Information Retrieval 12. Wrap-Up
|
|
- Jasmine Boone
- 5 years ago
- Views:
Transcription
1 Ghislain Fourny Information Retrieval 12. Wrap-Up Picture copyright: johan2011/123rf Stock Photo
2 Lecture Overview Introduction Boolean queries Term vocabulary and posting lists Tolerant retrieval Evaluation Scale up Index compression Vector space model Probabilistic information retrieval Language models Indexing the Web Basics of Information Retrieval Advanced topics Alternate methodologies 2
3 Data Shapes: Text Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam vel erat nec dui aliquet vulputate sed quis nulla. Donec eget ultricies magna, eu dignissim elit. Nullam sed urna nec nisl rhoncus ullamcorper placerat et enim. Integer varius ornare libero quis consequat. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Aenean eu efficitur orci. Aenean ac posuere tellus. Ut id commodo turpis. Praesent nec libero metus. Praesent at turpis placerat, congue ipsum eget, scelerisque justo. Ut volutpat, massa ac lacinia cursus, nisl dui volutpat arcu, quis interdum sapien turpis in tellus. Suspendisse potenti. Vestibulum pharetra justo massa, ac venenatis mi condimentum nec. Proin viverra tortor non orci suscipit rutrum. Phasellus sit amet euismod diam. Nullam convallis nunc sit amet diam suscipit dapibus. Integer porta hendrerit nunc. Quisque pharetra congue porta. Suspendisse vestibulum sed mi in euismod. Etiam a purus suscipit, accumsan nibh vel, posuere ipsum. Nulla nec tempor nibh, id venenatis lectus. Duis lobortis id urna eget tincidunt. 3
4 Boolean retrieval lawyer AND Penang AND NOT silver query Input Set of documents Output Subset of documents 4
5 Document Documents 5
6 Term Sherlock lawyer Switzerland Unterwalden nid dem Wald ETH Zürich person watch run paper book... 6
7 Boolean retrieval lawyer AND Penang AND NOT silver query Input Set of documents Output Subset of documents 7
8 Model and abstraction Simplification Document as a list of words (with duplicates) Document as a set of words ( ) Document as a vector of booleans 8
9 Incidence Matrix Documents t u Terms v w x y 9
10 Warm up a b c d e f g
11 Intersection algorithm List A List B Intersection of A and B
12 Index construction Collect documents Tokenizing Linguistic preprocessing Build the index (postings list) 12
13 Type You come most carefully upon your hour Take fair thy hour Laertes time be thine My hour is almost come Possess it merely That it should come to this Type=equivalence class (same sequences) 13
14 Stop words a an and are as at be by for from has he in is it its of on that the to was were will with 14
15 Query expansion Upon indexing Lift Upon querying Lift Expansion Lift OR Elevator Lift Elevator Expansion Lift 1 5 Lift 1 5 Elevator Elevator
16 Porter Stemmer (m>0) ENCI -> ENCE valenci -> valence (m>0) ANCI -> ANCE hesitanci -> hesitance (m>0) IZER -> IZE digitizer -> digitize (m>0) ABLI -> ABLE conformabli -> conformable (m>0) ALLI -> AL radicalli -> radical (m>0) ENTLI -> ENT differentli -> different (m>0) ELI -> E vileli - > vile (m>0) OUSLI -> OUS analogousli -> analogous (m>0) IZATION -> IZE vietnamization -> vietnamize (m>0) ATION -> ATE predication -> predicate (m>0) ATOR -> ATE operator -> operate (m>0) ALISM -> AL feudalism -> feudal (m>0) IVENESS -> IVE decisiveness -> decisive (m>0) FULNESS -> FUL hopefulness -> hopeful (m>0) OUSNESS -> OUS callousness -> callous 16
17 Skip lists In practice p Number of postings 17
18 Bi-word indices (Phrase search feature) Help ETH Zurich to flexibly react to new challenges and to set new accents in the future. Index Help ETH ETH Zurich Zurich to to flexibly flexibly react react to 18
19 Positional index (phrase search feature) "ETH Zurich" Help C,1: 1 ETH C,1: 2 Zurich C,1: 3 to C,3: 4, 7, 11 flexibly C,1: 5 react C,1: 6 19
20 Search structures Hash tables Trees (B, B+) 20
21 B+-tree possess 2 come is merely that thy upon 4 4 almost be carefully is it Laertes possess should take thy time to come fair hour merely most my that thine this upon you your But it's fine if the root has less. 21
22 Wildcard queries foo*eth*bar multiple wildcards 22
23 Permuterm index plant Rotations $plant t$plan nt$pla ant$pl lant$p plant$ 23
