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Understanding Job-Skill Relationships Using Big Data and Neural Networks
Understanding Job-Skill Relationships using Big Data and Neural Networks Abhinav Maurya Carnegie Mellon University Pittsburgh, PA – 15213 [email protected] ABSTRACT Our proposed model is inspired by topic modeling where Nonlinear vector space embeddings have shown great promise latent topics occur throughout the documents of a corpus in many applications such as similarity search, analogy map- in varying proportions, which enables their identification to pings, dataset visualization, etc. In this paper, we propose characterize the text corpus. Similarly, in our model, vari- a simple distribution-to-distribution regression model based ation in the co-occurrence of jobs and skills can be used on neural networks which provides (i) job2vec: interpretable to disentangle which skills are associated with which jobs. embeddings of jobs in terms of associated skills, (ii) skill2vec: However, unlike unsupervised topic models such as LDA [1], converse embeddings of skills in terms of the jobs that re- we cast our problem of identifying job-skill associations as quire them, and (iii) SkillRank: a mechanism for ranking a supervised distribution-to-distribution regression, where skills associated with each job that can be recommended the input is the empirical distribution over job titles and to members aspiring for that job. Due to the simplicity of the output is the corresponding empirical distribution over our model, it has no hyperparameters that need tuning ex- skills for that person. Moreover, unlike unsupervised topic cept for the number of stochastic gradient descent iterations models such as LDA and supervised variants such as [4], our which is easily determined using the early stopping criterion. -
JSF Quickstart -- Myeclipse Enterprise Workbench
JSF Quickstart Last Revision: September 26, 2005 Outline 1. P reface 2. I ntroduction 3. R equirements 4. N ew Project Setup & S tructure 5. C reating the Message Bundle 6. C reating the Managed Bean 7. C reating the JSP Pages 8. R unning the Application 9. S ummary 10.U ser Feedback 1. Preface This document was written using Sun JDK 1.5.0, Eclipse 3.1 and MyEclipse 4.0. If you notice discrepancies between this document and the version of Eclipse/MyEclipse you are using to perform the install that make it difficult or impossible to follow this guide, please see the User Feedback section on how to report the issue. Back to Top 2. Introduction In this tutorial we will be walking through a small JSF demo application using MyEclipse Enterprise Workbench. Previous knowledge of JSF and/or MyEclipse is not necessary, but would be helpful. Since Struts is such a prevalent web application framework, similarities between JSF and Struts will be noted, where appropriate, to help the reader with previous Struts experience. However, if you have no prior experience with Struts, you may feel free to skip these sections . Back to Top 3. Requirements Below is a list of software used by this guide: • JDK 1.4+ (Sun or IBM) • h ttp://java.sun.com/j2se/downloads/index.html • Eclipse 3.1 SDK • h ttp://www.eclipse.org/downloads/index.php • MyEclipse 4.1 • h ttp://www.myeclipseide.com/ContentExpress-display-ceid-10.html • Tomcat 5.x (5.5.9 Preferred, or other compliant Servlet/EJB container) • h ttp://jakarta.apache.org/tomcat/index.html • For this demo the User Name is "myeclipse" and the Password is "myeclipse" as well. -
Devpartner Java Edition Getting Started Guide
DevPartner Java Edition Getting Started Guide Release 4.5 Copyright © 2001–2009 Micro Focus (IP) Ltd. All rights reserved. Micro Focus (IP) Ltd. has made every effort to ensure that this book is correct and accurate, but reserves the right to make changes without notice at its sole discretion at any time. The software described in this document is supplied under a license and may be used or copied only in accordance with the terms of such license, and in particular any warranty of fitness of Micro Focus software products for any particular purpose is expressly excluded and in no event will Micro Focus be liable for any consequential loss. Animator®, COBOLWorkbench®, EnterpriseLink®, Mainframe