Mixed Models Example Data Sets ExampleType of Example data file: Example?.DAT SAS Example?.SAS R Example?.R 1. Apple SizeLinear (clustered longitudinal)

Slides:

Advertisements

Similar presentations

Allometric Crown Width Equations for Northwest Trees Nicholas L. Crookston RMRS – Moscow June 2004.

Advertisements

FVS, State - Transition Model Assumptions, and Yield tables – an Application in National Forest Planning Eric Henderson Analyst, Hiawatha National Forest,

Lesson Measuring Trees.

Lesson B3–2 Measuring Trees Next Generation Science / Common Core Standards Addressed! ·HSNQ.A.1 Use units as a way to understand problems and to guide.

1.Area regulation 2.Volume regulation 3.Structural regulation Approaches to regulation in the selection method and maintaining a balanced stand with sustainable.

Linear Models. How many inches did she improve over the first 60 days? How many inches did she improve over the first 120 days? How many inches did she.

Formulas: Agree or Disagree Stand up! Sit down!. The area of the rectangle is 255 cm² and the perimeter of the rectangle is 64 cm. 15 cm 17 cm.

Tree Measurement and Forest Evaluation Review Bob Hansen, Linda Carnell & Sarah Ashton.

Sec 2.5 – Max/Min Problems – Business and Economics Applications

If the diameter of a circle is 6 in, then what is its radius?

Forestry Measurements

A Young Douglas-fir Plantation Growth Model for the Pacific Northwest Nick Vaughn University of Washington College of Forest Resources.

Circles 9.3 Page 532 DiameterIs a segment that passes through the center of the circle and has endpoints on the circle. Segment AC is the diameter. D =

Tree measurement Michael Ferguson

DFC: Desired Future Condition Forest Practices Board March 31, 2009 Chuck Turley/Lenny Young.

 Used by NRCS foresters  Simple and Quick way to determine  Average tree diameter  Range of tree diameters  Trees per acre  Stand composition 

Section 9-4 Perimeter, Area, and Circumference.

Direct Variation.

4x + 2y = 18 a. (1,8) = 18 a. 4(1) + 2(8) = 18 b. (3,3)20 = 18 b. 4(3) + 2(3) = = = 18 15x + 5y = 5 a. (-2,7) NoYes b. (-1,4) a.

FOR 274: Forest Measurements and Inventory

This is Math Jeopardy! Proportions Similar Polygons Similar Triangles Ratios Word Problems Miscellaneous

5-2D Scatter Plots and Trend Lines Warm-up (IN) Learning Objective: to use trend lines and linear functions to interpret data that do not fall neatly on.

Domain Inventory Project 23 March Domain Compartments.

Lesson 10-7 Pages Circumference and Area: Circles.

Chapter 10 Test Formula Review.  Find the circumference of a circle with a diameter of 10. Identify the formula needed for the following questions.

Troy High School Mr. Schanbacher MEASUREMENT OF FOREST RESOURCES AND CRUISING TIMBER.

AREA OF CIRCLES. REVIEW-CIRCUMFERENCE WORDS: The circumference of a circle is equal to pi times its diameter or pi times twice its radius. Symbols: or.

A circle is a closed curve in a plane. All of its points are an equal distance from its center.

Surface Area of Cylinders Return to table of contents.

$100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300 $400 $500 $100 $200 $300.

The circumference of the circle is 50  feet. The area of the shaded region = ________ example 1 :

Volume of CYLINDERS V olume = Πr 2 h Volume is in: UNITS Gallon = 231 in 3 1 cubic foot of water equals gallons.

Circumference. Question 1 Which formula would be best to use to find the diameter of the following circle? C = 81 ft ?

1.7 Perimeter, Circumference, & Area

10-7 Surface Areas and Volumes of Spheres Two Theorems.

Hannah D..  Radius is half the way across the circle  Diameter is the whole way across the circle.

BARK THICKNESS SHOULD YOU CARE? Jim Flewelling GMUG, November 15, 2013 With a correction and addendum, Nov. 18, 2013.

Area of Parallelograms

Imputating snag data to forest inventory for wildlife habitat modeling Kevin Ceder College of Forest Resources University of Washington GMUG – 11 February.

Warm UpMar. 5 th 1.What is the absolute minimum of f(x) = 2x 4 – 17x x 2 – 7x – 15 2.A ball is thrown into the air. It’s height above the ground.

