Reding, Writing nd Mthemtics, Junior Division Student Booklet Mthemtics SPRING 211 RELEASED ASSESSMENT QUESTIONS Record your nswers on the Multiple-Choice Answer Sheet. Plese note:
More informationResearch Article Spatial Approach of Artificial Neural Network for Solar Radiation Forecasting: Modeling Issues
Jourl of Solr Eergy Volume 2015, Article ID 410684, 13 pges http://dx.doi.org/10.1155/2015/410684 Reserch Article Sptil Approch of Artificil Neurl Network for Solr Rditio Forecstig: Modelig Issues Yshwt
More informationThe Discussion of this exercise covers the following points: The open-loop Ziegler-Nichols method. The open-loop Ziegler-Nichols method
Exercise 6-3 Level Process Control EXERCISE OBJECTIVE In this exercise, you will perform PID control of level process. You will use the open-loop step response method to tune the controller. DISCUSSION
More informationAnnouncements. CS 188: Artificial Intelligence Spring Announcements II. P4: Ghostbusters 2.0. Today. Dynamic Bayes Nets (DBNs)
CS 188: Artificil Intelligence Spring 2011 Lecture 19: Dynmic Byes Nets, Nïve Byes 4/6/2011 Announcements W4 out, due next week Mondy P4 out, due next week Fridy Mid-semester survey Pieter Aeel UC Berkeley
More informationCS 188: Artificial Intelligence Spring Announcements
CS 188: Artificil Intelligence Spring 2011 Lecture 19: Dynmic Byes Nets, Nïve Byes 4/6/2011 Pieter Aeel UC Berkeley Slides dpted from Dn Klein. Announcements W4 out, due next week Mondy P4 out, due next
More informationMinnesota s Wild Turkey Harvest Fall 2016, Spring 2017
Minnesot s Wild Turkey Hrvest Fll 2016, Spring 2017 Lindsey Messinger Frmlnd Wildlife Popultions nd Reserch Group Minnesot Deprtment of Nturl Resources Mdeli, Minnesot 15 August 2017 Summry of Seson Structure
More informationApply the Pythagorean Theorem
8. Apply the Pythgoren Theorem The Pythgoren theorem is nmed fter the Greek philosopher nd mthemtiin Pythgors (580500 B.C.E.). Although nient texts indite tht different iviliztions understood this property
More informationCollettsville Road Race
Merckx Time Tril April 7th 2017 4690 Collettsville School Dr. Collettsville, NC 28611 Get redy to strt your omnium weekend off with n evening TT. This course is the strt nd finish stretch of the Rod Rce
More informationOpen Access Regression Analysis-based Chinese Olympic Games Competitive Sports Strength Evaluation Model Research
Send Orders for Reprints to reprints@benthmscience.e The Open Cybernetics & Systemics Journl, 05, 9, 79-735 79 Open Access Regression Anlysis-bsed Chinese Olympic Gmes Competitive Sports Strength Evlution
More informationCall To Action. & bb b b b. w w. œ œ œ J. &b b b b b. œ œ œ. œ œ. œ œ œ. ? b b b b b 4. j œ. j œ Ó n. œ j. œ j œ œ Ó Œ. œ j Ó Œ j œœ œ Ó.
Voice Piao q=132 Comissioed by the Australia Museum of Democracy (MoAD) Call To Actio 4 By Tim Bevitt 2017 q=132 & bb b b b4 w w J 4 6 &b b b b b &b b b b b 10 µ J E F w w b We Our live here i Aus-tral
More informationThis document contains voter and poll worker educational material for overvotes and double-votes.
This document contins ote nd poll woke eductionl mteil fo oeotes nd double-otes. The fomt, illusttion style, nd lnguge e bsed on the mteils in the double-ote consent decee. Infomtion bout oe-oting is bsed
More informationSUMMER ASSIGNMENT FOR FUNCTIONS/TRIGONOMETRY Bring to school the 1 st day of class!
SUMMER ASSIGNMENT FOR FUNCTIONS/TRIGONOMETRY Bring to school the st d of clss! This summer ssignment is designed to prepre ou for Functions/Trigonometr. Nothing on the summer ssignment is new. Everthing
More informationLesson 8: Application Technology
The type of ppliction equipment used must suit the type of ppliction. In this module, you ll lern the prts of the most common types of ppliction equipment used by ssistnt pplictors, s well s how to properly
More informationRecall that the area of a triangle can be found using the sine of one of the angles.