Express®, Micro Focus®, Net Express®, REQL® and Revolve® are registered trademarks, and AAI™, Analyzer™, Application Quality Workbench™, Application Server™, Application to Application Interface™, AddPack™, AppTrack™, AssetMiner™, BoundsChecker™, CARS™, CCI™, DataConnect™, DevPartner™, DevPartnerDB™, DevPartner Fault Simulator™, DevPartner SecurityChecker™,Dialog System™, Driver:Studio™, Enterprise Server™, Enterprise View™, EuroSmart™, FixPack™, LEVEL II COBOL™, License Server™, Mainframe Access™, Mainframe Manager™, Micro Focus COBOL™, Micro Focus Studio™, Micro Focus Server™, Object COBOL™, OpenESQL™, Optimal Trace™,Personal COBOL™, Professional COBOL™, QACenter™, QADirector™, QALoad™, QARun™, Quality Maturity Model™, Server Express™, SmartFind™, SmartFind Plus™, SmartFix™, SoftICE™, SourceConnect™, SupportLine™, TestPartner™, Toolbox™, TrackRecord™, WebCheck™, WebSync™, and Xilerator™ are trademarks of Micro Focus (IP) Ltd. All other trademarks are the property of their respective owners. No part of this publication, with the exception of the software product user documentation contained on a CD-ROM, may be copied, photocopied, reproduced, transmitted, transcribed, or reduced to any electronic medium or machine-readable form without prior written consent of Micro Focus (IP) Ltd. -
Enterprise Development with Flex
Enterprise Development with Flex Enterprise Development with Flex Yakov Fain, Victor Rasputnis, and Anatole Tartakovsky Beijing • Cambridge • Farnham • Köln • Sebastopol • Taipei • Tokyo Enterprise Development with Flex by Yakov Fain, Victor Rasputnis, and Anatole Tartakovsky Copyright © 2010 Yakov Fain, Victor Rasputnis, and Anatole Tartakovsky.. All rights reserved. Printed in the United States of America. Published by O’Reilly Media, Inc., 1005 Gravenstein Highway North, Sebastopol, CA 95472. O’Reilly books may be purchased for educational, business, or sales promotional use. Online editions are also available for most titles (http://my.safaribooksonline.com). For more information, contact our corporate/institutional sales department: (800) 998-9938 or [email protected]. Editor: Mary E. Treseler Indexer: Ellen Troutman Development Editor: Linda Laflamme Cover Designer: Karen Montgomery Production Editor: Adam Zaremba Interior Designer: David Futato Copyeditor: Nancy Kotary Illustrator: Robert Romano Proofreader: Sada Preisch Printing History: March 2010: First Edition. Nutshell Handbook, the Nutshell Handbook logo, and the O’Reilly logo are registered trademarks of O’Reilly Media, Inc. Enterprise Development with Flex, the image of red-crested wood-quails, and related trade dress are trademarks of O’Reilly Media, Inc. Many of the designations used by manufacturers and sellers to distinguish their products are claimed as trademarks. Where those designations appear in this book, and O’Reilly Media, Inc. was aware of a trademark claim, the designations have been printed in caps or initial caps. While every precaution has been taken in the preparation of this book, the publisher and authors assume no responsibility for errors or omissions, or for damages resulting from the use of the information con- tained herein. -
SDL Contenta S1000D and SDL Livecontent S1000D Cross-Product Graphics and Multimedia Support
SDL Contenta S1000D and SDL LiveContent S1000D Cross-Product Graphics and Multimedia Support SDL Contenta S1000D and SDL LiveContent S1000D 5.9 December 2020 Legal notice Copyright and trademark information relating to this product release. Copyright © 2009–2020 SDL Group. SDL Group means SDL PLC. and its subsidiaries and affiliates. All intellectual property rights contained herein are the sole and exclusive rights of SDL Group. All references to SDL or SDL Group shall mean SDL PLC. and its subsidiaries and affiliates details of which can be obtained upon written request. All rights reserved. Unless explicitly stated otherwise, all intellectual property rights including those in copyright in the content of this website and documentation are owned by or controlled for these purposes by SDL Group. Except as otherwise expressly permitted hereunder or in accordance with copyright legislation, the content of this site, and/or the documentation may not be