The document discusses open data and how it can be used to understand the world. It describes how open government data and open data in general can increase transparency and create value when more people can access and utilize data. The document outlines possible paths for organizations to publish open data, factors for success, and how to ensure quality. It also discusses combining data from different sources and using standards to better integrate and link open data.
This is an informal overview of Linked Data and the usage made of it for the project http://res.space (presented on August 11th 2016 during a team meeting)
A presentation by Gordon Dunsire.
Delivered at the Cataloguing and Indexing Group Scotland (CIGS) Linked Open Data (LOD) Conference which took place Fri 21 September 2012 at the Edinburgh Centre for Carbon Innovation.
I show this slides on {codemotion} Berlin, 24th october 2016. First, what's open data and to find it. Second, there is a community out there. Third, some best practice for open data and civiv tech.
This is an informal overview of Linked Data and the usage made of it for the project http://res.space (presented on August 11th 2016 during a team meeting)
A presentation by Gordon Dunsire.
Delivered at the Cataloguing and Indexing Group Scotland (CIGS) Linked Open Data (LOD) Conference which took place Fri 21 September 2012 at the Edinburgh Centre for Carbon Innovation.
I show this slides on {codemotion} Berlin, 24th october 2016. First, what's open data and to find it. Second, there is a community out there. Third, some best practice for open data and civiv tech.
Linked Open Data and data-driven journalismPia Jøsendal
A keynote held at the Media 3.0 seminar in Bergen. It is an introductionary presentation of simple key elements of linked open data. It adresses media and journalists, what data driven journalism can look like and why they should care about what linked open data can offer.
Looks at hyperlinks from the perspective of a managed collection of resources for which link persistence/integrity is considered a quality of service concern. Distinguishes between links into other managed collections and to the web at large. Considers link rot and content drift.
The slideset used to conduct an introduction/tutorial
on DBpedia use cases, concepts and implementation
aspects held during the DBpedia community meeting
in Dublin on the 9th of February 2015.
(slide creators: M. Ackermann, M. Freudenberg
additional presenter: Ali Ismayilov)
A presentation by Gill Hamilton, Digital Access Manager at the National Library of Scotland (NLS).
Delivered at the Cataloguing and Indexing Group Scotland (CIGS) Linked Open Data (LOD) Conference which took place Fri 21 September 2012 at the Edinburgh Centre for Carbon Innovation.
Mining the Web of Linked Data with RapidMinerHeiko Paulheim
Lots of data from different domains is published as Linked Open Data. While there are quite a few browsers for that data, as well as intelligent tools for particular purposes, a versatile tool for deriving additional knowledge by mining the Web of Linked Data is still missing. In this challenge entry, we introduce the RapidMiner Linked Open Data extension. The extension hooks into the powerful data mining platform RapidMiner, and offers operators for accessing Linked Open Data in RapidMiner, allowing for using it in sophisticated data analysis workflows without the need to know SPARQL or RDF. As an example, we show how statistical data on scientific publications, published as an RDF data cube, can be linked to further datasets and analyzed using additional background knowledge from various LOD datasets.
Presentationen gavs vid lanseringen av kulturnav.org i Oslo den 3 september. Syftet med presentationen var att ge en lättfattlig introduktion till vad länkade data är, vilka problem det löser och vad status är idag.
Linked Open Data and data-driven journalismPia Jøsendal
A keynote held at the Media 3.0 seminar in Bergen. It is an introductionary presentation of simple key elements of linked open data. It adresses media and journalists, what data driven journalism can look like and why they should care about what linked open data can offer.
Looks at hyperlinks from the perspective of a managed collection of resources for which link persistence/integrity is considered a quality of service concern. Distinguishes between links into other managed collections and to the web at large. Considers link rot and content drift.
The slideset used to conduct an introduction/tutorial
on DBpedia use cases, concepts and implementation
aspects held during the DBpedia community meeting
in Dublin on the 9th of February 2015.
(slide creators: M. Ackermann, M. Freudenberg
additional presenter: Ali Ismayilov)
A presentation by Gill Hamilton, Digital Access Manager at the National Library of Scotland (NLS).