Nme lss Dte 14.1 Lw of Sines Essentil Question: How n you use trigonometri rtios to find side lengts nd ngle mesures of non-rigt tringles? Resoure Loker Explore Use n re Formul to Derive te Lw of Sines
More information,~E~l. re: MANHOLE (CAST IN PLACE) ftj 6'-o" X 14 /-0 II 1:== POWER DISTRIBUTION STANDARDS - II. a:~ VJ II. a: - ~ ~~ (/)'~.,"--/\ i
SEE OTE 1 220333.1.6 rs GRADE "
More informationContents TRIGONOMETRIC METHODS PROBABILITY DISTRIBUTIONS
ontents UNIT 7 TRIGONOMETRI METHODS Lesson 1 Trigonometric Functions................... 462 1 onnecting ngle Mesures nd Liner Mesures.............. 463 2 Mesuring Without Mesuring.........................
More informationHCI Examination Please answer in Swedish or English
HCI Exmintion 02.06.04 8.45-12.45 Plese nswer in Swedish or English PLEASE HAND IN FIRST PAGE OF EXAMINATION SHEET (TES) IF YOU ANSWER MULITPLE CHOICE HERE PART I: NECESSARY FOR PASS (GODKÄNT) 1. Multiple
More informationStarter. The Cosine Rule. What the Cosine Rule is and how to apply it to triangles. I can write down the Cosine Rule from memory.
Strter 1) Find the re of the green tringle. 12.8m 2) 2 4 ( + ) x 3 5 3 2 54.8 o 9.7m The Cosine Rule Tody we re lerning... Wht the Cosine Rule is nd how to pply it to tringles. I will know if I hve een
More informationA Measurement Framework for National Key Performance Measures
MINISTERIAL COUNCIL ON EDUCATION, EMPLOYMENT, TRAINING AND YOUTH AFFAIRS Performnce Mesurement nd Reporting Tskforce Working for qulity eduction outcomes A Mesurement Frmework for Ntionl Key Performnce
More informationFrank J. Gouveia. Ron L.Baskett. This paper was prepared for submittal to the Nuclear Utility Meteorological Data Users Group Workshop (NUMUG)
UCRL- JC- 1237 17 PREPRNT COMPARSON OF DATA FROM CO-LOCATED SENSOR PACKAGES AND MPLCATONS FOR DSPERSON MODELNG: AN N STU CASE STUDY OF RUGGED VERSUS LOW-THRESHOLD ANEMOMETERS AND NATURAL-VERSUS FORCED-VENTLATON
More informationExperimental and theoretical investigation of bending over sheave fatigue life of stranded steel wire rope
Id Jourl of Egeerg & Mterls Sceces Vol. 19, Jue 01, pp. 189-195 Expermetl d theoretcl vestgto of bedg over sheve ftgue lfe of strded steel wre rope Yusuf Aytç Our * & C Erdem İmrk b Mechcl Egeerg, Bulet
More informationListening & Speaking. Grade 1. Supports. instructi GRADE. Develops oral and receptive language. 15- to 20-minute daily activities
Grde 1 to Stte Correlted Stndrds GRADE Develops orl nd receptive lnguge 1 EMC 2416 15- to 20-minute dily ctivities Listening & Home School Connection resources Supports t s r i F g n i Red ding E- bo ok
More informationInkling Fan Language Character Encoding Version 0.3
Inkling Fan Language Character Encoding Version 0.3 What follows is a proposed encoding for the characters in the Inkling fan language for standardization among font creators. This encoding would make
More informationSAMPLE EVALUATION ONLY
mesurement nd geometry topic 15 Pythgors theorem 15.1 Overview Why lern this? Pythgors ws fmous mthemtiin who lived out 2500 yers go. He is redited with eing the fi rst person to prove tht in ny rightngled
More information2014 Victorian Shooting Championship
2014 Victorin Shooting Chmpionship VPCI, in conjunction with the Stte Coches nd the Stte Umpires invite ll PFA licensed petnque plyers in the Stte of Victori to tke prt in the 2014 Victorin Shooting Chmpionship.
More informationEasyStart Guide Works with FitnessBoxingOnline.com and other Boxout Video & Mp3 workouts
Box Trg System EyStrt Guide Wks FnessBoxgOnle.com Box Video Mp3 wks igl Auntic Trg System lets wk 3 wys EVEN IF YOU NEVER READ INSTRUCTIONS, JUST READ THIS BIT! If re COMPLETELY NEW TO BOXING OUT OF SHAPE
More information2012 Australian Trade Price List
ABN 53 008 189 535 Web: www.hammondmfg.com E-mail: australia@hammfg.com 2012 Australian Transformers visit us at www.hammondmfg.com Effective date: September 1, 2012 Replaces all other Price Lists All
More informationTeeJay Publishers Homework for Level C book Ch 12 - Length & Area
Chpter 12 Exerise Perentges 1 Length & Are 1. Would you use ruler, tpe mesure or r odometer to mesure : your tehers height the length of 5 note the length of your edroom d the distne from Glsgow to Crlisle?