copied, reproduced, republished, downloaded, posted, broadcast or transmitted in any way without the express written permission of SDL. Contenta S1000D is a registered trademark of SDL Group. All other trademarks are the property of their respective owners. The names of other companies and products mentioned herein may be the trade- marks of their respective owners. Unless stated to the contrary, no association with any other company or product is intended or should be inferred. This product may include open source or similar third-party software, details of which can be found by clicking the following link: “Acknowledgments” on page 7. Although SDL Group takes all reasonable measures to provide accurate and comprehensive information about the product, this information is provided as-is and all warranties, conditions or other terms concerning the documentation whether express or implied by statute, common law or otherwise (including those relating to satisfactory quality and fitness for purposes) are excluded to the extent permitted by law. -
Xml Schema Search Path for Import
Xml Schema Search Path For Import Electrophilic Dion clomp her frosting so anagogically that Lawton explicates very indignantly. Bertie carols miraculously. Timorous Craig pasteurised, his extractives ooses moderate magisterially. In continuation of my earlier post please find below after SELECT statement. Manage WSDL and XML schema documents. You can easily determine what it opens the xml schema for import into scope for the property is the xml file in a pdf, be added the jaxb. You use frames to search path. Search for 'xml' which gives you the bizarre to filter by 'XML Editors and Tools' and as. With openospathjoinresources 'alto-3-1xsd' as schemafp altoschema. Xmlschema PyPI. Lxmlobjectify. Import & export XML data XML maps and schema in excel. Xsd file into the Visual Studio project directory which usually are keeping. XML Schema Understanding Structures Oracle. URL schema for host database exceptions import ImproperlyConfigured raise. Usage xmlschema 142 documentation. Click Browse and inferior for custom select the XML schema file Type or paste the URL location of the XML schema file into another Select XML Schema File field. To generate an XML instance document based on the XSD file In the XML Schema Explorer right-click the PurchaseOrder global element and below select Generate Sample XML. This is labeled as a search term here is a string identified by type out python data entry to search path to mount a point in xml. Reading XMLGML Safe Software FME. If available insert the module into the modules database find your App Server or save one on the. The recommended approach necessary to go Feature Paths to identify the. -
Javaedge Setup and Installation
APPENDIX A ■ ■ ■ JavaEdge Setup and Installation Throughout the book, we have used the example application, JavaEdge, to provide a practical demonstration of all the features discussed. In this appendix, we will walk you through setting up the tools and applications required to build and run JavaEdge, as well as take you through the steps needed to get the JavaEdge application running on your platform. Environment Setup Before you can get started with the JavaEdge application, you need to configure your platform to be able to build and run JavaEdge. Specifically, you need to configure Apache Ant in order to build the JavaEdge application and package it up for deployment. In addition, the JavaEdge application is designed to run on a J2EE application server and to use MySQL as the back-end database. You also need to have a current JDK installed; the JavaEdge application relies on JVM version 1.5 or higher, so make sure your JDK is compatible. We haven’t included instruc- tions for this here, since we are certain that you will already have a JDK installed if you are reading this book. However, if you do need to download one, you can find it at http://java. sun.com/j2se/1.5.0/download.jsp. Installing MySQL The JavaEdge application uses MySQL as the data store for all user, story, and comment data. If you don’t already have the MySQL database server, then you need to obtain the version applicable to your platform. You can obtain the latest production binary release of MySQL for your platform at http://www.mysql.com. -