24 k-grams 1-grams $, c, o, m, p, u, t, e, r, $ Not very useful 2-grams 3-grams $c, co, om, mp, pu, ut, te, er, r$ $co, com, omp, mpu, put, ute, ter, er$ Usable zone computer 4-grams 5-grams $com, comp, ompu, mput, pute, uter, ter$ $comp, compu, omput, mpute, puter, uter$ 6-grams 7-grams... $compu, comput, ompute, mputer, puter$ $comput, compute, omputer, mputer$ Not space efficient 24
25 Edit distance # a t e # c a t ate 25
26 Jaccard coefficient $co mpu com put er$ $cm omp ute ter cmp = 5 / 10 =
27 Soundex algorithm Change... To... A E H I O U W Y 0 B F P V 1 C G J K Q S X Z 2 D T 3 L 4 M N 5 R 6 27
28 Memory hierarchy Cache (CPU), level 1 and 2 Volatile Memory (RAM) Disk (Secondary storage) Non volatile Tapes, DVDs (Tertiary storage) 28
29 TermIDs t1 t2 t3 t4 t5 t6 t7 1 t1 2 t1 3 3 t2 4 t2 7 1 t3 2 t3 4 1 t4 3 t4 5 2 t5 3 t5 4 1 t6 2 t6 4 3 t7 5 t
30 Blocked Sort-Based Indexing 30
31 Single-Pass In-Memory Indexing 31
32 MapReduce ETH computer data information CPU ETH information computer
33 Logarithmic Merging n postings 2n postings 4n postings Z 0 Z 1 I 0 I 1 I 2 33
34 Heap's law (M) # Terms M = k p T 30 apple k apple 100 # Tokens (T) 34
35 Zipf's law Frequency = k Rank
36 Compression: Front coding 8automat*a8 e9 ic10 ion Only every k terms k 4 bytes 4 bytes bytes (less bytes) 36
37 Variable byte encoding fits on 3 bits fits on 6 bits decimal binary variable byte encoding % less space
38 Gamma encoding 19 binary Length in unary
39 Ranked retrieval 1 2 lawyer Penang silver 3 query 4 Input Set of documents Output Ranked subset of documents 39
40 Parametric search Title Algorithms Author Publication Date Language Country Cost $ to $ Search 40
41 Parametric indices Title Author Publication Date Language Country Cost Search structure Posting lists 41
42 Term frequency, (Inverted) Document frequency, tf A B foo 5 1 bar 0 4 foobar 2 1 tf-idf A B foo 25 5 bar 0 40 foobar 6 3 idf foo 5 bar 10 foobar 3 42
43 Model and abstraction Simplification Document as a list of words (with duplicates) Document as a bag of words ( ) Document as a vector of numbers 43
44 Vector-Space Model Documents = vectors in the first quadrant of R M d1 d2 d5 d4 d3 44
45 Queries as vectors Queries = points in the first quadrant of R M d1 q1 d2 d5 d4 q2 d3 d3 is a good result of q2! 45
46 Inner product as score I=M X!! x. y = i=1 x i y i 46
47 Evidence accumulation ETH tf tq computer data idf t, d tf td q tf tq idf t tf td idf t kqk kdk
48 SMART notation Query weights atc.lnb Sublinear term frequency Byte-size normalization Natural document frequency 48
49 Probabilistic Information Retrieval P (R =1 D = f ^ Q = q) P (R =1 D = d ^ Q = q) P (R =1 D = g ^ Q = q) P (R =1 D = e ^ Q = q) Sort 49
50 ... falling back to Ranked Retrieval and evidence accumulation! RSV d = X k d k =1^q k =1 log N df t This justifies idf weighting in the Vector-Space Model! 50
51 Language models Enters a query q Thought experiment: imagine that: we picked a random document and built its model we used this model to generate a new document that document turns out to be q What document is the most likely to have been picked and to have generated q? 51
52 Results Relevant Not relevant Returned results Precision = 52
53 Results Relevant Positives Recall = Negatives 53
54 Specificity Not relevant Specificity = 54
55 F measure: harmonic mean F = 1 P + 1 R =0 =1 Weighting 55
56 Precision-Recall curves Precision Recall 56
57 ROC Curves Recall (Sensitivity) 1 - Specificity 57
Ghislain Fourny. Big Data 2. Lessons learnt from the past
Ghislain Fourny Big Data 2. Lessons learnt from the past Mr. Databases: Edgar Codd Wikipedia Data Independence (Edgar Codd) Logical data model Lorem Ipsum Dolor sit amet Physical storage Consectetur Adipiscing
More informationFOR THOSE WHO DO. Lenovo Annual Report
FOR THOSE WHO DO. Lenovo Annual Report 2014 CONTENTS 2 6 About Lenovo 4 Financial Highlights 5 Chairman & CEO Statement Performance About Lenovo Lenovo is one of the world's leading personal technology
More informationGhislain Fourny. Big Data 2. Lessons learnt from the past
Ghislain Fourny Big Data 2. Lessons learnt from the past Mr. Databases: Edgar Codd Wikipedia 2 Data Independence (Edgar Codd) Logical data model Lorem Ipsum Dolor sit amet Physical storage Consectetur
More informationMKA PLC Controller OVERVIEW KEY BENEFITS KEY FEATURES
