Register now to access 7 million high quality study materials (What's Course Hero?) Course Hero is the premier provider of high quality online educational resources. With millions of study documents, online tutors, digital flashcards and free courseware, Course Hero is helping students learn more efficiently and effectively. Whether you're interested in exploring new subjects or mastering key topics for your next exam, Course Hero has the tools you need to achieve your goals.

1 Page

Exercise3

Course: CC 282, Fall 2009
School: East Los Angeles College
Rating:

Word Count: 263

Document Preview

Dr.R.Palaniappan CC282IntroductiontoMachineLearningAutumn2008 DepartmentofComputingandElectronicSystems UniversityofEssex Exerciseset3 ThissetcoversmaterialfromLecture3 _________________________________________________________________________________________ Question1 Inamachinelearningcontext,whatdowemeanby statisticallearning regressionmethod classification Question2...

Register Now

Unformatted Document Excerpt

Coursehero >> California >> East Los Angeles College >> CC 282

Course Hero has millions of student submitted documents similar to the one
below including study guides, practice problems, reference materials, practice exams, textbook help and tutor support.

Course Hero has millions of student submitted documents similar to the one below including study guides, practice problems, reference materials, practice exams, textbook help and tutor support.
Dr.R.Palaniappan CC282IntroductiontoMachineLearningAutumn2008 DepartmentofComputingandElectronicSystems UniversityofEssex Exerciseset3 ThissetcoversmaterialfromLecture3 _________________________________________________________________________________________ Question1 Inamachinelearningcontext,whatdowemeanby statisticallearning regressionmethod classification Question2 Thefollowingdatashowsthemarketresearchofthenumberofproductssoldversusthecostofadvertisementinthepast year. Advertcost(in) Noofsales 3 2 0 5 4 0 7 8 2 9 7 5 1 1 8 2 13 10 3 15 126 1.FindthelinearregressionmodelthatbestfitsthedataintheLSEsense(hint:usethemodelstudiedinlecturewithk=1 andintercept,w00). 2.Usethemodeltopredicttheno.salesfortheproductifadvertcostis17 Question3 3.EstimatetheMSEofthemodel. ThefollowingCartesiancoordinatesforthreedifferentclasses,A,B,andCaregiven. ClassA A1 (2,12 ) A2 (3,8) A3 A4 (4,9) (7,10 ) ClassB B (6,5 1 ) B (8,1 2 ) B (7,7 3 ) ClassC C1 (1,5) C2 C3 C4 C5 (i) (1,3) (5,1) (7,8) (9,3) ComputetheManhattandistancesofpointX(6,6)tothefourinstancesofclassA,threeinstancesofclass ...

Find millions of documents on Course Hero - Study Guides, Lecture Notes, Reference Materials, Practice Exams and more. Course Hero has millions of course specific materials providing students with the best way to expand their education.

Below is a small sample set of documents:

