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Course: BI 800, Fall 2009
School: Michigan
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effect Expected size for positive calls 4 0 2 3 1 5 -10 1 True eff...

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Michigan - STAT - 600
Model mis-specification and confoundingSuppose we have a data generating model of the formY = + X + Z + . The usual assumptions E( |X, Z) = 0 and var ( |X, Z) = 2 hold. The covariate X is observed, but Z is not observable. If we regress Y on X,
Michigan - BI - 800
0.40 0.35 0.30 0.25 0.20 0.15 0.10 0.05 0.00-4DensityA B MixtureEffect size = 3-20Trait246
Michigan - BI - 800
Effect size = 2 0.40 A 0.35 B 0.30 Mixture 0.25 0.20 0.15 0.10 0.05 0.00-4 -3 -2 -1 0 1 2 TraitDensity34
Michigan - STAT - 600
Ridge regressionRidge regression uses the minimizer of a penalized squared error loss function to estimate the regression coefficients: ^ argmin Y - X2+ D.The usual specification of D is a diagonal matrix with 0 in the 1,1 position and ones
Michigan - STAT - 406
The sample mean and its properties Suppose we have a sample of size nX1 , X2 , . . . , Xn from a population that we are studying. Depending on the situation, we may be willing to assume that the Xi are identically distributed, implying that they ha
RIT - SCHP - 445
Michigan - EECS - 282
UNIVERSITYOFMICHIGAN EECS282 Assignment1InstallingJavaSoftwareandRunningaProgram DueDate: Monday,January12that11:00PM Overview Thisassignmentconsistsoftwoparts.Effectivelywearedoingthingstogetstartedforthecourse, motivatetheproblemswewillbesolv
Michigan - EECS - 282
Java ProgrammingAtul Prakash1Java Language Fundamentals The language syntax is similar to C/ C+ If you know C/C+, you will have no trouble understanding Java's syntax If you don't, it will be easier to learn C/C+ later! We will contrast Java
Michigan - EECS - 484
EECS 484 Assignment 2 Database-backed file search engine Part II (Due: Thursday, February 22, 2007, 6PM. Grace period: 11:59 PM)Refer to Part I handout for description of the project, including tables and integrity and other types of constraints th
Michigan - EECS - 484
EECS 484 Minirel2K: The I/O LayerWe will provide you with an implementation of the lowest layer of the Minirel2K system, the I/O layer. This layer allows you to create/destroy files, allocate/deallocate pages within a file and to read and write page
Michigan - EECS - 588
304543_ch09.qxd1/7/059:05 AMPage 313CHAPTER 9Strategies of Computer WormsWorm: n., A self-replicating program able to propagate itself across network, typically having a detrimental effect. Concise Oxford English Dictionary, Revised Tenth E
Michigan - BME - 450
BME 450 class project: Optical detector for medical ultrasound Proposed by: Biomedical Ultrasonics Lab, Biomedical Engineering, 3417 G.G. Brown Customer: Monica Spisar (mspisar@umich.edu, 647-3201) Medical ultrasound is currently limited in spatial r
Michigan - EECS - 373
Subject: &quot;subtract from immediate&quot; confusionDate: Tue, 22 Sep 1998 15:06:17 -0400From: &quot;Steven K. Reinhardt&quot; &lt;stever@eecs.umich.edu&gt;Organization: Univ. of Michigan EECSNewsgroups: umich.eecs.class.373As someone mentioned in class today, &quot;subfi&quot;
RIT - APS - 3120
Heuristic Evaluation of the ATMBy Aaron Sabatine Introduction The ATM or Automatic Teller Machine is a device that allows people to do their banking without actually going to a bank. Money can be withdrawn or transferred, and the balance of accounts
Michigan - SI - 110
Cannot find Weapons of Mass DestructionThese Weapons of Mass Destruction cannot be displayedThe weapons you are looking for are currently unavailable. The country might be experiencing technical difficulties, or you may need to adjust your weapons
Michigan - SI - 110
February 10, 2000ESSAYE-Communities Build New Ties, but Ties That BindBy AMITAI ETZIONIo subject lends itself to a false dichotomy like that of virtual and real communities. But the two are not opposites, not exclusionary and not necessarily g