1881 OVERVIEW The ezswitch Controller is a compact PLC for the modular. In addition to providing commonly used network and Fieldbus interfaces, the controller supports all digital, analog and speciality
More informationTITLE - Size 16 - Bold
EDCE 2010-2011 - Size 12 - Normal Conceptual Design of Structures - Size 12 - Normal Instructor: A. Muttoni, R. Salvi, P. Wahlen - Assitant: T. Clément - Author: X. Name - TITLE - Size 16 - Bold Pier Luigi
More informationCreating An Effective Academic Poster. ~ A Student Petersheim Workshop
Creating An Effective Academic Poster ~ A Student Petersheim Workshop 11 Seconds Poster Graphics and Pictures Headlines and Subheadings Poster Copy PRINCIPLES OF DESIGN BALANCE Visual balance comes
More informationGhislain Fourny. Information Systems for Engineers 1. Introduction
Ghislain Fourny Information Systems for Engineers 1. Introduction Data is like matter Study of the real world Physics Study of the data world Data Science 2 Why Data Science? A good decision is based on
More informationBOOTSTRAP AFFIX PLUGIN
BOOTSTRAP AFFIX PLUGIN http://www.tutorialspoint.com/bootstrap/bootstrap_affix_plugin.htm Copyright tutorialspoint.com The affix plugin allows a to become affixed to a location on the page. You can
More informationExample project Functional Design. Author: Marion de Groot Version
Example project Functional esign uthor: Marion de Groot Version 1.0-18-4-2013 Table of contents 3 Introduction Requirements gathering 4 Use cases 5 Use case flow diagram 6 Users and Rights 7 Requirements
More informationThe L A TEX Template for MCM Version v6.2
For office use only T1 T2 T3 T4 Team Control Number 0000 Problem Chosen A 2016 MCM/ICM Summary Sheet For office use only F1 F2 F3 F4 The L A TEX Template for MCM Version v6.2 Summary Lorem ipsum dolor
More informationTITLE. Tips for Producing a Newsletter IN THIS ISSUE
TITLE UNIT NAME DATE Advantages of a Newsletter The purpose of a newsletter is to provide specialized information to a targeted audience. Newsletters can be a great way to market yourself, and also create
More informationPaper Template for INTERSPEECH 2018
Paper Template for INTERSPEECH 2018 Author Name 1, Co-author Name 2 1 Author Affiliation 2 Co-author Affiliation author@university.edu, coauthor@company.com Abstract For your paper to be published in the
More informationThe Next Big Thing Prepared for Meeting C
The Next Big Thing Prepared for Meeting C++ 2018 Andrei Alexandrescu, Ph.D. andrei@erdani.com November 15, 2018 1 / 48 Squeaky Wheel Gets the Grease 2 / 48 ( Those were the most cringey minutes of the
More informationBrand identity guidelines
Brand identity guidelines CONTENTS 1 LOGO 5 COLOUR 6 TYPEFACE 8 SIGNAGE These guidelines are to help you understand the PACIFIC ALUMINIUM visual brand. The following pages demonstrate how the PACIFIC ALUMINIUM
More informationTimon Hazell, LEED AP Senior BIM Engineer. Galen S. Hoeflinger, AIA BIM Technologist Manager
Timon Hazell, LEED AP Senior BIM Engineer Galen S. Hoeflinger, AIA BIM Technologist Manager Find Joy in Your Work The Human Aspect The Human Aspect Importance of Architecture Know People The Human Aspect
More informationCity of Literature Branding
Branding The logo is based upon letterpress print techniques to demonstrate Manchesters history with literature in physical form. It is designed to be responsive so has different versions dependant on
More informationBrand Guidelines MAY 2016
Brand Guidelines MAY 2016 CONTENT LOGO 1-11 COLORS 12 TYPOGRAPHY 13-14 STYLE 15-19 STATIONARY 20-30 including: BUSINESS CARD 21-22 LETTERHEAD 23 EMAIL SIGNATURE 24 CLIENT PROPOSAL & REPORT 25-26 NEWSLETTER
More informationGhislain Fourny. Big Data 7. Syntax
Ghislain Fourny Big Data 7. Syntax Introduction 2 The stack: Syntax Text CSV XML JSON RDF/XML Turtle XBRL Syntax 3 Data Shapes Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam vel erat nec
More informationTITLE SUBTITLE Issue # Title Subtitle. Issue Date. How to Use This Template. by [Article Author] Article Title. Page # Article Title.
TITLE SUBTITLE Issue # Title Subtitle Issue Date TYPE TAGLINE HERE IN THIS ISSUE How to Use This Template Article Title Page # Article Title Page # TITLE SUBTITLE Issue # 2 Using Styles by Name Style HEADING
More informationA Road To Better User Experience. The lonely journey every front-end developer must walk.