East Los Angeles College - CC - 282
CC282IntroductiontoMachineLearningAutumn2008 Dr.R.Palaniappan DepartmentofComputingandElectronicSystems UniversityofEssex Exerciseset1 ThissetcoversmaterialfromLecture1 __ Question1 MakethenecessarydesignchoicesforEandPforthefollowingtasksT: a)Facere
Air Force Academy - STA - 575
-COMMENTS ON KELLERMANN - GUNS IN THE HOME Some Methodological Problems in &quot;Gun Ownership and Homicide in the Home - (Kellermann et. al., New England Journal of Medicine. Oct 7, 1993)-H. Taylor BucknerAssociate Professor of Sociol
East Los Angeles College - CC - 282
CC282IntroductiontoMachineLearningAutumn2008 Dr.R.Palaniappan DepartmentofComputingandElectronicSystems UniversityofEssex Exerciseset7 ThissetcoversmaterialfromLecture7 __ Question1 Considerfourtypesofmedicineswhereeachhastwoattributesorfeatures(pHan
East Los Angeles College - CC - 438
The MySQL DBMS in the labs: Before starting mysql, you need a data area on your M: drive. To create it, run the command /c:/mysql/copy.bat and this will create it for you as m:/mysql/data. You can run the batch (.bat) program by double-clicking the f
East Los Angeles College - CC - 282
CC282 Introduction to Machine Learning Autumn 2008 Dr. R. Palaniappan Department of Computing and Electronic Systems University of Essex Exercise set 6 This set covers material from Lecture 6 __ Question 1 Consider the following bit sequences: seq
East Los Angeles College - CC - 282
CC282IntroductiontoMachineLearningAutumn2008 Dr.R.Palaniappan DepartmentofComputingandElectronicSystems UniversityofEssex Exerciseset2 ThissetcoversmaterialfromLecture2 __ Question1 Discuss the difference between deduction and induction with
East Los Angeles College - CC - 282
CC282IntroductiontoMachineLearningAutumn2008 Dr.R.Palaniappan DepartmentofComputingandElectronicSystems UniversityofEssex Exerciseset8 ThissetcoversmaterialfromLecture8 __ Question1 Youneedtotestthehypothesiswhetherthemeanisequaltosomevalueforagroupo
Air Force Academy - STA - 575
East Los Angeles College - CC - 257
My ContactsName, Room, Telephone, emailName -&gt; TelephoneRoom -&gt; TelephoneName -&gt; email
East Los Angeles College - CC - 257
R1a, b, c, da -&gt; bb -&gt; cc -&gt; d
East Los Angeles College - CC - 257
R1a, b, c, d, e, f, g, ha -&gt; ba -&gt; cd -&gt; ea -&gt; fd -&gt; ff -&gt; ge -&gt; h
East Los Angeles College - CC - 438
This computer source code is Copyright 2003 MindView, Inc.All Rights Reserved.Permission to use, copy, modify, and distribute thiscomputer source code (Source Code) and its documentationwithout fee and without a written agreement for thepurpose
East Los Angeles College - CC - 438
RunByHand:(c03) RandomBounds(c11) InfiniteRecursion(c12) Echo(c12) IOStreamDemo(c12) LargeMappedFiles(c12) LockingMappedFiles(c13) Suspend(c14) Applet1c(c14) Applet1d(c14) BangBean2(c14) BangBeanTest(c14) BeanDumper(c14) BorderLayout1(c
East Los Angeles College - CC - 292
&lt;%@ page import=&quot;test.StudentTable&quot;%&gt;&lt;%@ page import=&quot;test.ReadStudents&quot;%&gt;&lt;%- Created by IntelliJ IDEA. User: sml Date: 31-Jan-2006 Time: 12:39:34 To change this template use File | Settings | File Templates.-%&gt;&lt;%@ page contentType=&quot;tex
Sveriges lantbruksuniversitet - CS - 275
Simon Fraser University Computing Science 275Midterm Examination Summer 2005 Time: 50 minutesLast/Family Name:(Please, PRINT)First Name:(Please, PRINT)Student Number:Signature: Instructor: Janice Regan This examination has 9 pages inclusiv
Sveriges lantbruksuniversitet - CS - 300
Review: Chapters 1 7Chapter 1:sOS is a layer between user and hardware to make life easier for user and use hardware efficientlyqControl program or resource allocator CPU(s), memory, and I/O devices connect to a common bus Devices request CP
East Los Angeles College - CC - 292
