Smith Waterman Algorithm - Performance Analysis

Size: px
Start display at page:

Download "Smith Waterman Algorithm - Performance Analysis"

Transcription

1 Smith Waterman Algorithm - Performance Analysis Armin Bundle Department of Computer Science University of Erlangen Seminar mucosim SS 2016 Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

2 Outline 1 The Smith Waterman Algorithm The concept 2 Profiling and data structure 3 The code 4 Likwid performance measurement 5 Problems and Outlook Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

3 The Smith Waterman Algorithm The concept (1) The Smith Waterman Algorithm does local sequence alignment to find similar regions in e.g. DNA or protein sequences. A sequence alignment is a sequence of edit-operations. Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

4 The Smith Waterman Algorithm The concept (2) is a variation of the Needleman-Wunsch algorithm to compare two sequences and create a global similarity score Application area of the SW: The search for genes in which sequences are similar to well known genes The algorithem uses the method of dynamic programming The complexity is quadratic Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

5 The Smith Waterman Algorithm First step: the matrix initialisation Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

6 The Smith Waterman Algorithm Example input data Calculation function f = -1 MatchScore = 2 MismatchScore = -1 w(x, y) = { m, x=y mm, else Evaluate the neighbours 0 F (i 1, j 1) + w(x i, y i ) F (i, j) = max F (i 1, j) + f F (i, j 1) + f Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

7 The Smith Waterman Algorithm Second step: calculation of the local alignment score of the matrix Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

8 The Smith Waterman Algorithm Second step: calculation of the local alignment score of the matrix Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

9 The Smith Waterman Algorithm Third step: Traceback Matrix Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

10 Profiling and data structure Profiling Profiling Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

11 Profiling and data structure Data structure Input value (reference value is 41) Arrays sequence size = 1 <<(scale / 2) main sequence & match sequence Memory: 1mb (41) goodscores & scores Memory: 4.8 kb goodendsi, goodendsj, index & best Memory: 2.4 kb weights Memory: 0.6 kb Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

12 The code The code (1) Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

13 The code The code (2) Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

14 The code The code (3) Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

15 Likwid performance measurement Likwid performance measurement - value Branch misprediction rate 7.8e-6 Load to Store ratio 5.5 CPI 0.42 L2 bandwidth [MBytes/s] 5702 L2 data volume [GBytes/s] L2 miss rate L3 bandwidth [MBytes/s] 5180 L3 data volume [GBytes/s] Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

16 Likwid performance measurement Runtime Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

17 Problems and Outlook Problems & Outlook Problems Run the code with MPI Catching a node for memory messurements The roofline model Outlook Change the Data structure or the order of the sequence array access Use MPI to see how the performance increases Use the SIMD technology of CPUs Convert the code for GPUs Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

18 Appendix Sources I Mrz 7, 2014 Smith Waterman Algorithm - Performance Analysis Seminar mucosim SS / 18

Performance Analysis with Vampir

Performance Analysis with Vampir Performance Analysis with Vampir Bert Wesarg Technische Universität Dresden Outline Part I: Welcome to the Vampir Tool Suite Mission Event trace visualization Vampir & VampirServer The Vampir displays

More information

PARSEC An R package for PARtial orders in Socio- EConomics Alberto Arcagni and Marco Fattore

PARSEC An R package for PARtial orders in Socio- EConomics Alberto Arcagni and Marco Fattore Dealing with Complexity in Society: From Plurality of Data to Synthetic Indicators PARSEC An R package for PARtial orders in Socio- EConomics Alberto Arcagni and Marco Fattore University of Milano Bicocca

More information

The contents of this document are made using Alan Nguyen s Brain Juices.

The contents of this document are made using Alan Nguyen s Brain Juices. ATAR planning Sydney Girls High School Rule 1: Don t give up until you ve finished your externals. Why English is important? English advanced 93 Extension 1 maths 97 Extension 2 maths 95 Economics 93 Physics

More information

COS 226 Algorithms and Data Structures Fall Midterm

COS 226 Algorithms and Data Structures Fall Midterm COS 226 Algorithms and Data Structures Fall 2005 Midterm This test has 6 questions worth a total of 50 points. You have 80 minutes. The exam is closed book, except that you are allowed to use a one page

More information

Allreduce for Parallel Learning. John Langford, Microsoft Resarch, NYC

Allreduce for Parallel Learning. John Langford, Microsoft Resarch, NYC Allreduce for Parallel Learning John Langford, Microsoft Resarch, NYC May 8, 2017 Applying for a fellowship in 1997 Interviewer: So, what do you want to do? John: I d like to solve AI. I: How? J: I want

More information

Elgin High, Church of Scotland. Survey of New Elgin residents & Elgin High School pupils

Elgin High, Church of Scotland. Survey of New Elgin residents & Elgin High School pupils Elgin High, Church of Scotland Survey of New Elgin residents & Elgin High School pupils Lead author: Chris Thornton December 2017 Contents 1. Introduction... 1 Survey fieldwork and response... 1 Analysis

More information

Quorums. Christian Plattner, Gustavo Alonso Exercises for Verteilte Systeme WS05/06 Swiss Federal Institute of Technology (ETH), Zürich

