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UC Davis - ENTOMOLOGY - 104
3/9/2012Dispersal Movement that results in an increase in the mean distance between individuals (Dingle, 1996) Includes migratory and trivial flight (insects can disperse by either behavior, or by random locomotion)Trivial Flight Flight that has no m
UC Davis - ENTOMOLOGY - 104
3/15/2012What is Aging? The time-independent series of cumulative, progressive, intrinsic and deleterious functional and structural changes that usually begin to manifest at maturity and end at death We will break down this definition to make sense of i
LSU - PADP - 8130
PADP 8130: Linear Models Introduc)on Spring 2012 Angela Fer:g, Ph.D. Gree:ngs Partner with someone Find something you have in common Introduce each other 1 3 hour survival plan Snacks sign up sheet During
LSU - PADP - 8130
1/13/12 PADP 8130: Linear Models Simple Linear Regression Model PRACTICE Angela Fer9g, Ph.D. OLS in Stata . use "/Users/afertig/Documents/Teaching/PADP8130_Spring2012/day2/day2.dta!. drop if faminc>=200000!(335 observations delete
LSU - PADP - 8130
PADP 8130: Linear Models Simple Linear Regression Model Angela Fer7g, Ph.D. Simple Linear Regression Model Intui7on What algorithm can we use to get the best Gng line for the data? We could minimize the sum of
LSU - PADP - 8130
PADP 8130: Linear Models Simple Linear Regression Model PRACTICE Angela Fer7g, Ph.D. OLS in Stata . use "/Users/afertig/Documents/Teaching/PADP8130_Spring2012/day2/day2.dta!. drop if faminc>=200000!(335 observations deleted)!. drop
LSU - PADP - 8130
PADP 8130: Linear Models Math Review Angela Fer7g, Ph.D. Deriva7ve Rules Power Func7ons: Natural Log Func7ons: dn( x ) = nx n1dxd1(log x ) =dxx Exponen7al Func7ons: dx(e ) = e xdx1 Deriva7ve Rule
LSU - PADP - 8130
1/26/12 PADP 8130: Linear Models Math Review PRACTICE Angela Fer:g, Ph.D. Ge?ng Stata output into Excel If it is from sum or tab, highlight the table and copy using the shiL key If it is a regression, use o
LSU - PADP - 8130
2/2/12 PADP 8130: Linear Models Mul$ple Regression Angela Fer9g, Ph.D. Plan for today Show the following using matrix algebra: Deriva9on of the OLS es9mator Assump9ons of the OLS model Proper9es of the OLS es9
LSU - PADP - 8130
1/30/12 PADP 8130: Linear Models Mul$variate OLS PRACTICE Angela Fer9g, Ph.D. Bivariate OLS use day2.dta!drop if faminc=0 | faminc>200000!recode educhd (0/10=11)!reg faminc educhd!!Source |SSdfMSNumber of obs =7913!-+-F( 1,
LSU - PADP - 8130
2/11/12 PADP 8130: Linear Models Hypothesis Tes,ng Angela Fer9g, Ph.D. Up un9l now, weve been geDng es9mates for parameters. Were convinced that OLS is a good way of geDng an es9mate. We think mul9ple
LSU - PADP - 8130
2/11/12 PADP 8130: Linear Models Hypothesis Tes,ng PRACTICE Angela Fer9g, Ph.D. Standard error . sum agehd!!Variable |ObsMeanStd. Dev.MinMax!-+-!agehd |868945.2039416.4897917104!!. reg agehd!What is the dierence co