A Road To Better User Experience The lonely journey every front-end developer must walk. Kotaro Fujita kut@tomatoboy.co Web/iOS/Game Development AGENDA What is UI/UX? Idealized Workflow Realities Random
More informationRHYMES WITH HAPPIER!
RHYMES WITH HAPPIER! Title Subtitle Date Title Subtitle Date Title Subtitle Date Title Subtitle Date WHO AM I? First Last Body copy Quick Facts about Zapier HQ: San Francisco, CA 100% Remote 145 Employees
More informationThe POGIL Project Publication Guidelines
1 The POGIL Project Publication Guidelines Publication Submission Checklist 2 IN ORDER TO be published, you are required to review each item below before submitting your documents to The POGIL Project.
More informationALWAYS MOVING FORWARD MIDWAY S GRAPHIC IDENTITY STANDARDS MANUAL
ALWAYS MOVING FORWARD MIDWAY S GRAPHIC IDENTITY STANDARDS MANUAL OVERVIEW The Midway Branding Standards is a reference tool that provides standards and guidelines for all usage of graphics in order to
More informationIntermediate District 288. Brand Manual. Visual Identity Guide
Intermediate District 288 Brand Manual Visual Identity Guide SWMetro District Office 792 Canterbury Road, Suite 211 Shakopee, MN 55379 (952) 567.8100 Overview The SouthWest Metro Intermediate District
More informationColors. F0563A Persimmon. 3A414C Cobalt. 8090A2 Slate Shale. C4CDD6 Alloy Coal. EFF3F5 Silver. EDF3F9 Horizon.
Colors Brand Primary F0563A Persimmon 3A414C Cobalt Secondary Brand 333943 Coal 697582 Shale 8090A2 Slate C4CDD6 Alloy E1E6EB Platinum EFF3F5 Silver EDF3F9 Horizon FFFFFF White Interaction 0088A9 Ocean
More informationConnected TV Applications for TiVo. Project Jigsaw. Design Draft. 26 Feb 2013
Connected TV Applications for TiVo Project Jigsaw Design Draft 26 Feb 2013 UI Design Connected TV application for TiVo Project Jigsaw 2 Overview LAUNCH POINT The goal of Project Jigsaw is to create a library
More informationInsights. Send the right message to the right person at the right time.
Insights Send the right message to the right person at the right time. StreamSend Insights Guide www.streamsend.com What is StreamSend Insights? StreamSend Insights is a powerful marketing automation platform
More informationAn output routine for an illustrated book
An output routine for an illustrated book Boris Veytsman TUG2014 School of Systems Biology & Computational Materials Science Center, MS 6A12, George Mason University, Fairfax, VA 22030 1. Introduction
More informationGestures: ingsa GESTURES
GESTURES FORWARD AND BACKWARD SWIPE RIGHT TO GO TO THE NEXT SCREEN OR SWIPE LEFT TO GO TO THE PREVIOUS SCREEN IN THE STORY FLOW SELECT TAP WITH 1 FINGER TO NAVIGATE THOROUGH AN INTERACTIVE ITEM (SCENES)
More informationBRAND GUIDELINES All rights reserved.
BRAND GUIDELINES 2017. All rights reserved. LOGO :: INTRODUCTION The Live Purple Logo Mark the most recognizable visual brand element differentiates itself from similar cause based fundraisers. The mark
More informationVISUAL. Standards Guide
VISUAL Standards Guide Published: August 19, 2013 TABLE OF CONTENTS This is the approved Visual Standards Guide for Southeastern Community College. All logos and symbols in this manual are the property
More informationThomas F. Sturm A Tutorial for Poster Creation with Tcolorbox
1 col1 col2 col3 col4 2 Poster Tutorial #1 Welcome to the poster tutorial! Thomas F. Sturm A Tutorial for Poster Creation with Tcolorbox 3 We start at the very begin with an empty poster. In this tutorial,
More informationCOLORS COLOR USAGE LOGOS LOCK UPS PHOTOS ELEMENTS ASSETS POWERPOINT ENVIRONMENTAL COLLATERAL PROMO ITEMS TABLE OF CONTENTS
COLORS COLOR USAGE LOGOS LOCK UPS PHOTOS ELEMENTS ASSETS POWERPOINT ENVIRONMENTAL COLLATERAL PROMO ITEMS TABLE OF CONTENTS PANTONE 349 HEX 026937 RGB 2, 105, 55 CMYK 90, 33, 100, 26 PANTONE 7489 HEX 73A950
More informationThomas F. Sturm A Tutorial for Poster Creation with Tcolorbox
1 col1 col2 col3 col4 2 Poster Tutorial #1 Welcome to the poster tutorial! Thomas F. Sturm A Tutorial for Poster Creation with Tcolorbox 3 We start at the very begin with an empty poster. In this tutorial,
More informationBRAND IDENTITY GUIDELINE
BRAND IDENTITY GUIDELINE PAGE 1 IMPORTANCE OF A This brand identity guideline details the conditions of use enforced when using the Bell Bunya Community Centre () brand in corporate production items. It
More informationBrand identity design. Professional logo design + Branding guidelines + Stationery Designed by JAVIER
Brand identity design Professional logo design + Branding guidelines + Stationery Designed by JAVIER Logo conceptualization Concept Shape Typography Color After reading the information provided After some
More informationAmerican Political Science Review (APSR) Submission Template ANONYMISED AUTHOR(S) Anonymised Institution(s) Word Count: 658
APSR Submission Template APSR Submission Template APSR Submission Template APSR Submission Template APSR Submission Template APSR Submission Template APSR Submission Template APSR Submission Template Submission
More information[Main Submission Title] (Font: IBM Plex Sans Bold, 36 point)
[Main Submission Title] (Font: IBM Plex Sans Bold, 36 point) [Author Names] Author 1 [Anonymised for submission] 1, Author 2 [Anonymised] 2 (each author name separated by commas) and Author 3 [Anonymised]
More informationOCTOBER 16 NEWSLETTER. Lake Mayfield Campground OR-LOW GOOD TIMES
a OR-LOW GOOD TIMES OCTOBER 16 NEWSLETTER Lake Mayfield Campground by Nan O. The October camp out was a joint adventure with hosts Nor West LoWs. We arrived on Monday, October 10 th and stayed three nights.