Quorums. Christian Plattner, Gustavo Alonso Exercises for Verteilte Systeme WS05/06 Swiss Federal Institute of Technology (ETH), Zürich Quorums Christian Plattner, Gustavo Alonso Exercises for Verteilte Systeme WS05/06 Swiss Federal Institute of Technology (ETH), Zürich {plattner,alonso}@inf.ethz.ch 20.01.2006 Setting: A Replicated Database

More information

Tuen Mun Ling Liang Church

Tuen Mun Ling Liang Church NCD insights Quality Characteristic ti Analysis & Trends for the Natural Church Development Journey of Tuen Mun Ling Liang Church January-213 Pastor for 27 years: Mok Hing Wan "Service attendance" "Our

More information

Laboratory Exercise Saratoga Springs Temple Site Locator

Laboratory Exercise Saratoga Springs Temple Site Locator Brigham Young University BYU ScholarsArchive Engineering Applications of GIS - Laboratory Exercises Civil and Environmental Engineering 2017 Laboratory Exercise Saratoga Springs Temple Site Locator Jordi

More information

Sorting: Merge Sort. College of Computing & Information Technology King Abdulaziz University. CPCS-204 Data Structures I

Sorting: Merge Sort. College of Computing & Information Technology King Abdulaziz University. CPCS-204 Data Structures I Sorting: Merge Sort College of Computing & Information Technology King Abdulaziz University CPCS-204 Data Structures I Sorting: Merge Sort Problem with Bubble/Insertion/Selection Sorts: All of these sorts

More information

Investigating I/O approaches to improve performance and scalability of the Ocean-Land-Atmosphere Model

Investigating I/O approaches to improve performance and scalability of the Ocean-Land-Atmosphere Model Investigating I/O approaches to improve performance and scalability of the Ocean-Land-Atmosphere Model Rodrigo Virote Kassick 1 2, Francieli Zanon Boito 1 2, Philippe Navaux 1, Yves Denneulin² 1 GPPD II

More information

TRAMPR: A package for analysis of Terminal-Restriction Fragment Length Polymorphism (TRFLP) data

TRAMPR: A package for analysis of Terminal-Restriction Fragment Length Polymorphism (TRFLP) data TRAMPR: A package for analysis of Terminal-Restriction Fragment Length Polymorphism (TRFLP) data Rich FitzJohn & Ian Dickie June 9, 2016 1 Introduction TRAMPR is an R package for matching terminal restriction

More information

Deep Neural Networks [GBC] Chap. 6, 7, 8. CS 486/686 University of Waterloo Lecture 18: June 28, 2017

Deep Neural Networks [GBC] Chap. 6, 7, 8. CS 486/686 University of Waterloo Lecture 18: June 28, 2017 Deep Neural Networks [GBC] Chap. 6, 7, 8 CS 486/686 University of Waterloo Lecture 18: June 28, 2017 Outline Deep Neural Networks Gradient Vanishing Rectified linear units Overfitting Dropout Breakthroughs

More information

Lazy Functional Programming for a survey

Lazy Functional Programming for a survey Lazy Functional Programming for a survey Norman Ramsey Tufts November 2012 Book: Programming languages for practitioners Why? For people who will write code Gives future practitioners something to do I

More information

MissionInsite Learning Series Compare Your Congregation To Your Community Slide 1 COMPARE YOUR CONGREGATION TO YOUR COMMUNITY USING CONGREGANT PLOT & THE COMPARATIVEINSITE REPORT This Series will cover:

More information

Grade 6 Math Connects Suggested Course Outline for Schooling at Home

Grade 6 Math Connects Suggested Course Outline for Schooling at Home Grade 6 Math Connects Suggested Course Outline for Schooling at Home I. Introduction: (1 day) Look at p. 1 in the textbook with your child and learn how to use the math book effectively. DO: Scavenger

More information

Clustering. ABDBM Ron Shamir

Clustering. ABDBM Ron Shamir Clustering ABDBM Ron Shamir 1 Topics Introduction K-means Self-organizing maps ABDBM Ron Shamir 2 How would you cluster these dogs? ABDBM Ron Shamir 3 What is a Cluster? A set of entities that are alike;

More information

Slides by: Ms. Shree Jaswal

Slides by: Ms. Shree Jaswal Slides by: Ms. Shree Jaswal Introduction developing the project schedule Scheduling Charts logic diagrams and network (AOA,AON) critical path calendar scheduling and time based network management schedule

More information

Sociology Exam 1 Answer Key February 18, 2011

Sociology Exam 1 Answer Key February 18, 2011 Sociology 63993 Exam 1 Answer Key February 18, 2011 I. True-False. (20 points) Indicate whether the following statements are true or false. If false, briefly explain why. 1. A data set contains a few extreme

More information

Predictive Coding. CSE 390 Introduction to Data Compression Fall Entropy. Bad and Good Prediction. Which Context to Use? PPM