LSU - PADP - 8130
2/17/12 PADP 8130: Linear Models Func%onal Form Angela Fer:g, Ph.D. We know how to get es:mates for parameters. We know how to test hypotheses. Now, we will talk about how we put in regressors (func%onal
LSU - PADP - 8130
2/17/12 PADP 8130: Linear Models Func%onal Form PRACTICE Angela Fer:g, Ph.D. Graphing Residuals . drop if faminc=0 | faminc>200000!. global controls "black hisp femalehd marriedhd hsdropout somecoll collgrad!. reg faminc agehd $contr
LSU - PADP - 8130
2/24/12 PADP 8130: Linear Models Specica(on Angela Fer:g, Ph.D. Specica:on is about deciding which regressors to put in the regression. OmiHed variable bias Including irrelevant variables Specica:on tests OmiHed
LSU - PADP - 8130
2/24/12 PADP 8130: Linear Models Specica(on PRACTICE Angela Fer:g, Ph.D. Omi@ed Variable Tests . gen lnfaminc=log(faminc)!(53 missing values generated)!!. replace lnfaminc=0 if faminc<1!(52 real changes made)!!. gen femage=female
LSU - PADP - 8130
3/16/12 PADP 8130: Linear Models Data Problems Angela Fer:g, Ph.D. Data problems we will discuss today Mul:collinearity Measurement error Outliers Missing observa:ons 1 3/16/12 Mul:collinearity Deni:on: Independen
LSU - PADP - 8130
3/16/12 PADP 8130: Linear Models Data Problems PRACTICE Angela Fer:g, Ph.D. Detec:ng mul:collinearity: VIF . collin educhd hsdropout collgrad somecoll!!Collinearity Diagnostics!SQRTR-!VariableVIFVIFToleranceSquared!-!educ
LSU - PADP - 8130
3/26/12 PADP 8130: Linear Models Nonspherical Disturbances PRACTICE Angela Fer:g, Ph.D. Lets start with heteroskedas:city 1 3/26/12 Lets examine the eect of family income on home equity . reg lnhomequity agehd age2 hs
LSU - PADP - 8130
PADP 8130FertigSpring 2012UGAHomework 1Due January 23, 20121. Go to UCLA Stata Starter Kit webpage:http:/www.ats.ucla.edu/stat/stata/sk/modules_sk.htmRead through the following modules: Descriptive information and statistics Getting help Using
LSU - PADP - 8130
PADP 8130FertigSpring 2012UGAHomework 2Due January 30, 20121. Go to UCLA Stata Starter Kit webpage:http:/www.ats.ucla.edu/stat/stata/sk/modules_sk.htmRead through the following modules: Overview of Stata syntax Working across variables using for
LSU - PADP - 8130
PADP 8130FertigSpring 2012UGAHomework 3Due February 6, 20121. Go to UCLA Stata Topic webpage:http:/www.ats.ucla.edu/stat/stata/topics/data_management.htmRead through the following modules: Combining Stata data files Reshaping data from wide to l
LSU - PADP - 8130
PADP 8130FertigSpring 2012UGAHomework 3 Solutions1. Re-write the following equation using matrix notation. Also write the equation with eachcell of the matrix shown (assume that there are only 3 observations, i=1,2,3).! = ! + ! ! + ! ! + ! = + !