More informationTopic 6: Gases and Colligative Properties
Topic 6: Gases and Colligative Properties Ideal Gas Equation Boyle noticed an inverse relationship between volume and pressure. Pressure x volume = constant P = a P 1/P Charles found the volume of a gas,
More informationEMBASSY SWIMMING POOL & FITNESS SUITE Fitness Programme June - September 2017
EMBASSY POOL & FITNESS SUITE Fitness Progrmme June - September 2017 7m Sturdy dy dy sdy nesdy sdy dy 7m - using the benefits of wter resistnce for low impct crdio nd muscle toning workout tht cn suit wide
More informationRight Triangle Trigonometry
ONDENSED LESSON 1.1 Right Tringle Trigonometr In this lesson ou will lern out the trigonometri rtios ssoited with right tringle use trigonometri rtios to find unknown side lengths in right tringle use
More informationINVESTIGATION 2. What s the Angle?
INVESTIGATION 2 Wht s the Angle? In the previous investigtion, you lerned tht when the rigidity property of tringles is comined with the ility to djust the length of side, the opportunities for useful
More information2018 NAMBA Nationals October 20 st 27 th McInnish Park Carrollton, Texas
2018 NAMBA Nationals October 20 st 27 th McInnish Park Carrollton, Texas CONTESTANT NAME: NAMBA NUMBER: Event Entry Fee @ $40.00 (Includes Banquet ticket, Patch, Program, and Pin).. $ Boat Entry Fee @
More informationUnit 4: Inference for numerical variables Lecture 3: ANOVA
Unit 4: Inference for numerical variables Lecture 3: ANOVA Statistics 101 Thomas Leininger June 10, 2013 Announcements Announcements Proposals due tomorrow. Will be returned to you by Wednesday. You MUST
More informationSkills Practice Skills Practice for Lesson 4.1
Skills Prctice Skills Prctice for Lesson.1 Nme Dte Interior nd Exterior Angles of Tringle Tringle Sum, Exterior Angle, nd Exterior Angle Inequlity Theorems Vocbulry Write the term tht best completes ech
More informationRevenue Sharing and Competitive Balance. Does the invariance proposition hold?
Reveue Sharg ad Compettve Balace Does the varace proposto hold? Prof. dr. Stefa Kesee Ecoomcs Departmet Uversty of Atwerp ad Physcal Educato Departmet Catholc Uversty of Leuve (KUL) Uversty of Atwerp Prsstraat,
More informationSpecial Right Triangles
Pge of 5 L E S S O N 9.6 Specil Right Tringles B E F O R E Now W H Y? Review Vocbulr hpotenuse, p. 465 leg, p. 465 You found side lengths of right tringles. You ll use specil right tringles to solve problems.
More informationBypass Compensator Cartridge, Size 16
Bypss Compenstor Crtridge, Size 6 Q mx = 5 l/min, p mx = 42 br Direct cting, djustble compenstor spring Description These direct-cting bypss pressure-compenstor (hydrostt) crtridges, series DWDP-2B -6,
More informationStochastic Scheduling with Availability Constraints in Heterogeneous Clusters
Ths paper appeared the Proceedgs of the 8th IEEE Iteratoal Coferece o Cluster Coputg (Cluster 006), Sept. 006. Stochastc Schedulg wth Avalablty Costrats Heterogeeous Clusters Tao Xe Xao Q Departet of Coputer
More informationChp. 3_4 Trigonometry.notebook. October 01, Warm Up. Pythagorean Triples. Verifying a Pythagorean Triple... Pythagorean Theorem
Chp. 3_4 Trigonometry.noteook Wrm Up Determine the mesure of the vrile in ech of the following digrms: x + 2 x x 5 x + 3 Pythgoren Theorem - is fundmentl reltionship mongst the sides on RIGHT tringle.