Michigan - SI - 110
Experts See Vulnerability as Outsiders Code Softwarehttp:/www.nytimes.com/2003/01/06/technology/06OUTS.html?page.January 6, 2003Experts See Vulnerability as Outsiders Code SoftwareBy JOHN SCHWARTZs American companies increasingly move their
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Humbled by the Genome's MysteriesFebruary 19, 2001Humbled by the Genome's MysteriesBy STEPHEN JAY GOULDwo groups of researchers released the formal report of data for the human genome last Monday - on the birthday of Charles Darwin, who jump-s
Michigan - CHEM - 461
Selected Physical ConstantsAccurate updated values are listed. When doing numerical problems use only a reasonable number of significant figures (usually 3 or 4). atomic mass constant u = 1.66053873 10-27 kg Bohr magneton B = 9.27400899 10-24 J T-
Personal &amp; Social Skills Development of Deaf and Hard of Hearing College StudentsNTID Psychological Services RIT Counseling CenterAimee Whyte Solomon Staff Counselor/PsychologistMy Personal BackgroundI was born Deaf and my parents, sister and co
Home Page http:/www.pen.ntid.rit.edu/PEN-International: Facilitating Deaf Education for Deaf Men and Women Around the WorldDenise Kavin, Ed.D., Senior Project Associate E. William Clymer, MS Ed., MBA, Coordinator James J. DeCaro, PhD, Professor an
PEPNetPostsecondary Education Programs Networkwww.pepnet.orgWhere to Get PEPNet products www.pepnet.orgClick on &quot;Resource Center&quot; for PEPNet products!Transition training for Teachers of the DeafPEPNet Resource Center PRC # 1175Four secti
Korean Employment Promotion Agency for the Disabled (KEPAD)Student Development &amp; Counselor Skills Training 15-20 June 2006 Ms. Hea Eun Choi, Coordinator &amp; Translator, Ms. Hee Jung Kwon, Counselor, Mr. Tai Hee Ahn, Researcher, Mr. Bum Gyu Kim, Staff,
RIT - EBA - 9331
evan anthony(585)-473-5031 eba9331@rit.edu 380 Susquehanna Rd. Rochester NY 14618objective:To obtain an internship/co-op as a New Media Designer from May to August 2008.education:Rochester Institute of Technology Bachelor of Science, New Medi
RIT - EBA - 9331
The Thing version 1 10/4/08MacReady Windows MacReady MacReadyWindows. Yo? You tie up Palmer over here. Were gonna draw a little bit of everybodies blood. Cuz were gonna find out whos a Thing. Watching Norris in there gave me the idea that maybe e
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Jonathan LarsonProject 2 OutlineDate: January 26, 2007 Project: Virual Social Issue WebsiteI. Project Statement The social issue i plan on addressing is a opinion on video-game violence. The issue with video game violence is that games are corr
RIT - JJL - 7592
Jonathan LarsonProject 2 OutlineDate: January 26, 2007 Project: Virual Social Issue WebsiteI. Project Statement The social issue i plan on addressing is a opinion on video-game violence. The issue with video game violence is that games are corr
RIT - KJT - 1549
Kevin Thomas Worlds of Writing Paper #2: Analysis/ComparisonMood-swings and the Mediaanalyzing the reporting of the Chernobyl disasterGiven that I was the tender age of seven months when the the Chernobyl Nuclear Power Plant in the former USSR c
RIT - JRW - 9428
James Wegner Dr. Janet Zandy AE: Photography and Writing March 23, 2007 1/1000s Of My High Speed Life It is not uncommon that any of my friends, colleagues, classmates, peers, or myself find some substantial time to step away from our career and soci
RIT - STUDY - 2
Fri Jan 18 13:36:20 EST 2008 124 CNF 0 4 14,10,15,13 10,7,2,13 9,4,5,1 14,6,15,11 6,11,7,2 14,11,2,13 9,3,12,4 12,4,8,1 15,11,7,13 14,10,6,2 9,0,12,1 3,4,8,5 10,6,15,7 0,8,5,1 9,0,3,5 0,3,12,8 Fri Jan 18 13:36:20 EST 2008 124 POS 2 15 12 5 8 13 4 1
RIT - STUDY - 2