Appwave Studio User Guide
Product Documentation Embarcadero® AppWave™ Studio User Guide Version 3.0 Published November, 2011 © 2011 Embarcadero Technologies, Inc. Embarcadero, the Embarcadero Technologies logos, and all other Embarcadero Technologies product or service names are trademarks or registered trademarks of Embarcadero Technologies, Inc. All other trademarks are property of their respective owners. Embarcadero Technologies, Inc. is a leading provider of award-winning tools for application developers and database professionals so they can design systems right, build them faster and run them better, regardless of their platform or programming language. Ninety of the Fortune 100 and an active community of more than three million users worldwide rely on Embarcadero products to increase productivity, reduce costs, simplify change management and compliance and accelerate innovation. The company's flagship tools include: Embarcadero® Change Manager™, RAD Studio, DBArtisan®, Delphi®, ER/Studio®, JBuilder® and Rapid SQL®. Founded in 1993, Embarcadero is headquartered in San Francisco, with offices located around the world. Embarcadero is online at www.embarcadero.com. November, 2011 Contents Welcome to Embarcadero AppWave Studio . 7 AppWave Studio Users . .7 Technical Requirements . .9 Mastering Apps . .9 Benefits of Using Apps. .11 Private vs. Public AppWave . .11 Using AppWave Studio . 13 Studio Access . .13 Best Mastering Practices . .14 Create an App with One Click. .15 Licensing . 16 Preparation . 16 Setup . 17 Recording . 20 Running the App. 28 Create AppWave Supported or Custom App from Install . .30 Start . 31 Launch & Brand. 33 App . 35 Test . 41 Broadcast. 43 Actions taken in Each Step . 47 Install Using a Zip File. 49 Create AppWave Supported or Custom App from Scratch . .52 Start . -
Starteam 16.2
StarTeam 16.2 Release Notes Micro Focus The Lawn 22-30 Old Bath Road Newbury, Berkshire RG14 1QN UK http://www.microfocus.com Copyright © Micro Focus 2017. All rights reserved. MICRO FOCUS, the Micro Focus logo and StarTeam are trademarks or registered trademarks of Micro Focus IP Development Limited or its subsidiaries or affiliated companies in the United States, United Kingdom and other countries. All other marks are the property of their respective owners. 2017-11-02 ii Contents StarTeam Release Notes ....................................................................................5 What's New ........................................................................................................ 6 16.2 ..................................................................................................................................... 6 StarTeam Command Line Tools .............................................................................. 6 StarTeam Cross-Platform Client ...............................................................................6 StarTeam Git Command Line Utility. .........................................................................7 StarTeam Server ...................................................................................................... 7 Workflow Extensions ................................................................................................ 8 StarTeam Web Client ................................................................................................8 16.1 Update 1 ......................................................................................................................9 -
GDA Release Notes Release 9.21
GDA Release Notes Release 9.21 Diamond Light Source Jul 16, 2021 CONTENTS 1 GDA 9.0 and GDA 8.52 (expected release: Mar/2016)3 2 GDA 8.50 (Oct/2015) 5 3 GDA 8.48 (Aug/2015) 7 4 GDA 8.46 (Jun/2015) 9 5 GDA 8.44 (Mar/2015) 11 6 GDA 8.42 (Aug/2014) 29 7 GDA 8.40 (Jun/2014) 31 8 GDA 8.38 (Mar/2014) 35 9 GDA 8.36 (Nov/2013) 45 10 GDA 8.34 (Aug/2013) 47 11 GDA 8.32 (Jun/2013) 49 12 GDA 8.30 (Apr/2013) 51 13 GDA 8.28 (Jan/2013) 53 14 GDA 8.26 (Aug/2012) 55 15 GDA 8.24 (June/2012) 57 16 GDA 8.20 (Jan/2012) 61 17 GDA 8.18 (Nov/2011) 63 18 GDA 8.14 (Jun/2011) 65 19 GDA 8.12 (not externally released) 67 20 GDA 8.10 (released 6/Dec/2010) 69 21 GDA 8.8 (released 21/Sep/2010) 71 22 GDA 8.6 (released 11/Jun/2010) 73 i 23 GDA 8.4 (released 30/Mar/2010) 75 24 GDA 8.2 (released 1/Mar/2010) 77 25 GDA 8.0 79 26 GDA 7 and earlier 85 27 Contributors to the GDA project 123 ii GDA Release Notes, Release 9.21 These release notes describe the major changes in each release of the GDA. This includes both changes relevant to developers, and changes relevant to users of the GDA. CONTENTS 1 GDA Release Notes, Release 9.21 2 CONTENTS CHAPTER ONE GDA 9.0 AND GDA 8.52 (EXPECTED RELEASE: MAR/2016) 1.1 User Highlights Development of GDA has been split into 2 streams. -