&lt;%@ page import=&quot;table.Row&quot; %&gt;&lt;%@ page contentType=&quot;text/html;charset=UTF-8&quot; language=&quot;java&quot; %&gt;&lt;jsp:useBean id=&quot;table&quot; class=&quot;table.Table&quot; scope=&quot;request&quot;/&gt;&lt;table&gt; &lt;%- First do the table head, then all the rows -%&gt; &lt;tr&gt; &lt;
East Los Angeles College - CC - 292
&lt;%@ page import=&quot;java.util.Collection, java.util.Iterator, shop.Product&quot;%&gt;&lt;jsp:useBean id='db' scope='application' class='shop.DummyDB' /&gt;&lt;html&gt;&lt;head&gt;&lt;title&gt;My Shop&lt;/title&gt;&lt;/head&gt;&lt;bo
Sveriges lantbruksuniversitet - NUSC - 344
Astrophysical Constraints on the Origin of the Elements Now and in the (near) FutureTimothy BeersDept. of Physics &amp; Astronomy and JINA: Joint Institute for Nuclear AstrophysicsThe PastPredictions and tests of our understanding of the origins of
Air Force Academy - STA - 575
May 27, 1994John H. Davis, M.D.Editor, Journal of TraumaDepartment of SurgeryD-319 Given BuildingUniv. of Vermont College of MedicineBurlington, Vermont 05405 I shall note just three of the flaws in the comparison
Air Force Academy - STA - 575
Fighting Fire With Fire Solve the problem of arson with more fire? Are youcrazy? But setting a firebreak is a reasonable solution toa fire already out of control. Fire isn't the problem;criminal intent is the
Air Force Academy - STA - 575
From - Wed Aug 2 09:21:53 2000Received: from broadway.sfn.saskatoon.sk.ca (majordomo@broadway.sfn.saskatoon.sk.ca [198.169.128.1])by skatter.USask.Ca (8.9.3/8.8.5) with ESMTP id GAA02581;Fri, 28 Jul 2000 06:28:02 -0600 (CST)Received: (from maj
Air Force Academy - STA - 575
From: owner-cdn-firearms-digest@sfn.saskatoon.sk.ca on behalf ofCdn-Firearms Digest [owner-cdn-firearms-digest@sfn.saskatoon.sk.ca]Sent: Wednesday, 06 June, 2001 09:50To: cdn-firearms-digest@broadway.sfn.saskatoon.sk.caSubject: Cdn-Firearms Diges
East Los Angeles College - CC - 257
# CC257 Lab 2# Partial Solutions# F. Sepulveda# Part 1SELECT c_FirstName, c_LastName, c_emailFROM contactsWHERE c_Phone IN(SELECT c_Phone FROM contacts GROUP BY c_Phone HAVING COUNT(c_Phone) &gt; 1);# Part 2SELECT COUNT(c_LastName)FR
Air Force Academy - STA - 575
NEWS RELEASEMay 30, 1995INSURANCE COMPANIES SAY, &quot;GUN OWNERS NOT AN IDENTIFIABLE RISK GROUP.&quot;&quot;Rock refuses to provide statistical evidence because he knows it willprove him wrong.&quot;Ottawa - Garry Breitkreuz, MP for Yorkton-Melville, ble
Air Force Academy - STA - 575
NEWS RELEASEDecember 6, 1995 For Immediate ReleaseIF THERE WERE NO FIREARMS AT ALL, FEWER THAN 100 LIVES A YEAR WOULD BESAVED&quot;Survey results show why anti-gun crowd refuse to be swayed bylogic and common sense.&quot;Ottawa - Today, Gar
East Los Angeles College - CC - 257
R1a, ba -&gt; bb -&gt; a
Air Force Academy - STA - 575
From: owner-cdn-firearms-digest@sfn.saskatoon.sk.ca on behalf ofCdn-Firearms Digest [owner-cdn-firearms-digest@sfn.saskatoon.sk.ca]Sent: Monday, 26 November, 2001 11:48To: cdn-firearms-digest@broadway.sfn.saskatoon.sk.caSubject: Cdn-Firearms Dige
East Los Angeles College - CC - 292
package org.apache.jsp;import javax.servlet.*;import javax.servlet.http.*;import javax.servlet.jsp.*;import org.apache.jasper.runtime.*;public class Date_jsp extends HttpJspBase { private static java.util.Vector _jspx_includes; public j
East Los Angeles College - CC - 292
Under the BonnetHTTP, Web Servers, and SessionsCC292HTTPA protocol for exchanging information over TCP sockets Specifies interactions between web clients and web servers Well mention two versions of the protocol: version 1.0 and 1.1 HTML is tex
East Los Angeles College - CC - 292
CC292 Revision Web Application ProgrammingSimon M. LucasExecuted on Client or Server? Explain JSP (also explain the lifecycle of a JSP page) Java Applet CSS HTML JavaScript Db4o database Java helper classes + Java BeansGeneral Principles
Allan Hancock College - EOFWITWAB - 1999587
1998-99 The Parliament of the Commonwealth of Australia HOUSE OF REPRESENTATIVES Presented and read a first time Equal Opportunity for Women in the Workplace Amendment Bill 1999 No. , 1999 (Employment, Workplace Relations and