LSU - PADP - 8130
PADP 8130FertigSpring 2012UGAHomework 4Due February 20, 201210 01. Write out the specific hypotheses in non-matrix form if H0: Rb=q where R= 0 1 1 ,00 0!0b= ! , and q= 0 . How many hypotheses are involved? Are the hypotheses all linear?!0Wha
LSU - PADP - 8130
PADP 8130FertigSpring 2012UGAHomework 4 Solutions11. Write out the specific hypotheses in non-matrix form if H0: Rb=q where R= 000and q= 0 . How many hypotheses are involved? Are the hypotheses all linear?0would you use to test this?!00, b=
LSU - PADP - 8130
PADP 8130FertigSpring 2012UGAHomework 5Due March 26, 2012Use day2.dta for this assignment. Show all of your work. Hand in a printout of yourStata do file with your answers.1. Estimate a linear probability model with fstamps as the dependent variab
LSU - PADP - 8130
PADP 8130 Fertig Spring 2012 UGA Practice Problems for the Midterm 1. What is the difference between the standard deviation and the standard error? Explain using equations and words. 2. What does the Central
LSU - PADP - 8130
PADP 8130Evaluation of Work within the GroupSpring 2012Within Group AssessmentsWrite down the names of the 2-3 members of your group, excluding your own name. Assign ascore to every other member of your group based on their effort and contribution to
LSU - PADP - 8130
PADP 8130Fertig Spring 2012UGADownloading PSID Data 1. Go to PSID website for information about data: http:/psidonline.isr.umich.edu/ 2. Go to website data center to download data: http:/simba.isr.umich.edu/ 3. Many
LSU - PADP - 8130
PADP 8130Fertig Spring 2012UGADownloading PSID Data without using the Data Center 1. Go to PSID website: http:/psidonline.isr.umich.edu/. Click on the Data tab. Under public use, choose Main Interview. Click on
Harvard - ER - 022
Excerpts from Robert Nozick, Anarchy, State, and Utopia[W]hy may not one violate persons for the greater social good? Individually, we eachsometimes choose to undergo some pain or sacrifice for a greater benefit or to avoid a greaterharm: we go to the
Harvard - ER - 022
Aristotle, Nicomachean Ethics and PoliticsAristotle on the aim of ethical inquiry: it is practice, which Aristotle distinguishes from either having goodintentions, or merely good results. Since, then, the present inquiry does not aim at theoretical kno
Harvard - ER - 022
Aristotle:Happiness,Justice,Morality,Virtue,andPoliticsAristotleonEudaimoniaPresumably,however,tosaythathappiness[eudaimonia]isthechiefgoodseemsaplatitude,andacleareraccountofwhatitisstilldesired.Thismightperhapsbegiven,ifwecouldfirstascertainthefunc
Harvard - ER - 022
Response Paper Topics: AristotlePlease choose ONE of the following topics and write a response paper of approximately 2double-spaced pages in length. The paper will be graded on a +, , basis. The gradeyou receive will be factored into your class partic
Harvard - ER - 022
Communitariansencumberedselves(dutytocountryhome/hearthorsentiment)Equal right-istsunencumberedselvesproceduralrepublicPolitical liberalismoverlappingconsensus(3536)criticismsmorecriticisms(366)In the case of bombing ones own town Thereistheargum
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Response Paper Topics: KANTInstructionso Please choose ONE of the following topics and write a response of 1-2 double-spaced pagesw
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)H a n d o u t U ti l i ta r i a n i s m (W e e k 1 ) 1o By the principle of utility is meant that principle which approves or disapproves of
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)H a n d o u t L i b e r ta r i a n i s m (W e e k 2 ) 1W h a t L ib er ta r ia n ism I sn to Notice that, unlike utilitarianism, libertarian
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Unlocking Locke (Week 3)1N a tu r e a n d G o v er n m en to What are the characteristic attributes of the state of nature?In 4, Lo
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)H a n d o u t M a r k e ts & M o r a l s (W e e k 4 ) 1T h e Q u estio nAre there sound moral arguments against unconstrained markets? In ot
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Rawls on Justice as Fairness (Week 7) 1What is the original position ?o The original position (OP) describes a hypothetical initial
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Distributive Justice & Affirmative Action (Week 8)1A few clarifications about R awlso Pure procedural justiceRawls wants to design a