CIRCLES CIRCUMFERENCE & AREA. CIRCUMFERENCE C = ΠdorC = 2Πr 12cm.

The Lopez family wants to put in some decorative tile around the circular hot tub on their back deck. Mr. Lopez wants to find the circumference of the.

How do you find the circumference of a circle? Finding Circumference.

0-7: PERIMETER. 0-7: Perimeter  Perimeter: The distance around a figure. Perimeter is measured in linear units.

Incorporating Genetics into Growth Models: Results from Block-Plot Trials of Douglas-Fir Peter Gould and Brad St Clair PNW Research Station Keith Jayawickrama.

#1. #2 #3 #4 #5 Ruby is standing in her back yard and she decides to estimate the height of a tree. She stands so that the tip of her shadow coincides.

You have 10 seconds to name…

GROWTH AND YIELD How will my forest grow? Dr. Glenn Glover School of Forestry & Wildlife Sciences Auburn University.

Smarter Balance Assessment Great Coffee Cup.

Linear Best Fit Models Look at the scatter plot to the right and make some observations.

Perimeter, Area, and Circumference

Cruise Summaries.

Taylor Woods Plots 4/14/04.

Section 11.4 Circumference and Arc Length

Approaches to regulation in the selection method and maintaining a balanced stand with sustainable yield Area regulation Volume regulation Structural regulation.

Review for 2nd Six Weeks Exam

Forest Sampling Random Pairs Method.

Geometry Jeopardy.

10.7 Volume of Pyramids and Cones

Ratios, Rates and Percents

Section 9.4 Linear Measurements.

Similar triangles.

Class Data Sp 08.

Area of a Circle Mrs. Cronnelly.

Mixed Up Multiplication Challenge

1-7 Perimeter, Circumference, and Area

Circles Review Use this to study for the Ch. 8 Test! ? ?

EXP file structure.

Skills Practice pg 265 – 270 A relation is a set of ordered pairs while a function is a special type of relation where each input has one unique output.

Presentation transcript:

Mixed Models Example Data Sets ExampleType of Example data file: Example?.DAT SAS Example?.SAS R Example?.R 1. Apple SizeLinear (clustered longitudinal) (Schabenberger and Pierce 2002, page 464) Yes 2.Orange TreesNonlinear (balanced longitudinal) (Draper and Smith 1981, page 524) Yes 3. HT-DBHLinear (multi-level) (based on Robinson and Wykoff 2004) Yes 4. Yield By AgeNonlinear (unbalanced longitudinal)Yes 5. Yield By AgeNonlinear (clustered unbalanced longitudinal) NoYes

Example 1: Apples (Schabenberger and Pierce 2002, page 464) Linear Mixed Model Clustered Longitudinal Data 3-12 apples per tree 10 trees 6 measurements (weekly) Yij = (Bo + boi) + (B1 + b1i)Xij + eij Y = apple diameter (inches) X = time (week)

Example 2: Orange Trees (Draper and Smith 1981, page 524) Nonlinear Mixed Model Longitudinal Data (balanced) 5 orange trees 8 measurements Yi = (B1+b1i)/(1+exp(-(Xi-B2)/B3)) Y = tree circumference (mm) X = time (days)

Example 3: HT imputation (based on Robinson and Wykoff 2004) Linear Mixed Model Multi-level Data 5 stands in compartment (j) 3-11 plots per stand (i) Multiple trees per plot (k) ln(Ykij-4.5) = (Bo + boi + boj) + (B1 + b1i + b1j)/(1+Xkij) + eij Y = Total Height (feet) X = DBH (inches)

Example 4: Yield/Age Nonlinear Mixed Model Longitudinal Data (unbalanced) 9 installations (locations) 5-10 measurements Yi = (B1+b1i)/(1+exp(-(Xi-B2)/B3)) Y = Merchantable Cunits (ft3/acre) X = Total Age (years)

Example 5: Yield/Age Nonlinear Mixed Model Clustered Longitudinal Data (unbalanced) 9 installations (locations) (j) 3 plots per installation (i) 5-10 measurements Yi = (B1+b1i+b1j)/(1+exp(-(Xi-B2)/B3)) Y = Merchantable Cunits (ft3/acre) X = Total Age (years)