Sveriges lantbruksuniversitet - CHEM - 215
CHEM 215-4Introduction to Analytical Chemistry Laboratory Man u al 2004 1Instructor : Dr. Paul LiSchedule for Experim en t s1 and 2 A B C D Break E F, J G H I 3 and 4 5 and 6 7 and 8 9 and 10 Break A B C D I E F, J G HWK 1 2 3 4 5 6 7 8 9
Sveriges lantbruksuniversitet - C - 360
Yet More EnthalpyChem 360Wednesday October 1RLG 2008-31Joule-Thomson ExperimentWednesday October 1 Improved version of Joule experiment. Much higher sensitivity to T changes upon expansion. Allows determination of Joule-Thomson coeffi
East Los Angeles College - CC - 384
IntroductionReg.Expr./FSAStatistical NLPPOS TaggingGrammarsParsingComplexitySemanticsApplicationsIntroductionReg.Expr./FSAStatistical NLPPOS TaggingGrammarsParsingComplexitySemanticsApplicationsInformation Retrieva
Sveriges lantbruksuniversitet - C - 360
Chem 360 Assignment 5 1. Calculate the entropy change when argon at 25C and 1.00 bar in a container of volume 0.500 dm3 is allowed to expand to 1.000 dm3 and is simultaneously heated to 100C.Ans: Separate this into two steps: a reversible isotherma
Sveriges lantbruksuniversitet - C - 360
Chem 360 Assignment 7RLG 2008-31. When 1.000 mol of solid glucose (C6H12O6) is oxidized to CO2 (g) and H2O (l) at 25 C, calorimetric measurements give Ur = -2808 kJ/mol and Sr = +182.4 J/Kmol. How much of this energy can be extracted as a) Heat a
Athens Tech - MATH - 266
2001/08/23/02:12/a.m. (start)_2001/8/23/02:18/a.m. (end) (spent) (6 min) Math 266 page 497 #11. Evaluate the integral.Solution:(arctan x)5 1 + x 2 dx(arctan x)5 dx = (arctan x)5 d (arctan x) 2 1+ x = u 5 du , u = arctan x1 u 5+1 + c, u =
Athens Tech - MATH - 266
Math 266 page 509 #39 Show that Solution: (c) 20sin 2 n xdx =1 3 5 . (2n 1) 2 4 . 2n 2= 20sin 2 n xdx =2n 1 2 2 n 2 sin xdx 2n 0 2n 1 2n 3 2 2 n 4 = sin xdx 2n 2n 2 0 2n 1 2n 3 2n 5 2 2 n 6 = sin xdx 2n 2n
East Los Angeles College - CC - 282
CC282MachineLearning Lecture8 StatisticalmethodsLecture8CC282Autumn2008(copyrightR.Palaniappan,2008)1Lecture8Outline Inthislecture,wellstudysomestatisticalmethods Specificallywelllookat Confidenceintervalestimation Statisticaltestofhypothes
Allan Hancock College - EOAB - 2006340
Western AustraliaEqual Opportunity Amendment Bill 2006 CONTENTS1. Short title 22. Commencement 23. T
East Los Angeles College - CC - 282
CC282 Statistical LearningLecture 3 slides for CC282 Machine Learning, R. Palaniappan, 20081Lecture 3 - Outline Statistical learning Linear regression using Least Square Estimation (LSE) method Classification using K-Nearest NeighbourLectu
East Los Angeles College - CC - 384
C 384: Natural LanguageEngine ring C eBasic Notions of Probability The ory, S tatistical NLE (n-gram sm , oothing)CC384 Autumn 20081Statistical NLE - MotivationSo far: purely symbolic approaches But instead of hand-coding rules we could de
East Los Angeles College - CC - 282
CC282 Genetic AlgorithmLecture 6 slides for CC282 Machine Learning, R. Palaniappan, 20081Lecture 06 Outline Introduction GA terminology GA basic description Encoding of chromosomes Selection operator in GA Crossover and mutation operato
Sveriges lantbruksuniversitet - C - 281
SIMON FRASER UNIVERSITY - SURREYCHEM 281 - Final ExamFall Semester 2007 Instructor: Dr. Uwe C. KreisStudent Name (print) Student Number Student SignaturePlease, READ THE QUESTIONS COMPLETELY AND CAREFULLY Clearly mark the correct answer in the
Sveriges lantbruksuniversitet - C - 281
Chem281, Lecture 121/30/2008Chem 281 Semester 081 - Lecture 12Aromaticity Introduction to SpectroscopyLearning GoalsAromaticity Explanation &amp; Hueckels Rules2 Copyright 2006, 2007, Dr. Uwe Kreis1/30/2008Kekuls Dream The concept of re
Air Force Academy - JRP - 638
1BAdjectives 1B: Use of AdjectivesAdjectives can be used in either an attributive sense or a predicative sense.An attributive adjective presents an attribute of the noun that, from a grammatical point of view, is simply assumed to be true. For