More informationComputación y Sistemas ISSN: Instituto Politécnico Nacional México
Computción y Sistems ISSN: 1405-5546 computcion-y-sistems@cic.ipn.mx Instituto Politécnico Ncionl México Btyrshin, Ildr Z.; Kubyshev, Nily; Solovyev, Vlery; Vill-Vrgs, Luis A. Visuliztion of Similrity
More informationMATHEMATICAL PRACTICES In the Solve It, you used what you know about triangles to find missing lengths. Key Concept Law of Sines
8-5 -20-5 Lw of Sines ontent Stndrds G.SRT.11 Understnd nd ppl the Lw of Sines... to find unknown mesurements in right nd non-right tringles... lso G.SRT.10 Ojetives To ppl the Lw of Sines 66 ft 35 135
More informationby Craig Cassils CD orchestrated by Dominik Hauser Performed by Pembina Trails Voices directed by Ruth Wiwchar
Songs of ee y CD orhestrted y Dominik Huser erformed y emin Trils Voies direted y Ruth Wihr CD Title ge 1-2 I Love This Country 2 3-4 Build Bridge 7-6 Hold on to Hope 12 7-8 In lers ields 18-10 One World
More informationa. The density of seawater is about 1027 kg/m 3. What is the pressure of the ocean on these creatures in psi? Show your work.
IDS 10 Pre-exam Homework Questions- solutions 1. The specific heat of silver is 0.05 cal/(g C) and the specific heat of water is 1 cal/(g C) If a certa amount of heat is added to a sample of water, the
More informationGoodyear Polyglas Tire Date Coding
Goodyear Polyglas Tire Date Coding M A R C U S A N G H E L R I C K S A U V E Ever wonder what the date code is on your Goodyear tires and if they are original? This article is written to answer that, and
More informationSUMMER ASSIGNMENT FOR FUNCTIONS/TRIGONOMETRY Due September 7 th
SUMMER ASSIGNMENT FOR FUNCTIONS/TRIGONOMETRY Due Septemer 7 th This summer ssignment is designed to prepre ou for Functions/Trigonometr. Nothing on the summer ssignment is new. Everthing is review of topics
More informationBattery Application Guide
Battery Application Guide AGRICULTURE & CONSTRUCTION EQUIPMENT BATTERIES AGRICULTURE CONSTRUCTION AUTOMOTIVE POWERSPORTS LAWN & GARDEN AGCO Parts, the AGCO Parts logo, AGCO and AGCO logo are trademarks
More informationTRACTOR SPECS. TUNE-UP PARTS FILTER LIST LUBRICATION SPEC. LIST GENERAL SPECS. AND ATTACHMENT SPECS.
7000 and 8000 Compact Tractor Specs. TRACTOR SPECS. TUNE-UP PARTS FILTER LIST LUBRICATION SPEC. LIST GENERAL SPECS. AND ATTACHMENT SPECS. SOME PARTS MAY HAVE BEEN UPGRADED. ALWAYS CONFIRM ORIGINAL PART
More informationIntegral Solutions of the Homogeneous Cubic Equation
Itertol Jorl of Cottol Egeerg Reserch Vol 0 Isse 5 Itegrl Soltos of the Hoogeeos Cc Eto M..Gol V.Geeth. Professor Dertet of Mthetcs Shrth Idr Gdh College Trch. sst.professor Dertet of Mthetcs Cer College
More informationLognormal Model for Call-Center Service Times and Hazard Rate Functions
Service Engineering - Recitatin 9 Lgnrmal Mdel fr Call-Center Service Times and Hazard Rate Functins Part 1. Service Times lgnrmal? (p.2-13) Part 2. Hazard Rate (p.14-18) Part 1. Service Times lgnrmal?
More informationThe Impact of Offshore Wind Turbines on Underwater Ambient Noise Levels. Stewart Glegg Center for Acoustics and Vibration Florida Atlantic University
The Impact of Offshore Wind Turbines on Underwater Ambient Noise Levels Stewart Glegg Center for Acoustics and Vibration Florida Atlantic University Why is Offshore WT Noise a Concern? 1. With the current
More informationTropical Cyclone Generated Rogue Waves
Tropical Cyclone Generated Rogue Waves Clarence O. Collins III 10.28.2013 13 th Waves Workshop Collaborators: Hans Graber & Takuji Waseda Acknowledgements: Bjorn Lund, Rafael Ramos, Hitoshi Tamura, Henry
More information1st Ever. Great. Lake. Race. Making Paddle Sport Adventures on Minnesota Lakes Accessible to All. September 7, 2014
r You am Here Te me Na Lake Making Paddle Sport Adventures on Minnesota Lakes Accessible to All A 2014 James J. Hill Days Featured Event Wilderness Inquiry Ver. 07.17.2014 Lake Your participation helps
More information