Predictive Coding. CSE 390 Introduction to Data Compression Fall Entropy. Bad and Good Prediction. Which Context to Use? PPM Predictive Coding CSE 390 Introduction to Data Compression Fall 2004 Predictive Coding (PPM, JBIG, Differencing, Move-To-Front) Burrows-Wheeler Transform (bzip2) The next symbol can be statistically predicted

More information

9/7/2017. CS535 Big Data Fall 2017 Colorado State University Week 3 - B. FAQs. This material is built based on

9/7/2017. CS535 Big Data Fall 2017 Colorado State University  Week 3 - B. FAQs. This material is built based on S535 ig ata Fall 7 olorado State University 9/7/7 Week 3-9/5/7 S535 ig ata - Fall 7 Week 3-- S535 IG T FQs Programming ssignment We discuss link analysis in this week Installation/configuration guidelines

More information

Prioritizing Issues in Islamic Economics and Finance

Prioritizing Issues in Islamic Economics and Finance Middle-East Journal of Scientific Research 15 (11): 1594-1598, 2013 ISSN 1990-9233 IDOSI Publications, 2013 DOI: 10.5829/idosi.mejsr.2013.15.11.11658 Prioritizing Issues in Islamic Economics and Finance

More information

Prentice Hall World Geography: Building A Global Perspective 2003 Correlated to: Colorado Model Content Standards for Geography (Grade 9-12)

Prentice Hall World Geography: Building A Global Perspective 2003 Correlated to: Colorado Model Content Standards for Geography (Grade 9-12) Prentice Hall World Geography: Building A Global Perspective 2003 : Colorado Model Content Standards for Geography (Grade 9-12) STANDARD 1: STUDENTS KNOW HOW TO USE AND CONSTRUCT MAPS, GLOBES, AND OTHER

More information

Curriculum Guide for Pre-Algebra

Curriculum Guide for Pre-Algebra Unit 1: Variable, Expressions, & Integers 2 Weeks PA: 1, 2, 3, 9 Where did Math originate? Why is Math possible? What should we expect as we use Math? How should we use Math? What is the purpose of using

More information

Healthy Churches. An assessment tool to help pastors and leaders evaluate the health of their church.

Healthy Churches. An assessment tool to help pastors and leaders evaluate the health of their church. Healthy Churches An assessment tool to help pastors and leaders evaluate the health of their church. Introduction: This evaluation tool has been designed by AGC pastors for AGC churches. It is based on

More information

PHILOSOPHY AND RELIGIOUS STUDIES

PHILOSOPHY AND RELIGIOUS STUDIES PHILOSOPHY AND RELIGIOUS STUDIES Philosophy SECTION I: Program objectives and outcomes Philosophy Educational Objectives: The objectives of programs in philosophy are to: 1. develop in majors the ability

More information

Anaphora Resolution in Biomedical Literature: A

Anaphora Resolution in Biomedical Literature: A Anaphora Resolution in Biomedical Literature: A Hybrid Approach Jennifer D Souza and Vincent Ng Human Language Technology Research Institute The University of Texas at Dallas 1 What is Anaphora Resolution?

More information

Basic Algorithms Overview

Basic Algorithms Overview Basic Algorithms Overview Algorithms Search algorithm Sort algorithm Induction proofs Complexity 21 December 2005 Ariel Shamir 1 Conceptual Hierarchy Algorithm/Model Program Code Today s lecture Compilers

More information

MISSOURI S FRAMEWORK FOR CURRICULAR DEVELOPMENT IN MATH TOPIC I: PROBLEM SOLVING

MISSOURI S FRAMEWORK FOR CURRICULAR DEVELOPMENT IN MATH TOPIC I: PROBLEM SOLVING Prentice Hall Mathematics:,, 2004 Missouri s Framework for Curricular Development in Mathematics (Grades 9-12) TOPIC I: PROBLEM SOLVING 1. Problem-solving strategies such as organizing data, drawing a

More information

Appendix A: Scaling and regression analysis

Appendix A: Scaling and regression analysis 1 Appendix A: Scaling and regression analysis Nationalist, anti-immigrant and anti-minority views (NIM) scale and regression analysis Dependent Variable (NIM score) The NIM scale includes 22 individual

More information

Gesture recognition with Kinect. Joakim Larsson

Gesture recognition with Kinect. Joakim Larsson Gesture recognition with Kinect Joakim Larsson Outline Task description Kinect description AdaBoost Building a database Evaluation Task Description The task was to implement gesture detection for some

More information

Automatic Recognition of Tibetan Buddhist Text by Computer. Masami Kojima*1, Yoshiyuki Kawazoe*2 and Masayuki Kimura*3

Automatic Recognition of Tibetan Buddhist Text by Computer. Masami Kojima*1, Yoshiyuki Kawazoe*2 and Masayuki Kimura*3 Automatic Recognition of Tibetan Buddhist Text by Computer Masami Kojima*1, Yoshiyuki Kawazoe*2 and Masayuki Kimura*3 *1 Dept. of Electrical Communication, Tohoku Institute of Technology ( E-mail : mkojima@tohtech.ac.jp