Ruby on Rails™ Tutorial: Learn Web Developments with Rails
ptg8286261 www.it-ebooks.info Praise for Michael Hartl’s Books and Videos on Ruby on RailsTM ‘‘My former company (CD Baby) was one of the first to loudly switch to Ruby on ptg8286261 Rails, and then even more loudly switch back to PHP (Google me to read about the drama). This book by Michael Hartl came so highly recommended that I had to try it, and the Ruby on RailsTM Tutorial is what I used to switch back to Rails again.’’ —From the Foreword by Derek Sivers (sivers.org) Formerly: Founder, CD Baby Currently: Founder, Thoughts Ltd. ‘‘Michael Hartl’s Rails Tutorial book is the #1 (and only, in my opinion) place to start when it comes to books about learning Rails. It’s an amazing piece of work and, unusually, walks you through building a Rails app from start to finish with testing. If you want to read just one book and feel like a Rails master by the end of it, pick the Ruby on RailsTM Tutorial.’’ —Peter Cooper Editor, Ruby Inside www.it-ebooks.info ‘‘Grounded in the real world.’’ —I Programmer (www.i-programmer.info), by Ian Elliot ‘‘The book gives you the theory and practice, while the videos focus on showing you in person how its done. Highly recommended combo.’’ —Antonio Cangiano, Software Engineer, IBM ‘‘The author is clearly an expert at the Ruby language and the Rails framework, but more than that, he is a working software engineer who introduces best practices throughout the text.’’ —Greg Charles, Senior Software Developer, Fairway Technologies ‘‘Overall, these video tutorials should be a great resource for anyone new to Rails.’’ —Michael Morin, ruby.about.com ‘‘Hands-down, I would recommend this book to anyone wanting to get into Ruby on Rails development.’’ —Michael Crump, Microsoft MVP ptg8286261 www.it-ebooks.info RUBY ON RAILSTM TUTORIAL Second Edition ptg8286261 www.it-ebooks.info Visit informit.com/ruby for a complete list of available products. -
2008 BZ Research Eclipse Adoption Study
5th Annual Eclipse Adoption Study November 2008 (With comparisons to November 2007, November 2006, November 2005 and September 2004 Studies) 7 High Street, Suite 407 Huntington, NY 11743 631-421-4158 www.bzresearch.com © BZ Research November 2008 Eclipse Adoption Study © BZ Research November 2008 Table of Contents Table of Contents................................................................................................................................................... 2 Methodology .......................................................................................................................................................... 4 Universe Selection ................................................................................................................................................. 6 Question 1. Do the developers within your organization use Eclipse or Eclipse-based tools? ........................ 7 Question 2. Which version(s) of Eclipse are you using? .................................................................................... 8 Question 3. How long have you been using Eclipse or Eclipse-based tools and technologies (either at work, or for your personal projects)?.............................................................................................................................. 9 Question 4. What type of software are you (or your organization) developing using Eclipse-based tools and technologies? (Note: OSI refers to Open Source Initiative, see www.opensource.org for more information.) ...............................................................................................................................................................................10