Subid Groupid SceneOrder Sceneid Config Position NPosit Round PreRumor PostRumor Explan00001 47 01 03 2 15 14 1 1 3 00001 47 01 03 2 15 13 1 1 3 00001 47 01 03 2 15 16 1 1 3 00001 47 01 03 2 15 01 1 1 3 I would said this answer is the most make s
RIT - STUDY - 2
Thu Dec 20 13:35:04 EST 2007 121 CNF 0 4 1,14,15,11 3,2,4,0 8,1,7,14 8,10,1,11 10,1,7,15 13,12,9,6 10,15,11,5 13,2,4,12 3,13,2,9 8,14,11,5 3,13,4,6 3,0,9,6 7,14,15,5 8,10,7,5 2,0,12,9 4,0,12,6 Thu Dec 20 13:35:04 EST 2007 121 POS 9 5 4 1 6 15 14 7
RIT - SMAM - 351
SMAM 351Homework 2 Solution1.A. Let I be the event the restaurant locates in Indianapolis. Let F be the event it locates in San Francisco P(I) = 0.5 P(F) = 0.3 P(I F) = 0.7 = 0.5 + 0.3 - P(IF) P(I F) = 0.1B. C.P(F I ) = P(F) -P(F I) = 0.3 - 0
RIT - SMAM - 314
SMAM 314Homework 5 Solution1. A. hypergeometric distribution Let X be the number of defectives in the sample. 50 450 x 5 - x f(x) = ,x = 0,1,2,3,4,5 500 5 P(X 2) = f(0) + f(1) + f(2) 50 450 50 450 50 450 0 5 1 4
RIT - SMAM - 314
SMAM 314Quiz 4Name_1. Let X and Y be two independent variables. Let Z = 3X 4Y. Random variable X has mean 5 and standard deviation 2. Random variable Y has mean 4 and standard deviation 2. What is the mean and the standard deviation of Z? (4 po
RIT - SMAM - 351
#6 Due 10/17/05 1.Let X be any random variable with mean 50 and standard deviation 2.5. A. Find a lower bound on P(42 &lt; X &lt; 58) using Chebychev's Theorem 2.5k = 8 k = 3.2 1- 1 /(3.2)2 = .9023B.Find an upper bound on (1) P(X&gt; 60)+P(X&lt; 40) (2) P(X&lt; 4
RIT - SMAM - 351
SMAM 351Homework 31. Let H be the event that the Haro is used. Let A be the event that the Panasonic is used. A. P(H A) = P(H)P(A) = (.89)(.95) = .8455 B. P(H A) = P(H) +P(A) - P(H A) = P(H)+P(A) -P(H)P(A) = .89 + .95 - (.89)(.95) = .9945 C. P(H
RIT - SMAM - 351
SMAM 351Solution to Homework 21.Let R be the event that the firm locates in Rochester and D be the event that it locates in San Diego. P(R) = 0.4 , P(D) = 0.5 and P(R D) = 0.2. A. P(R D) = P(R)+ P(D) P(R D) = 0.4 + 0.5 0.2 = 0.7 P[(R D ) ( R D)
RIT - SMAM - 351
9 Due 5/7/04 1.Let X denote the number of times a certain numerical control machine will malfunction 1, 2 or 3 times on any given day. Let Y denote the number of times a technician is called in on an emergency call. The joint probability distribution
RIT - SMAM - 351
SMAM 351Homework 21. Let B be the event that there is a defect in the braking system and F be the event that there is a defect in the fueling system. P(B) = 0.25 A. P(F) = 0.17 P(B F) = 0.10P(B F) = P(B)+P(F)- P(B F) P(B F) = 0.25 + 0.17 0.10
RIT - SMAM - 351
#6 Due 10/15 1.Let X be any random variable with mean 30 and standard deviation 2.5. A. Find a lower bound on P(25 &lt; X &lt; 35) using Chebychev's Theorem 2.5k =5 k=2 Lower bound = 3/4B.Find an upper bound on (1) P(X&gt; 40)+P(X&lt; 20) Upper bound = 1/16 (2
RIT - SMAM - 351
#6 Due 1/24/05 1.Let X be any random variable with mean 50 and standard deviation 5. A. Find a lower bound on P(37.5 &lt; X &lt; 62.5) using Chebychev's Theorem 5k = 12.5 k = 2.5 Lower bound = 1 1 (2.5)2 = .84 /B.Find an upper bound on (1) P(X&gt; 60)+P(X&lt;
RIT - GJP - 6297
Environmental Evolutionary Graph TheoryI. Motivation Two types of island: red and blue, connected by landbridges. Two animal species: red and blue. Red islands favor red animals and vice versa. Central question: how do these low-level selection pres
Michigan - ECE - 355
53EXAMPLE: GAUSSIAN BEAM FOCUSED THROUGH LENSz1 d z201 = 0.1 cm 0 = 7000 n=1f = 20 cmf A Gaussian beam passes through a lens of focal length f at the waist of the beam. The lens focuses the beam into a second Gaussian beam. Where is the lo
Michigan - EECS - 517
EECS 517 - HOMEWORK #7Ions drifting in electric fields obey the same relationships as do electrons. For example, the drift velocit, vd, of ions in an electric field E is vd = IE where the ion mobility is q I = M k N , m momentum transfer rate coeffi
Michigan - EECS - 517