More information

Church Vision and Strategic Plan 3 Year Outlook

Church Vision and Strategic Plan 3 Year Outlook Connecting People to God, Growth, and Ministry Church Vision and Strategic Plan 3 Year Outlook Sunday, November 18, 2012 Values God s Word - We believe the Bible is God s Word; we cherish it, study it,

More information

Grade 7 Math Connects Suggested Course Outline for Schooling at Home 132 lessons

Grade 7 Math Connects Suggested Course Outline for Schooling at Home 132 lessons Grade 7 Math Connects Suggested Course Outline for Schooling at Home 132 lessons I. Introduction: (1 day) Look at p. 1 in the textbook with your child and learn how to use the math book effectively. DO:

More information

Finite Mathematics And Calculus With Applications 9th Edition By Lial Greenwell Ritchey

Finite Mathematics And Calculus With Applications 9th Edition By Lial Greenwell Ritchey Finite Mathematics And Calculus With Applications 9th Edition By Lial Greenwell Ritchey FINITE MATHEMATICS AND CALCULUS WITH APPLICATIONS 9TH EDITION BY LIAL GREENWELL RITCHEY PDF - Are you looking for

More information

Steady and Transient State Analysis of Gate Leakage Current in Nanoscale CMOS Logic Gates

Steady and Transient State Analysis of Gate Leakage Current in Nanoscale CMOS Logic Gates Steady and Transient State Analysis of Gate Leakage Current in Nanoscale CMOS Logic Gates Saraju P. Mohanty and Elias Kougianos VLSI Design and CAD Laboratory (VDCL) Dept of Computer Science and Engineering

More information

McDougal Littell High School Math Program. correlated to. Oregon Mathematics Grade-Level Standards

McDougal Littell High School Math Program. correlated to. Oregon Mathematics Grade-Level Standards Math Program correlated to Grade-Level ( in regular (non-capitalized) font are eligible for inclusion on Oregon Statewide Assessment) CCG: NUMBERS - Understand numbers, ways of representing numbers, relationships

More information

Appendix 1. Towers Watson Report. UMC Call to Action Vital Congregations Research Project Findings Report for Steering Team

Appendix 1. Towers Watson Report. UMC Call to Action Vital Congregations Research Project Findings Report for Steering Team Appendix 1 1 Towers Watson Report UMC Call to Action Vital Congregations Research Project Findings Report for Steering Team CALL TO ACTION, page 45 of 248 UMC Call to Action: Vital Congregations Research

More information

Case Study: South Africa

Case Study: South Africa Case Study: South Africa Background: as we outlined in the Final Report each Regional Group took forward the overall aims of the BILC project in the manner seen as appropriate for their Region. The South

More information

Torah Code Cluster Probabilities

Torah Code Cluster Probabilities Torah Code Cluster Probabilities Robert M. Haralick Computer Science Graduate Center City University of New York 365 Fifth Avenue New York, NY 006 haralick@netscape.net Introduction In this note we analyze

More information

Greater New York Survey of Members

Greater New York Survey of Members Greater New York Survey of Members Conducted for the Greater New York Conference of the Seventhday Adventist Church by the Center for Creative Ministry Source of Data n Questionnaires were distributed

More information

Heap and Merge Sorts

Heap and Merge Sorts Heap and Merge Sorts Lecture 32 Robb T. Koether Hampden-Sydney College Mon, Apr 20, 2015 Robb T. Koether (Hampden-Sydney College) Heap and Merge Sorts Mon, Apr 20, 2015 1 / 22 1 Sorting 2 Comparison of

More information

Survey of Members Midland SDA Church

Survey of Members Midland SDA Church Survey of Members Midland SDA Church Survey Report prepared by the Bradford-Cleveland-Brooks Center Oakwood University April 2012 Source of Data A standard questionnaire was distributed to the members

More information

The World Wide Web and the U.S. Political News Market: Online Appendices

The World Wide Web and the U.S. Political News Market: Online Appendices The World Wide Web and the U.S. Political News Market: Online Appendices Online Appendix OA. Political Identity of Viewers Several times in the paper we treat as the left- most leaning TV station. Posner

More information

Albeo LED Luminaire. GE Lighting. ABHG Series DATA SHEET. Optics. Product information. Installation. Structures and materials.

Albeo LED Luminaire. GE Lighting. ABHG Series DATA SHEET. Optics. Product information. Installation. Structures and materials. GE Lighting Albeo LED Luminaire ABHG Series DATA SHEET WHITE IP20 IP42 IK02 5.9-16.3Kg Product information The award winning Albeo ABHG-series LED Luminaire utilizes innovative heat-sinking and cutting-edge

More information

Factors related to students spiritual orientations

Factors related to students spiritual orientations The Christian Life Survey 2014-2015 Administration at 22 Christian Colleges tucse.taylor.edu Factors related to students spiritual orientations Introduction The Christian Life Survey (CLS) uses a set of

More information

Artificial Intelligence Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras

Artificial Intelligence Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras (Refer Slide Time: 00:26) Artificial Intelligence Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras Lecture - 06 State Space Search Intro So, today