More informationcosmos a tech startup
a tech startup Logo Business Card Lorem Ipsum company director Street name City, State, Zipcode (555) 555-5555 lorem@ipsum.com www.loremipsum.com Lorem ipsum dolor sit amet, consectetur adipiscing elit.
More informationTUSCALOOSA CITY SCHOOLS Graphic Standards and Logo Use Guide
TUSCALOOSA CITY SCHOOLS Graphic Standards and Logo Use Guide THE LOGO: Primary Version Concept: Fresh Modern Symbolic Rationale: The new logo gives the education system a fresh and modern appeal. Tuscaloosa
More informationPersonal brand identity desigend by JAVIER
Personal brand identity desigend by JAVIER Logo conceptualization Concept Shape the Z is the base, if you observe I ve placed Color The concept was designed using the The use of the AZ is a great idea,
More informationBBN ANG 183 Typography Lecture 5A: Breaking text
BBN ANG 183 Typography Lecture 5A: Breaking text Zoltán Kiss & Péter Szigetvári Dept of English Linguistics, Eötvös Loránd University kz & szp (delg) typo/breaking (5A) 1/ 37 outline probelms with WYSIWYG
More informationThe everyhook package
The everyhook package Stephen Checkoway s@cs.jhu.edu November 26, 2014 Abstract The everyhook package takes control of the six TEX token parameters \everypar, \everymath, \everydisplay, \everyhbox, \everyvbox,
More informationVISUAL IDENTITY STARTER KIT FOR ENSURING OUR COMMUNICATIONS ARE COHESIVE, CONSISTENT AND ENGAGING 23 OCTOBER 2008
VISUAL IDENTITY STARTER KIT FOR ENSURING OUR COMMUNICATIONS ARE COHESIVE, CONSISTENT AND ENGAGING 23 OCTOBER 2008 Contents 1 Logo colourways and artworks: Colour combinations for use on different background
More informationsrc0-dan/mobile.html <!DOCTYPE html> Dan Armendariz Computer Science 76 Building Mobile Applications Harvard Extension School
src0-dan/mobile.html 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. 17. 18. 19. 20. 21. 22. 23. 24. 25. 26. 27. 28. 29. 30. 31. 32. 33. 34. 35. 36. 37. 38. 39. 40. 41. 42. 43. 44. 45. 46. 47. 48.
