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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. -
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. -
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. -
Return of Organization Exempt from Income
OMB No. 1545-0047 Return of Organization Exempt From Income Tax Form 990 Under section 501(c), 527, or 4947(a)(1) of the Internal Revenue Code (except black lung benefit trust or private foundation) Open to Public Department of the Treasury Internal Revenue Service The organization may have to use a copy of this return to satisfy state reporting requirements. Inspection A For the 2011 calendar year, or tax year beginning 5/1/2011 , and ending 4/30/2012 B Check if applicable: C Name of organization The Apache Software Foundation D Employer identification number Address change Doing Business As 47-0825376 Name change Number and street (or P.O. box if mail is not delivered to street address) Room/suite E Telephone number Initial return 1901 Munsey Drive (909) 374-9776 Terminated City or town, state or country, and ZIP + 4 Amended return Forest Hill MD 21050-2747 G Gross receipts $ 554,439 Application pending F Name and address of principal officer: H(a) Is this a group return for affiliates? Yes X No Jim Jagielski 1901 Munsey Drive, Forest Hill, MD 21050-2747 H(b) Are all affiliates included? Yes No I Tax-exempt status: X 501(c)(3) 501(c) ( ) (insert no.) 4947(a)(1) or 527 If "No," attach a list. (see instructions) J Website: http://www.apache.org/ H(c) Group exemption number K Form of organization: X Corporation Trust Association Other L Year of formation: 1999 M State of legal domicile: MD Part I Summary 1 Briefly describe the organization's mission or most significant activities: to provide open source software to the public that we sponsor free of charge 2 Check this box if the organization discontinued its operations or disposed of more than 25% of its net assets. -
J2EE Development Standards
Indiana University J2EE Development Standards University Information Systems September 2004 Version 1.4 Table of Contents Introduction............................................................................................................... 3 Methodology..............................................................................................................6 Architecture...............................................................................................................12 Coding Conventions..................................................................................................18 Standard Libraries ....................................................................................................20 Tools ..........................................................................................................................21 Development Platform ..............................................................................................22 Shared Services .........................................................................................................23 Deployment................................................................................................................24 References and Links................................................................................................26 Appendices.................................................................................................................28 J2EE Development Standards v1.4 - 2 - J2EE Development Standards: Introduction -
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 -
Full-Graph-Limited-Mvn-Deps.Pdf
org.jboss.cl.jboss-cl-2.0.9.GA org.jboss.cl.jboss-cl-parent-2.2.1.GA org.jboss.cl.jboss-classloader-N/A org.jboss.cl.jboss-classloading-vfs-N/A org.jboss.cl.jboss-classloading-N/A org.primefaces.extensions.master-pom-1.0.0 org.sonatype.mercury.mercury-mp3-1.0-alpha-1 org.primefaces.themes.overcast-${primefaces.theme.version} org.primefaces.themes.dark-hive-${primefaces.theme.version}org.primefaces.themes.humanity-${primefaces.theme.version}org.primefaces.themes.le-frog-${primefaces.theme.version} org.primefaces.themes.south-street-${primefaces.theme.version}org.primefaces.themes.sunny-${primefaces.theme.version}org.primefaces.themes.hot-sneaks-${primefaces.theme.version}org.primefaces.themes.cupertino-${primefaces.theme.version} org.primefaces.themes.trontastic-${primefaces.theme.version}org.primefaces.themes.excite-bike-${primefaces.theme.version} org.apache.maven.mercury.mercury-external-N/A org.primefaces.themes.redmond-${primefaces.theme.version}org.primefaces.themes.afterwork-${primefaces.theme.version}org.primefaces.themes.glass-x-${primefaces.theme.version}org.primefaces.themes.home-${primefaces.theme.version} org.primefaces.themes.black-tie-${primefaces.theme.version}org.primefaces.themes.eggplant-${primefaces.theme.version} org.apache.maven.mercury.mercury-repo-remote-m2-N/Aorg.apache.maven.mercury.mercury-md-sat-N/A org.primefaces.themes.ui-lightness-${primefaces.theme.version}org.primefaces.themes.midnight-${primefaces.theme.version}org.primefaces.themes.mint-choc-${primefaces.theme.version}org.primefaces.themes.afternoon-${primefaces.theme.version}org.primefaces.themes.dot-luv-${primefaces.theme.version}org.primefaces.themes.smoothness-${primefaces.theme.version}org.primefaces.themes.swanky-purse-${primefaces.theme.version} -
(CGPA) Examination May/June 2017 Programming in C (Revised) [Time: Three Hours] [Max.Marks:80]
Total No. of Printed Pages:2 SUBJECT CODE NO:- P-11 FACULTY OF ENGINEERING AND TECHNOLOGY First Year MCA (CGPA) Examination May/June 2017 Programming in C (Revised) [Time: Three Hours] [Max.Marks:80] Please check whether you have got the right question paper. N.B i) Q.No.1 from section A and Q.No.8 from section B are compulsory. ii) Attempt any two questions from the remaining questions in each section SECTION A Q.1 Find the output of the following and also specify the reason. 08 a. #include<stdio.h> Void main() { Char C*2+= “A”; Printf(“\n %c”,C[0]); Printf(“\n %s”,C); } b. #include<stdio.h> void main() { Int x=4, y=0, z; While (x>=0) { If(x= =y) break; else Printf(“\n%d%d”,x,y); x- -; y++; } } Q.2 A What is constant & variables? Explain the rules for constructing integer & real point (float) constant 08 B Write a program to calculate overtime pay of 10 employees. Overtime is paid at the rate of rs.12.00 per hour 08 for overtime hour worked above 40 hours. Assume that employee do not work for fractional part of an hour. Q.3 A Explain all loop control statements in detail with proper example 08 B Write a program in C to accept a number & check whether it is Armstrong number or not. 08 Q.4 A What is an algorithm? Explain with example. 08 B Write a program to enter a number from user and calculate the sum of its digit. 08 SECTION B Q.5 A What is an array? Explain with its types. -