More information

Artificial Intelligence: Valid Arguments and Proof Systems. Prof. Deepak Khemani. Department of Computer Science and Engineering

Artificial Intelligence: Valid Arguments and Proof Systems. Prof. Deepak Khemani. Department of Computer Science and Engineering Artificial Intelligence: Valid Arguments and Proof Systems Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras Module 02 Lecture - 03 So in the last

More information

Strengthening Catholic Identity St Francis Xavier, Goodna

Strengthening Catholic Identity St Francis Xavier, Goodna Strengthening Catholic Identity St Francis Xavier, Goodna - 2020 Key Dimension Year Goal School Action Actioned by Date achieved/reflection Catholic Identity and Mission Enriching our witness! Reorientate

More information

NCLS Occasional Paper Church Attendance Estimates

NCLS Occasional Paper Church Attendance Estimates NCLS Occasional Paper 3 2001 Church Attendance Estimates John Bellamy and Keith Castle February 2004 2001 Church Attendance Estimates John Bellamy and Keith Castle February 2004 Introduction The National

More information

Overview of College Board Noncognitive Work Carol Barry

Overview of College Board Noncognitive Work Carol Barry Overview of College Board Noncognitive Work Carol Barry Background The College Board is well known for its work in successfully developing and validating cognitive measures to assess students level of

More information

Philosophy 200: Introduction to Philosophy. Spring Dr. Bill E. Lawson. Tuesday and Thursday 10:20 11:40 am

Philosophy 200: Introduction to Philosophy. Spring Dr. Bill E. Lawson. Tuesday and Thursday 10:20 11:40 am Philosophy 200: Introduction to Philosophy Spring 2003 Dr. Bill E. Lawson Tuesday and Thursday 10:20 11:40 am Instructor: Dr. Bill E. Lawson Office: 511 S. Kedzie Hall Phone: 355-2319 Office Hours, Tuesday

More information

Recursive Mergesort. CSE 589 Applied Algorithms Spring Merging Pattern of Recursive Mergesort. Mergesort Call Tree. Reorder the Merging Steps

Recursive Mergesort. CSE 589 Applied Algorithms Spring Merging Pattern of Recursive Mergesort. Mergesort Call Tree. Reorder the Merging Steps Recursive Mergesort CSE 589 Applied Algorithms Spring 1999 Cache Performance Mergesort Heapsort A[1n] is to be sorted; B[1n] is an auxiliary array; Mergesort(i,j) {sorts the subarray A[ij] } if i < j then

More information

Apologetics. Course Description. Rationale. Prerequisite. Biblical Integration Outcomes. Measurable Learning Outcomes BIB1000

Apologetics. Course Description. Rationale. Prerequisite. Biblical Integration Outcomes. Measurable Learning Outcomes BIB1000 Apologetics BIB1000 Course Description In this course, students will be challenged to consider many of the most difficult questions regarding Christianity and to make a decision about Jesus Christ. Topics

More information

CHURCH FACILITIES AND MINISTRY SUCCESS. John A. Holm Lead Researcher March, Church Facilities Satisfaction & Ministry Success Study

CHURCH FACILITIES AND MINISTRY SUCCESS. John A. Holm Lead Researcher March, Church Facilities Satisfaction & Ministry Success Study CHURCH FACILITIES AND MINISTRY SUCCESS Church Facilities Satisfaction & Ministry Success Study John A. Holm Lead Researcher March, 2010 Tag at the request of Cornerstone Knowledge Network (CKN), embarked

More information

PROPINSIGHT A Detailed Property Analysis Report

PROPINSIGHT A Detailed Property Analysis Report PROPINSIGHT A Detailed Property Analysis Report 40,000+ Projects 10,000+ Builders 1,200+ Localities Report Created On - 7 Oct, 2015 Price Insight This section aims to show the detailed price of a project

More information

This report is organized in four sections. The first section discusses the sample design. The next

This report is organized in four sections. The first section discusses the sample design. The next 2 This report is organized in four sections. The first section discusses the sample design. The next section describes data collection and fielding. The final two sections address weighting procedures

More information

Grade 6 correlated to Illinois Learning Standards for Mathematics

Grade 6 correlated to Illinois Learning Standards for Mathematics STATE Goal 6: Demonstrate and apply a knowledge and sense of numbers, including numeration and operations (addition, subtraction, multiplication, division), patterns, ratios and proportions. A. Demonstrate

More information

COMPETENCIES QUESTIONNAIRE FOR THE ORDER OF MINISTRY Christian Church (Disciples of Christ) in West Virginia

COMPETENCIES QUESTIONNAIRE FOR THE ORDER OF MINISTRY Christian Church (Disciples of Christ) in West Virginia COMPETENCIES QUESTIONNAIRE FOR THE ORDER OF MINISTRY Christian Church (Disciples of Christ) in West Virginia This worksheet is for your personal reflection and notes, concerning the 16 areas of competency

More information

TÜ Information Retrieval

TÜ Information Retrieval TÜ Information Retrieval Übung 2 Heike Adel, Sascha Rothe Center for Information and Language Processing, University of Munich May 8, 2014 1 / 17 Problem 1 Assume that machines in MapReduce have 100GB