More informationThesis GWU Example Dissertation. by Shankar Kulumani
Thesis GWU Example Dissertation by Shankar Kulumani B.S. in Astronautical Engineering, May 2009, US Air Force Academy M.S. in Aeronautical and Astronautical Engineering, May 2013, Purdue University A Dissertation
More informationMaking the New Notes. Christoph Noack OpenOffice.org User Experience Max Odendahl OpenOffice.org Development Christian Jansen Sun Microsystems
Making the New Notes Community Cooperation Concepts Christoph Noack OpenOffice.org User Experience Max Odendahl OpenOffice.org Development Christian Jansen Sun Microsystems Making the New Notes Community
More informationI D E N T I TY STA N DA R D S M A N UA L Rev 10.13
I D E N T I TY STA N DA R D S M A N UA L 3150-81-13 Rev 10.13 Table of Contents 1.1 How To Use This Manual 1.2 Web Resources Available to Faculty and Staff Basic Standards for the Signature 2.1 The Robert
More informationVersion 1.4 March 15, Notes Bayer- Kogenate 2010 WFH Microsoft Surface Project (HKOG-39563) Information Architecture Wireframes
Notes Author Version Comments Mick Rosolek.0 Initial Draft Mick Rosolek. First Round Edits Mick Rosolek.2 Additional Edits Mick Rosolek.3 Amendment Mick Rosolek.4 Amendment Site Map - Page of 4 0.0 Pre-Engagement
More informationWRAS WIAPS BRAND GUIDELINES 2015
01 WRAS WIAPS BRAND GUIDELINES 2015 02 WRAS PRODUCT APPROVAL CERTIFICATION MARK BRAND GUIDANCE AND TERMS AND CONDITIONS OF USE WRAS LTD. CERTIFICATION MARKS, TRADEMARK AND LOGOS (APPLIES TO ALL END USERS)
More informationCITIZEN SCIENCE DATA FACTORY
OCEAN & WATER INSECTS Marine Debris Tracker Dragonfly Migration Find a Project Topics Enter keywords, description, or location Recommended Projects Mauris eget luctus erat HOSTED BY: Most Active Projects
More informationPrototyping Robotic Manipulators For SPHERES
MASSACHUSETTS INSTITUTE OF TECHNOLOGY DEPARTMENT OF AERONAUTICS AND ASTRONAUTICS: SPACE SYSTEMS LAB Prototyping Robotic Manipulators For SPHERES Lisandro Jimenez, Edward Lopez, Duncan Miller August 12,
More informationlipsum Access to 150 paragraphs of Lorem Ipsum dummy text a
lipsum Access to 150 paragraphs of Lorem Ipsum dummy text a Patrick Happel b November 24, 2018 Abstract lipsum is a L A TEX package that produces dummy text to be used in test documents or examples. The
More informationBRAND GUIDELINES VAN S AIRCRAFT, INC. VERSION V1.1
BRAND GUIDELINES VAN S AIRCRAFT, INC. VERSION V1.1 0 2. 0 1.19 SECTION 1 INTRODUCTION 2 // BRAND GUIDELINES SECTION 1: INTRODUCTION About This Guide The Van s Aircraft logo is a valuable brand and business
More informationCHI LAT E X Ext. Abstracts Template
CHI LAT E X Ext. Abstracts Template First Author author1@anotherco.com Second Author author2@anotherco.com Third Author author3@anotherco.com Fourth Author author5@anotherco.com Fifth Author author6@anotherco.com
More informationTeach Yourself Microsoft Publisher Topic 2: Text Boxes
Teach Yourself Microsoft Publisher Topic 2: Text Boxes http://www.gerrykruyer.com In this second Microsoft Publisher lesson, you will look at Publisher Text Boxes and how they are different to MS Word
More informationInformation Retrieval 6. Index compression
Ghislain Fourny Information Retrieval 6. Index compression Picture copyright: donest /123RF Stock Photo What we have seen so far 2 Boolean retrieval lawyer AND Penang AND NOT silver query Input Set of
More informationThis is the Title of the Thesis
This is the Title of the Thesis This is the Thesis Subtitle if Necessary The Full Name of the Author Goes Here Thesis to obtain the Master of Science Degree in Information Systems and Computer Engineering
More informationCompassion. Action. Change.
DRAFT GRAPHIC STANDARDS GUIDE Contents 3 Overview 4 Tagline 6 Imagery 7 Identity Overview 8 CalMHSA Logo 10 Logo Usage 12 CalMHSA Logo Configurations 14 Color Palette 15 Typography 19 Design Samples GRAPHIC
More informationWandle Valley Branding Guidelines 1
Wandle Valley Branding Guidelines 1 Produced: November 2013 by Barker Langham 2 Contents Introduction Logo Colour palette Typeface and hierarchy Brand usage Co-branding 4 5 12 14 16 26 3 Introduction Wandle
More informationTHE ESPRESSO BOOK MACHINE PUBLISH INSTANTLY AT THE MSU LIBRARIES
THE ESPRESSO BOOK MACHINE PUBLISH INSTANTLY AT THE MSU LIBRARIES THE ESPRESSO BOOK MACHINE THE ESPRESSO BOOK MACHINE AT MICHIGAN STATE UNIVERSITY Produced and compiled by Kyle Pressley Edited by Ruth Ann
More informationIDENTITY STANDARDS LIVINGSTONE COLLEGE DR. JIMMY R. JENKINS, SR. PRESIDENT