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout ARISTOTLE (Week 9)1A general word about reading ancient workso As youve probably detected by now, the ancient world was very differe
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Rawls & Sandel on POLITICAL LIBERALISM (Week 12)1Prologue: Rawls and the Communitarian Critique, Part Io Before delving into the ide
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Making Sense of Kant (Weeks 56) 1What is Kants purpose in the Groundwork?o Put simply, Kant wants to identify the supreme principle
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Justice, Community, and Membership (Weeks 1011)1MacIntyre, Sandel, Walzer: Communitarianso Communitarian is the loose name for a var
Harvard - ER - 022
Harvard University, Fall 2010Prof. Michael SandelEthical Reasoning 22: JusticeTF: Jonathan Bruno (jbruno@fas)Handout Writing Tips1Read the Writing Guideagain!o Chances are youll benefit from another careful read through the Writing Guide. This docum
Harvard - ER - 022
September 21, 2010 | ETH-REAS 22 Section NotesBentham Utilitarianism:- Greatest Happiness Principle (GHP): utility calculus determines greatest net happinessper act- Poetry is just as good as pushpins: no distinction between pleasures; only duration a
Harvard - ER - 022
Section11/16/1006/12/201016:52:00OnAristotleDeontologicalTheoriesanoughtthatwefollowasrationalbeings(Kant) Therightispriortothegood Theproceduralrepublic(whereourlawsprotectequal,basicrights)is differentfromthepolis(wherehonorsandofficesaredistribut
Harvard - ER - 022
Basicapproachestomoralreasoning:Utilitarianism(TheGreatestHappinessPrinciple)happinessasgoodLiberalism(whatisright,individualrights)Rawls rejects utilitarianism:Original position: in original position, Rawls thinks that we will pick the just regime fr
Harvard - ER - 022
WRITING IN ETHICAL REASONING 22:JUSTICEProfessor Michael Sandelthis course offers a critical analysis of selected classicaland contemporary theories of justice, but it is not only about the moral reasoning offamous philosophers and political commenta
Harvard - ER - 022
KANTTheBigQuestions1.Whatisuniqueabouthumanbeingsthatmightmakeusworthyofrespectanddignity?2.Whatisfreedom?3.Whatgivesanactionmoralworth?4.Whatisunconditionallyvaluable?5.Whatisunconditionallygood?6.Canweformulateauniversalmoralstandardonethatwillgi
Harvard - ER - 022
Response Paper Topics: KantPlease choose ONE of the following topics and write a response paper of 12 double-spacedpages in length. The paper will be graded on a +, , basis. The grade you receive willbe factored into your class participation grade for
Harvard - ER - 022
Excerpts from Lockes Second Treatise of GovernmentFrom CHAP. XII: Of the Legislative, Executive, and Federative Power of theCommon-wealth.Sec. 143. because it may be too great a temptation to human frailty, apt to grasp atpower, for the same persons,
Harvard - ER - 022
Philosophical Argumentation HandoutFirst of all, don't be discouraged about your first papers. Plato and Aristotle thought that there was a differencebetween philosophical souls and ordinary people. And they're completely wrong. Philosophicalargumentat
Harvard - ER - 022
Aristotle Reading Questions1. How does Aristotles account of ethics differ from Kants? Consider NicomacheanEthics, Bk. II, Ch. 2 (p. 296 in the reader).2. How does Aristotles account of happiness differ from that of a hedonist or aBenthamite utilitari
Harvard - ER - 022
Reading Questions on Lockes Second Treatise of Government1. What does Locke mean by property? Is he referring only to material objects thatwe own? (Hint: See Paragraph 124).2. How does one acquire material property, according to Locke? Do you find this
Harvard - ER - 022
Review: Our thinkers discussed along the following lines of inquiry1. What approach to ethical reasoning does this thinker take?2. What is justice?3. What is the self that seeks this justice?4. What type of government is consistent with this self?Par
Harvard - ER - 022
1st Section SummarySeptember 14, 2010Utilitarianism from course readings and as Discussed in SectionThis week in lecture and section we discussed the philosophical arguments and practicalapplication of utilitarianism, focusing on readings by Jeremy Be
Harvard - ER - 022
Justice Section ReviewUtilitarianismUtilitarianism, a broad concept that when distilled to its root core seeks to maximize thegreatest happiness for the greatest number. When conceived of as a philosophy designed to serveas the cultural adhesive of a