More information

The performance of the Apriori-DHP algorithm with some alternative measures

The performance of the Apriori-DHP algorithm with some alternative measures The performance of the Apriori-DHP algorithm with some alternative measures Faraj A. El-Mouadib * Khirallah S. Al ferjani ** University of Benghazi Faculty of Information Technology * elmouadib@gmail.com

More information

Basic Church Profile Inventory Sample

Basic Church Profile Inventory Sample Introduction Basic Church Profile Inventory Sample This is a sample of all the questions contained in Hartford Institute's Church Profile Inventory Survey that can be completed online. A church that chooses

More information

Georgia Quality Core Curriculum

Georgia Quality Core Curriculum correlated to the Grade 8 Georgia Quality Core Curriculum McDougal Littell 3/2000 Objective (Cite Numbers) M.8.1 Component Strand/Course Content Standard All Strands: Problem Solving; Algebra; Computation

More information

From Machines To The First Person

From Machines To The First Person From Machines To The First Person Tianxiao Shen When I think of the puzzling features of our use of the first person, I start to consider whether similar problems will arise in building machines. To me

More information

Transition Summary and Vital Leader Profile. The Church Assessment Tool 5/3/16

Transition Summary and Vital Leader Profile. The Church Assessment Tool 5/3/16 Transition Summary and Vital Leader Profile generated from The Church Assessment Tool 5/3/16 "And this is my prayer: that your love may abound more and more in knowledge and depth of insight, so that you

More information

Prentice Hall Biology 2004 (Miller/Levine) Correlated to: Idaho Department of Education, Course of Study, Biology (Grades 9-12)

Prentice Hall Biology 2004 (Miller/Levine) Correlated to: Idaho Department of Education, Course of Study, Biology (Grades 9-12) Idaho Department of Education, Course of Study, Biology (Grades 9-12) Block 1: Applications of Biological Study To introduce methods of collecting and analyzing data the foundations of science. This block

More information

Order-Planning Neural Text Generation from Structured Data

Order-Planning Neural Text Generation from Structured Data Order-Planning Neural Text Generation from Structured Data Lei Sha, Lili Mou, Tianyu Liu, Pascal Poupart, Sujian Li, Baobao Chang, Zhifang Sui Institute of Computational Linguistics, Peking University

More information

APPENDIX C ADDITIONAL CALCULATIONS

APPENDIX C ADDITIONAL CALCULATIONS July 25, 2014 300-ft Guyed Tower Structural Modification Analysis Cumorah Hill TEP Project Number 50108.12262 Page 11 APPENDIX C ADDITIONAL CALCULATIONS tnxtower Report - version 6.1.3.1 Project Name:

More information

Comparing World Religions Using Primary Sources

Comparing World Religions Using Primary Sources Comparing World Religions Using Primary Sources John Lectka, Kristin Nutt, Eric Schmidt Emerson Middle School Winter 2013 Lawrence & Houseworth,. Jewish Synagogue on Mason Street, San Francisco. 1866.

More information

ECE 5424: Introduction to Machine Learning

ECE 5424: Introduction to Machine Learning ECE 5424: Introduction to Machine Learning Topics: SVM Multi-class SVMs Neural Networks Multi-layer Perceptron Readings: Barber 17.5, Murphy 16.5 Stefan Lee Virginia Tech HW2 Graded Mean 63/61 = 103% Max:

More information

CHAPTER 17: UNCERTAINTY AND RANDOM: WHEN IS CONCLUSION JUSTIFIED?

CHAPTER 17: UNCERTAINTY AND RANDOM: WHEN IS CONCLUSION JUSTIFIED? CHAPTER 17: UNCERTAINTY AND RANDOM: WHEN IS CONCLUSION JUSTIFIED? INTERPRETATION AND CONCLUSIONS Deduction the use of facts to reach a conclusion seems straightforward and beyond reproach. The reality

More information

Streamlined Administration Model Report to Church Council

Streamlined Administration Model Report to Church Council Streamlined Administration Model Report to Church Council First United Methodist Church West Lafayette IN. Mandate from Fruitful Congregation Process. From the West Lafayette First United Methodist Church

More information

A Linear Programming Approach to Complex Games: An Application to Nuclear Exchange Models

A Linear Programming Approach to Complex Games: An Application to Nuclear Exchange Models INSTITUTE FOR DEFENSE ANALYSES A Linear Programming Approach to Complex Games: An Application to Nuclear Exchange Models I. C. Oelrich, Project Leader August 2002 Approved for public release; distribution

More information

Jenn Lim Interview CEO, Delivering Happiness

Jenn Lim Interview CEO, Delivering Happiness Jenn Lim Interview CEO, Delivering Happiness Tim Kuppler: Hello, I m Tim Kuppler with CultureUniversity.com and our purpose is to positively impact society on a global scale through culture awareness,

More information

Part 1 of 3 PRESBYTERY OF GIPPSLAND. VISION: Growing in Christ and sharing His love and hope. October 2015 UNITING CHURCH IN AUSTRALIA

Part 1 of 3 PRESBYTERY OF GIPPSLAND. VISION: Growing in Christ and sharing His love and hope. October 2015 UNITING CHURCH IN AUSTRALIA UNITING CHURCH IN AUSTRALIA PRESBYTERY OF GIPPSLAND Part 1 of 3 October 2015 Part 1 of 3 VISION: Growing in Christ and sharing His love and hope OBJECTIVE To revitalize the Mission Areas of the Presbytery:

More information

Has not Science Debunked Biblical Christianity?