IDENTITY STANDARDS DR. JIMMY R. JENKINS, SR. PRESIDENT VERSION 1.0 AUGUST 13, 2014 A MESSAGE FROM OUR PRESIDENT Greetings, Blue Bear Family! As President of Livingstone College, it is my duty to ensure
More informationSaturday January 6, pm
Seminar & Dance Workshop Miss Greater Reading 2017 ABIGAIL BACHMAN Saturday January 6, 2018 1-3pm Abigail Bachman is currently a student at Lock Haven University. She studies Recreational Therapy and minors
More informationlogo graphic will go here
I will be creating a web site that will promote my freelance graphic design and photography business. I will outline my business and display of my commercial photography, print and web design. Having a
More informationCORPORATE IDENTITY MANUAL
CONTENTS SECTION 01 - INTRODUCTION 01 Overview 1 0.1.1 Strategic Overview 2 0.1.2 How to use the Corporate Identity (CI) Manual 3 SECTION 02 - CORPORATE IDENTITY 02 Corporate Signature 5 02.1 Construction
More informationDISTRIBUTED MEMORY COMPUTING IN ECONOMICS USING MPI
DISTRIBUTED MEMORY COMPUTING IN ECONOMICS USING MPI JEREMY BEJARANO Abstract. In this project I have two goals: (1) demonstrate the power and scalability of the distributed memory multiprocessing in solving
More informationAMERICA'S CAR MUSEUM BRANDING GUIDELINES AND GRAPHIC STANDARDS
AMERICA'S CAR MUSEUM BRANDING GUIDELINES AND GRAPHIC STANDARDS JUNE 2017 In an effort to maintain a uniform voice throughout all materials concerning America's Automotive Trust and it's entities, this
More informationPablo- Alejandro Quiñones. User Experience Portfolio
Pablo- Alejandro Quiñones User Experience Portfolio About Me My name is Pablo I specialize in User Experience Research & User Interfaces I am passionate about User-Centered Design I believe research and
More informationRML Example 48: Paragraph flow controls
RML (Report Markup Language) is ReportLab's own language for specifying the appearance of a printed page, which is converted into PDF by the utility rml2pdf. These RML samples showcase techniques and features
More informationMBCA Section Newsletter Required Content Guidelines
MBCA Section Newsletter The attached newsletter template, developed by the National Business Office of the Mercedes-Benz Club of America along with Mr. Stacy Rollins, Newsletter Committee Chairman, was
More informationRPM FOUNDATION BRANDING GUIDELINES AND GRAPHIC STANDARDS
RPM FOUNDATION BRANDING GUIDELINES AND GRAPHIC STANDARDS JANUARY 2017 In an effort to maintain a uniform voice throughout all materials concerning America's Automotive Trust and it's entities, this guide
More informationVisual Identity Standards
Visual Identity Standards 6.0 Stationery Information and inquiries: University Relations brand@ Visual Identity Standards 2 6.0 Stationery 6.01 Introduction 6.01 Introduction 6.02 Letterhead & envelopes
More informationVisual identity guideline. BrandBook BLOOMINGFELD. Brandbook 2016.
BrandBook 2016. Logo. Correct color use Typeface BLOOMING FELD Brandon Grotesque Black Brandon Grotesque Regular ABCDEFGHIJKLMNOPQR STUVWXYZ ABCDEFGHIJKLMNOPQR STUVWXYZ abcdefghijklmnopqrstuvwxyz abcdefghijklmnopqrstuvwxyz
More informationMy tags Ornare sociosqu, magna, nunc, erat duis, elit malesuada, arcu, quam ut. > View all. Recommended content
Notes 0.2.1 My Shortlist - My Shortlist My tags Subscriptions Account details Admin console Quick notes: - Admin console link: displays only for government users that have rights to access their country
More informationChaparral Sports Day. Basketball Ashley Guerrero(captain), Carrera, Rasuly, Hamilton Alba, Razel Alba, Bannister, Phillips, Richardson.
CHAPARRAL SPORTS DAY Chaparral Sports Day SPORTS DAY IN THIS ISSUE Chaparral Sports Day by Amy Guerrero October 21, 2017, the day we put on our game faces, ready to prove how competitive our unit is. Chaparral
More informationFormatting Theses and Papers using Microsoft Word
Formatting Theses and Papers using Microsoft Word (CDTL) National University of Singapore email: edtech@groups.nus.edu.sg Table of Contents About the Workshop... i Workshop Objectives... i Session Prerequisites...
More informationCreating Websites without Code. Jesse Clark, Webmaster University of Northern Colorado
Creating Websites without Code Jesse Clark, Webmaster University of Northern Colorado Jesse.Clark@unco.edu Learning Code HTML and CSS Code Academy Khan Academy Tutsplus.com Lynda.com ($) Part of LinkedIn
More informationThe pdfreview package
The pdfreview package Michael Palmer v1.1 (September 22, 2017) Abstract The pdfreview package lets you add comments in the page margins of PDF files, e.g. when reviewing manuscripts or grading reports.