Sveriges lantbruksuniversitet - C - 281
Chem281-Sry, Fall 2007, Lec. 21/7/2008Chem 281 Surrey Semester 073 - Lecture 2Atoms &amp; Electron config. Chemical Bonding Bond Polarity HybridizationWhy is Organic Chemistry important?2 Copyright 2006, Dr. Uwe Kreis1/7/2008Course Outlin
Sveriges lantbruksuniversitet - C - 281
Chem281, Lecture 81/21/2008Learning Goals Chem 281 Semester 081 - Lecture 8Alkenes Nomenclature, structure and geometric isomers (cis/trans and E/Z designations) Structure and NomenclatureAldehydes &amp; Ketones Carboxylic acids &amp; DerivativesAlke
Air Force Academy - JRP - 638
1AThe Cases1 In Latin, word order is not nearly so central to meaning as it is in English: the grammatical function of an individual noun or pronoun in Latin is indicated by its form rather than by its position within the sentence. (Contrast English
Air Force Academy - JRP - 638
5D 5D: The Gerund and GerundiveThe Gerund [Reading Latin grammar section 175] Introduction The gerund is a neuter singular abstract verbal noun of the second declension that occurs only in the oblique (i.e. non-nominative) cases. Like the infinitiv
Air Force Academy - JRP - 638
4G Reading Latin Learning Vocabularies for Section 4Verbs 1st Conjugation accs (1) affirm (1) clmit (1) commoror (1) cnfirm (1) cnflagr (1) excgit (1) expugn (1) exspect (1) festn (1) idic (1) lber (1) nuig (1) neg (1) nd (1) r (1) put (1) reuoc (1
Air Force Academy - JRP - 638
5F5F: The Perfect SubjunctiveI. Sequence of Tenses and the Perfect Subjunctive A. In one of its most common uses, the perfect subjunctive appears in subordinate clauses in primary sequence to refer to an action that took place prior to the action
Air Force Academy - JRP - 638
5G Reading Latin Learning Vocabularies for Section 5Verbs 1st Conjugation aduoc (1) agit (1) appell (1) cert (1) cohortor (1) colloc (1) cnseru (1) cnsder (1) conuoc (1) cnctor (1) cr (1) exstim (1) nst (1) instit mand (1) nrr (1) nmin (1) occup (1
Sveriges lantbruksuniversitet - C - 281
valkene is the root name if the following groups are present: alkanes alkynes (careful) alkyl halides ethers v alkene is NOT the root name when the following groups are present alcohols aldehydes or ketones carboxylic acidsExamples3 4 2 1O1
Air Force Academy - JRP - 638
1GReading Latin Learning Vocabularies for Section 1Verbs 1st Conjugation am cl clm cgit cr d explic habit intr port rog seru st supplic uerber uex uoc 2nd Conjugation habe irrde iube mane mone posside tace time uide 3rd Conjugation mitt coqu crd
Sveriges lantbruksuniversitet - C - 281
Chem 281Tutoria l Problem Set No. 6 ANSWERSFall 20081. MRI stands for magnetic resonance imaging. Magnetic Resonance Imaging was developed based on knowledge gained from Nuclear Magnetic Resonance spectroscopy. The original name for the medical
Air Force Academy - JRP - 638
4B 4B: The Ablative The uses of the ablative case in Latin can be catalogued according to three basic functions or types: (a) (b) (g) Uses: 1) The ablative of separation (a): a) with ex () or ab (): The `true' ablative, denoting separation or origin
Air Force Academy - JRP - 638
4D4D: The Supine The supine is a neuter verbal abstract noun of the fourth declension that occurs only in the accusative singular and the ablative singular. It has no equivalent in English. To form the supine: the accusative of the supine (the supi
Sveriges lantbruksuniversitet - C - 281
Alkenes-carotene (orange pigment and vitamin A precursor)1Alkenesvare hydrocarbons that contain a carboncarbon double bond (C=C) general formula: CnH2n known as unsaturated compounds since they have fewer hydrogens than alkanes with the same
Air Force Academy - JRP - 638
1AThe Latin Verb There are two important elements in the study of the Latin verb: 1. function the different types of information conveyed by specific forms of the verb 2. morphology how the different forms of the verb are constructed Function The