Has not Science Debunked Biblical Christianity? Has not Science Debunked Biblical Christianity? Martin Ester March 1, 2012 Christianity 101 @ SFU The Challenge of Atheist Scientists Science is a systematic enterprise that builds and organizes knowledge

More information

The influence of Religion in Vocational Education and Training A survey among organizations active in VET

The influence of Religion in Vocational Education and Training A survey among organizations active in VET The influence of Religion in Vocational Education and Training A survey among organizations active in VET ADDITIONAL REPORT Contents 1. Introduction 2. Methodology!"#! $!!%% & & '( 4. Analysis and conclusions(

More information

Excel Lesson 3 page 1 April 15

Excel Lesson 3 page 1 April 15 Excel Lesson 3 page 1 April 15 Monday 4/13/15 We begin today's lesson with the $ symbol, one of the biggest hurdles for Excel users. Let us learn about the $ symbol in the context of what I call the Classic

More information

In Our Own Words 2000 Research Study

In Our Own Words 2000 Research Study The Death Penalty and Selected Factors from the In Our Own Words 2000 Research Study Prepared on July 25 th, 2001 DEATH PENALTY AND SELECTED FACTORS 2 WHAT BRINGS US TOGETHER: A PRESENTATION OF THE IOOW

More information

Board of Ordained Ministry 2017 Clergy Evaluation

Board of Ordained Ministry 2017 Clergy Evaluation Pastor s Self Evaluation S/PPRC Composite Evaluation Board of Ordained Ministry 2017 Clergy Evaluation About This Form: This form is designed to provide a framework for evaluating the pastor s work in

More information

EPISCOPAL LEADERSHIP EVALUATION FORM (Part A) and ANNUAL CONFERENCE PROFILE FORM (Part B) Quadrennium

EPISCOPAL LEADERSHIP EVALUATION FORM (Part A) and ANNUAL CONFERENCE PROFILE FORM (Part B) Quadrennium EPISCOPAL LEADERSHIP EVALUATION FORM (Part A) and ANNUAL CONFERENCE PROFILE FORM (Part B) 2009 2012 Quadrennium The mission of the Church is to make disciples of Jesus Christ for the transformation of

More information

ECE 5984: Introduction to Machine Learning

ECE 5984: Introduction to Machine Learning ECE 5984: Introduction to Machine Learning Topics: SVM Multi-class SVMs Neural Networks Multi-layer Perceptron Readings: Barber 17.5, Murphy 16.5 Dhruv Batra Virginia Tech HW2 Graded Mean 66/61 = 108%

More information

Brandeis University Maurice and Marilyn Cohen Center for Modern Jewish Studies

Brandeis University Maurice and Marilyn Cohen Center for Modern Jewish Studies Brandeis University Maurice and Marilyn Cohen Center for Modern Jewish Studies Millennial Children of Intermarriage: Touchpoints and Trajectories of Jewish Engagement Technical Appendices Theodore Sasson

More information

UCB CS61C : Machine Structures

UCB CS61C : Machine Structures inst.eecs.berkeley.edu/~csc UCB CSC : Machine Structures Guest Lecturer Alan Christopher Lecture Caches II -- MEMRISTOR MEMORY ON ITS WAY (HOPEFULLY) HP has begun testing research prototypes of a novel

More information

Glendora Church Survey of Members

Glendora Church Survey of Members Survey of Members A report by Monte Sahlin Senior Consultant Center for Creative Ministry August 2012 Source of Data A standard questionnaire was distributed during worship on Sabbaths in early 2012. A

More information

Workshop in Computer Science. Algorithms for finding sequence motifs in HT-Selex data. Introduction

Workshop in Computer Science. Algorithms for finding sequence motifs in HT-Selex data. Introduction Workshop in Computer Science Algorithms for finding sequence motifs in HT-Selex data Introduction Ron Shamir Lab instructor: Yaron Orenstein October 2013 HT-Selex workshop Ron Shamir 2013 1 Outline 0.