More informationThe rjlpshap class. Robert J Lee July 9, 2009
The rjlpshap class Robert J Lee latex@rjlee.homelinux.org July 9, 2009 1 Introduction This package provides low-level helper macros and environments. It is intended for authors of L A TEX packages, who
More informationProject Title. A Project Report Submitted in partial fulfillment of the degree of. Master of Computer Applications
Project Title A Project Report Submitted in partial fulfillment of the degree of Master of Computer Applications By Student Name1(xxMCMCxx) Student Name2(yyMCMCyy) School of Computer and Information Sciences
More informationCLASP Website Redesign Client Deliverables Spring 2007
CLASP Website Redesign Client Deliverables Spring 2007 CLIENT SURVEY Who are you? Shauna Vey, CLASP Council President Alan Winson, CLASP Council Vice President Business or organization name and location:
More informationGetting started with Managana creating for web and mobile devices
Getting started with Managana creating for web and mobile devices Written and compiled by Lucas Junqueira and Marilia Bergamo 4th Edition: August 2013 (Managana 1.6.0) With information from http://www.managana.org
More informationfile:///users/nma/desktop/chris_mac/chris_school/kcc_nmawebsite/_technology/sitebuild/htdocs/gargiulo/data/johndoe/spring/art128...
file:///users/nma/desktop/chris_mac/chris_school/kcc_nmawebsite/_technology/sitebuild/htdocs/gargiulo/data/johndoe/spring/art128... 1 2 3 4 5 company
More informationRow 1 This is data This is data
mpdf TABLES CSS Styles The CSS properties for tables and cells is increased over that in html2fpdf. It includes recognition of THEAD, TFOOT and TH. See below for other facilities such as autosizing, and
More informationRow 1 This is data This is data. This is data out of p This is bold data p This is bold data out of p This is normal data after br H3 in a table
mpdf TABLES CSS Styles The CSS properties for tables and cells is increased over that in html2fpdf. It includes recognition of THEAD, TFOOT and TH. See below for other facilities such as autosizing, and
More informationBrand Guide. Last Revised February 9, :38 PM
Brand Guide Last Revised February 9, 2016 2:38 PM The Trinity brand is current, energetic and strong. Through textures, images, typography and color it has the versatility to be playful and trendy as well
More informationNATURAL BUILDING TECHNOLOGIES Document: Feedback Sheet Revision: A Date: 13/07/16 Queries:
Document: Feedback Sheet Revision: A Date: 13/07/16 What s a wireframe? It s important that everything you need to present on the site is accounted for, and has been considered in the layout. The best
More informationStyle guide. March 2017 CC BY 4.0 The Tor Project
Style guide March 2017 CC BY 4.0 The Tor Project Introduction The visual identity of software is an integral part of its user experience. Correctly using a consistent and attractive style is important
More informationOverly Companies (OSA, BRICO)
Overly Companies (OSA, BRICO) Website Redesign & Development Functional Wireframes Version 1.1 2016 All Rights Reserved. Overly Companies Website Redesign and Development Functional Wireframes, V.1.1 2
More informationIdentity Guidelines Version_1
Identity Guidelines Version_1 2 Introducing Dearne Valley Landscape Partnership For more help and advice contact: Richard King Landscape Partnership Development Officer T. 01226 772131 E. richardking@barnsley.gov.uk
More informationThe colophon Package, v1.1
The colophon Package, v1.1 Donald P. Goodman III June 3, 2018 Abstract The colophon is fascinating to anyone even slightly interested in typography and document design; and yet incredibly, the best document
More information9 Ways You Can Put Behavioral Automation to Work.
9 Ways You Can Put Behavioral Automation to Work www.streamsend.com The Winning Formula While email marketing is still king, when used in combination with marketing automation and behavioral insights,
More informationTransforming IT-speak:
Transforming IT-speak: How to tell your IT Story Bailey Szeto, Vice President, Connected Selling Experience-IT, Cisco ITM-1009 The importance of communication The two words information and communication
More informationSearch this location only. At A Glance. 3 pending tasks. 3 new messages ing elit, sed do eiusmod tempor incididunt ut.
this location only pending tasks new messages daniel joined group Climate Change 2 Day today at 2:5 today at :2 : Inbox My Work My Watched Pages All Mark as: Read Unread Watched Unwatched Committee Overview
More informationBBN ANG 183 Typography Lecture 5A: Breaking text
BBN ANG 183 Typography Lecture 5A: Breaking text Zoltán Kiss & Péter Szigetvári Dept of English Linguistics, Eötvös Loránd University kz & szp (delg) typo/breaking (5A) 1 / 23 outline probelms with WYSIWYG
More informationOGP Brand Guide MARCH 2018
OGP Brand Guide MARCH 2018 A well-defined brand helps us create stronger connections with important stakeholders What is a brand? A brand is the impression that partners, funders, beneficiaries, and related
More informationDFSA - Web Site Revamp
DFSA - Web Site Revamp Wireframe designs depicting the user experience version 3.0 0 May, 008 Developed By: Husain Hakim Director of User Experience & Design Interactive Limited husain@interactive-ltd.com
More informationViewport, custom CSS, fonts
CS120 Web Development LIU 1 of 9 Viewport, custom CSS, fonts Running a web server (optional) When creating basic static web sites, it s entirely possible to test them in your browser just using a file://
More informationGround PV Structure. 6 panels horizontal 7 panels vertical. Installation Guide
Ground PV Structure 6 panels horizontal 7 panels vertical Installation Guide 01 PV support systems Systems in photovoltaics Contents Security minimum safety Page 3 Tools machinery and equipment Page 4-5
More information