Indicators for Missing Maintainership in Collaborative Open Source Projects
TECHNISCHE UNIVERSITÄT CAROLO-WILHELMINA ZU BRAUNSCHWEIG Studienarbeit Indicators for Missing Maintainership in Collaborative Open Source Projects Andre Klapper February 04, 2013 Institute of Software Engineering and Automotive Informatics Prof. Dr.-Ing. Ina Schaefer Supervisor: Michael Dukaczewski Affidavit Hereby I, Andre Klapper, declare that I wrote the present thesis without any assis- tance from third parties and without any sources than those indicated in the thesis itself. Braunschweig / Prague, February 04, 2013 Abstract The thesis provides an attempt to use freely accessible metadata in order to identify missing maintainership in free and open source software projects by querying various data sources and rating the gathered information. GNOME and Apache are used as case studies. License This work is licensed under a Creative Commons Attribution-ShareAlike 3.0 Unported (CC BY-SA 3.0) license. Keywords Maintenance, Activity, Open Source, Free Software, Metrics, Metadata, DOAP Contents List of Tablesx 1 Introduction1 1.1 Problem and Motivation.........................1 1.2 Objective.................................2 1.3 Outline...................................3 2 Theoretical Background4 2.1 Reasons for Inactivity..........................4 2.2 Problems Caused by Inactivity......................4 2.3 Ways to Pass Maintainership.......................5 3 Data Sources in Projects7 3.1 Identification and Accessibility......................7 3.2 Potential Sources and their Exploitability................7 3.2.1 Code Repositories.........................8 3.2.2 Mailing Lists...........................9 3.2.3 IRC Chat.............................9 3.2.4 Wikis............................... 10 3.2.5 Issue Tracking Systems...................... 11 3.2.6 Forums............................... 12 3.2.7 Releases.............................. 12 3.2.8 Patch Review........................... 13 3.2.9 Social Media............................ 13 3.2.10 Other Sources.......................... -
WILEY Advantage Dear Valued Customer
Y L F M A E T Team-Fly® The WILEY advantage Dear Valued Customer, We realize you’re a busy professional with deadlines to hit. Whether your goal is to learn a new technology or solve a critical problem, we want to be there to lend you a hand. Our primary objective is to provide you with the insight and knowledge you need to stay atop the highly competitive and ever- changing technology industry. Wiley Publishing, Inc. offers books on a wide variety of technical categories, including security, data warehousing, software development tools, and networking - everything you need to reach your peak. Regardless of your level of expertise, the Wiley family of books has you covered. • For Dummies – The fun and easy way to learn • The Weekend Crash Course –The fastest way to learn a new tool or technology • Visual – For those who prefer to learn a new topic visually • The Bible – The 100% comprehensive tutorial and reference • The Wiley Professional list – Practical and reliable resources for IT professionals In the book that you now hold in your hands, Darren Broemmer shares best practices and lessons learned for J2EE development. As you design and build a banking application with J2EE and design patterns, you'll also utilize metadata-driven configurable foundation components to help automate much of the development for Web-based business applications. And of course, the tools and technologies used to construct the sample application are not from any one vendor, but best of breed—Jakarta Struts, Servlets, JSP, XML, EJB, UML, WebLogic, WebSphere, and many more. -
Automatic Method for Testing Struts-Based Application
AUTOMATIC METHOD FOR TESTING STRUTS-BASED APPLICATION A Paper Submitted to the Graduate Faculty of the North Dakota State University of Agriculture and Applied Science By Shweta Tiwari In Partial Fulfillment for the Degree of MASTER OF SCIENCE Major Department: Computer Science March 2013 Fargo, North Dakota North Dakota State University Graduate School Title Automatic Method For Testing Strut Based Application By Shweta Tiwari The Supervisory Committee certifies that this disquisition complies with North Dakota State University’s regulations and meets the accepted standards for the degree of MASTER OF SCIENCE SUPERVISORY COMMITTEE: Kendall Nygard Chair Kenneth Magel Fred Riggins Approved: 4/4/2013 Brian Slator Date Department Chair ABSTRACT Model based testing is a very popular and widely used in industry and academia. There are many tools developed to support model based development and testing, however, the benefits of model based testing requires tools that can automate the testing process. The paper propose an automatic method for model-based testing to test the web application created using Strut based frameworks and an effort to further reduce the level of human intervention require to create a state based model and test the application taking into account that all the test coverage criteria are met. A methodology is implemented to test applications developed with strut based framework by creating a real-time online shopping web application and using the test coverage criteria along with automated testing tool. This implementation will demonstrate feasibility of the proposed method. iii ACKNOWLEDGEMENTS I would like to sincerely thank Dr. Kendall Nygard, Dr. Tariq M. King for the support and direction.