More information

Gaia's Body: Toward A Physiology Of Earth By Tyler Volk

Gaia's Body: Toward A Physiology Of Earth By Tyler Volk Gaia's Body: Toward A Physiology Of Earth By Tyler Volk Find great deals for Gaia's Body : Toward a Physiology of Earth by Tyler Volk (2003, Paperback, Reprint). Shop with confidence on ebay! Buy Gaia's

More information

THE SEVENTH-DAY ADVENTIST CHURCH AN ANALYSIS OF STRENGTHS, WEAKNESSES, OPPORTUNITIES, AND THREATS (SWOT) Roger L. Dudley

THE SEVENTH-DAY ADVENTIST CHURCH AN ANALYSIS OF STRENGTHS, WEAKNESSES, OPPORTUNITIES, AND THREATS (SWOT) Roger L. Dudley THE SEVENTH-DAY ADVENTIST CHURCH AN ANALYSIS OF STRENGTHS, WEAKNESSES, OPPORTUNITIES, AND THREATS (SWOT) Roger L. Dudley The Strategic Planning Commission of the General Conference of Seventh-day Adventists

More information

Welcome to the Church Planting Pipeline!

Welcome to the Church Planting Pipeline! Welcome to the Church Planting Pipeline! We are so excited to come alongside you as you identify and train the next generation of missionaries sitting in your congregation. You and your church have the

More information

Artificial Intelligence. Clause Form and The Resolution Rule. Prof. Deepak Khemani. Department of Computer Science and Engineering

Artificial Intelligence. Clause Form and The Resolution Rule. Prof. Deepak Khemani. Department of Computer Science and Engineering Artificial Intelligence Clause Form and The Resolution Rule Prof. Deepak Khemani Department of Computer Science and Engineering Indian Institute of Technology, Madras Module 07 Lecture 03 Okay so we are

More information

The American Religious Landscape and the 2004 Presidential Vote: Increased Polarization

The American Religious Landscape and the 2004 Presidential Vote: Increased Polarization The American Religious Landscape and the 2004 Presidential Vote: Increased Polarization John C. Green, Corwin E. Smidt, James L. Guth, and Lyman A. Kellstedt The American religious landscape was strongly

More information

Utah South Area Family History Training

Utah South Area Family History Training Utah South Area Family History Training Temple and Family History Work Members Personal Responsibilities The Role of Temple and Family History in the Balanced Effort How Priesthood Leaders can Support

More information

Revelation The Church Celebration Life in Christ how Jesus spoke of God his Father and the Holy Spirit;

Revelation The Church Celebration Life in Christ how Jesus spoke of God his Father and the Holy Spirit; RE CURRICULUM YEAR 6 Revelation The Church Celebration Life in Christ how Jesus spoke of God his Far and Holy Spirit; Sunday as a significant day in life of key images of Church used in Scripture and Tradition;

More information

occasions (2) occasions (5.5) occasions (10) occasions (15.5) occasions (22) occasions (28)

occasions (2) occasions (5.5) occasions (10) occasions (15.5) occasions (22) occasions (28) 1 Simulation Appendix Validity Concerns with Multiplying Items Defined by Binned Counts: An Application to a Quantity-Frequency Measure of Alcohol Use By James S. McGinley and Patrick J. Curran This appendix

More information

Whatever happened to cman?

Whatever happened to cman? Whatever happened to cman? Version history 0.1 30th January 2009 First draft Christine Chrissie Caulfield, Red Hat ccaulfie@redhat.com 0.2 3rd February 2009 Add a chapter on migrating from libcman 0.3

More information

CREATING THRIVING, COHERENT AND INTEGRAL NEW THOUGHT CHURCHES USING AN INTEGRAL APPROACH AND SECOND TIER PRACTICES

CREATING THRIVING, COHERENT AND INTEGRAL NEW THOUGHT CHURCHES USING AN INTEGRAL APPROACH AND SECOND TIER PRACTICES CREATING THRIVING, COHERENT AND INTEGRAL NEW THOUGHT CHURCHES USING AN INTEGRAL APPROACH AND SECOND TIER PRACTICES Copyright 2007 Gary Simmons Summary of Doctoral Research Study conducted by Gary Simmons,

More information

Analysis of Heart Rate Variability during Meditative and Non-Meditative State using Analysis Of variance

Analysis of Heart Rate Variability during Meditative and Non-Meditative State using Analysis Of variance Available online at http://www.ijabbr.com International journal of Advanced Biological and Biomedical Research Volume 1, Issue 7, 2013: 728-736 Analysis of Heart Rate Variability during Meditative and

More information

Year 4 Medium Term Planning

Year 4 Medium Term Planning Autumn Term Week Unit and I can statements Changing World PSHE Being me in my world. -3 Science: States of matter The children will compare and group materials according to whether they are solids, liquids

More information

Pearson myworld Geography Western Hemisphere 2011

Pearson myworld Geography Western Hemisphere 2011 A Correlation of Pearson Western Hemisphere 2011 Table of Contents Reading Standards for... 3 Writing Standards for... 9 A Correlation of, Reading Standards for Key Ideas and Details RH.6-8.1. Cite specific

More information

Wearemakingdisciples.com DISCIPLESHIP ACTION PLANNING

Wearemakingdisciples.com DISCIPLESHIP ACTION PLANNING Wearemakingdisciples.com DISCIPLESHIP ACTION PLANNING DISCIPLESHIP ACTION PLANNING: WHOLE LIFE DICIPLESHIP INTRODUCTION This document will give you a framework to think through deepening discipleship within

More information