REVIEW: OBTAINING THE ELECTRON TEMPERATURE1. ELECTRON TEMPERATURE is obtained from a power balance ne q2E2 d 3 kBOLTZTene = m k N dt 2 m 2m 3 ne M e km N 2 kB (Te Tg)Total energy j E power loss due density of electrons power depo
Michigan - EECS - 517
EECS 517 HOMEWORK #2The goal of this assignment is to demonstrate that the angular deflection of an electron during a collision can have measurable effect on its rate of momentum transfer. Assume: 2 f() d = 1/2 e/kTe 1/2 d (kTe)3/2where() = cm
Michigan - EECS - 517
EECS 517 Fall 2008 Projects In lieu of a final exam, there will be a final project. The project for this course will consist of developing a model for or performing an in depth analysis of a low temperature plasma or electric discharge system. Some p
Michigan - ECE - 355
ECE 355 HOMEWORK #8 A Q-switched Nd:YAG laser is side pumped by an array of continuous wave diode lasers operating at 808 nm. (The absorption cross section of Nd3+ at 808 nm is A = 4 x 10-20 cm2.) The laser rod has dimensions 0.5 cm x 0.5 cm x 15 cm,
Michigan - ECE - 355
ECE 355 HOMEWORK #3 1. 2. 3. 4. 5. 6. 7. 8. Laser Electronics (LE), Problem 6.1 LE: 6.2 LE: 6.3 LE: 6.4 LE: 6.12 LE: 6.24 LE: 6.27 A gas laser operating at 0 = 6500 has a bandwidth of 200 MHz. (For now, assume that this means that the laser is restr
Michigan - ECE - 355
ECE 355 HOMEWORK #61. A 4-level laser has the energy levels shown below. The 3 excited states are pumped at ratesP1, P2 and P3. All de-excitation of the excited states is by radiative decay with rates Aij. The laser is in the cavity shown below. T
Michigan - ECE - 423
ECE 423 HOMEWORK #3The purpose of this assignment is to give you an appreciation of the values of electron impact rate constants as a function of electron temperature; and how power is deposited in a discharge. At low electron temperatures, the elec
Michigan - ECE - 423
ECE 423 - HOMEWORK #4The purpose of this homework assignment is to calculate the characteristics of a positive column discharge for &quot;realistic&quot; operating conditions. Use the following discharge circuit conditions: A cylindrical discharge tube (lengt
Michigan - ECE - 355
ECE 355 HOMEWORK #2 1. Laser Electronics (LE): Problem 3.3 2. LE: Problem 3.6 3. Identify the following TEMnm laser modes:a)b)c)4. LE: Problem 3.17 5. LE: Problem 5.11 6. A laser marking system using an Ar+ laser operating at 488 nm is used t
Michigan - ECE - 423
ECE 423 - HOMEWORK #1A) Recall that a plasma stays neutral because of the electrostatic forces which build up between negative and positive charges as they drift apart. Since the electrons Electrons are so much lighter than the ions, the electrons o
Michigan - ECE - 423
ECE 423 H OMEWORK #2The goal of this assignment is to demonstrate that the angular deflection of an electron during a collision can have measurable effect on its rate of momentum transfer. Assume: 2 f() d = 1/2 e/kTe 1/2 d 3/2 (kTe) 10-15 c() = c
Michigan - BME - 483
BME 483, Introduction to MRI Douglas C. Noll Homework #4 (Do not hand in, for practice only)4/12/01 Handout #81. Consider a volume coil and a surface coil. Let the volume coil have sensitivity, Sv(x) = 1, and the surface coil have the following s
Michigan - EECS - 523
EECS 523 W07: Digital IC TechnologyName_Final Exam: April 19, 2007Instructions Read all of the instructions before beginning the exam. You must sign the Honor Pledge below to receive credit for the exam. There are 3 problems on this final exam (
RIT - SMAM - 314
Homework 6 Due April 14,2005 Write a complete report for the hypothesis tests requested in the problems below. 1. A researcher claims that more than 10% of all bicycle helmets have flaws that could potentially cause injury to the wearer in event of a
RIT - SMAM - 314
Homework 5 Due April 7, 2005 Write a complete report for the hypothesis tests requested in the problems below. 1. Page 161 Problem 4-28. Use = .05. The report should include Statement of the null and the alternative hypothesis. The assumptions under