Delivered at the Cataloguing and Indexing Group Scotland (CIGS) Linked Open Data (LOD) Conference which took place Fri 21 September 2012 at the Edinburgh Centre for Carbon Innovation.
Mining the Web of Linked Data with RapidMinerHeiko Paulheim
Lots of data from different domains is published as Linked Open Data. While there are quite a few browsers for that data, as well as intelligent tools for particular purposes, a versatile tool for deriving additional knowledge by mining the Web of Linked Data is still missing. In this challenge entry, we introduce the RapidMiner Linked Open Data extension. The extension hooks into the powerful data mining platform RapidMiner, and offers operators for accessing Linked Open Data in RapidMiner, allowing for using it in sophisticated data analysis workflows without the need to know SPARQL or RDF. As an example, we show how statistical data on scientific publications, published as an RDF data cube, can be linked to further datasets and analyzed using additional background knowledge from various LOD datasets.
Presentationen gavs vid lanseringen av kulturnav.org i Oslo den 3 september. Syftet med presentationen var att ge en lättfattlig introduktion till vad länkade data är, vilka problem det löser och vad status är idag.
Öppen data - Kapa kostnader och förbättra spridningenDaniel Hansson
Att öppna upp sin data har en mängd fördelar oavsett om du är en statlig myndighet eller ett privat företag med vinstkrav. Presentationen introducerar dig till en värld där destinationswebben har spelat ut sin roll. Vi går igenom fördelarna med öppen data, visar lyckade exempel, samt hjälper dig att praktiskt komma igång.
Tillståndet och förändringar i miljön följs och dokumenteras av den svenska miljöövervakningen. Varje år varje år samlas stora mängder miljöövervakningsdata in. Naturvårdsverket tillämpar ett system med datavärdar som på uppdrag av Naturvårdsverket ansvarar för leveranskontroll, lagring och presentation av data.
I dagsläget får datavärdarna lägga ner mycket tid på att kontrollera de mätdata som olika utförare rapporterar in till datavärden vilket får till följd att det tar alltför lång tid innan insamlade data kan publiceras och spridas.
I syfte att förbättra leveranserna av miljöövervakningsdata från utförare till datavärdar har Naturvårdsverket genomfört ett pilotprojekt där en valideringstjänst utvecklats.
Ett av målen med pilotprojektet har varit att och på ett standardiserat och spårbart sätt via en webtjänst kunna validera och beskriva kvalitet för mätdata.
Ett annat mål har varit att skapa en starkare koppling mellan de manualer som idag används vid datafångsten och valideringstjänsten så att det blir tydligt att de krav som beställaren och datavärdarna ställa på de som levererar in data verkligen följs.
Presentationen av pilotprojektet kommer visa hur ett flertal ”geodatastandarder” kan användas även för miljödata. Till exempel:
ISO 19157 - Datakvalitet
ISO 19156 - Observationer och mätningar
ISO 19139 - Metadata - implementering med XML-schema
ISO 19131 - Data produktspecifikationer
Linked Open Data Principles, benefits of LOD for sustainable developmentMartin Kaltenböck
Presentation held on 18.09.2013 at the OKCon 2013 in Geneva, Switzerland in the course of the workshop: How Linked Open data supports Sustainable Development and Climate Change Development by Martin Kaltenböck (SWC), Florian Bauer (REEEP) and Jens Laustsen (GBPN).
This module supported the training on Linked Open Data delivered to the EU Institutions on 30 November 2015 in Brussels. https://joinup.ec.europa.eu/community/ods/news/ods-onsite-training-european-commission
How to build and run a big data platform in the 21st centuryAli Dasdan
This tutorial was presented in the IEEE Big Data Conference in 2019. It shows that building and running a big data platform for both real-time streaming and batch data processing for all kinds of applications involving analytics, data science, reporting, and the like in today’s world can be as easy as following a checklist. We live in a fortunate time that many of the components needed are already available in the open source or as a service from commercial vendors. This tutorial shows how to put these components together in multiple sophistication levels to cover the spectrum from a basic reporting need to a full fledged operation across geographically distributed regions with business continuity measures in place. This tutorial provides enough information and checklists to the audience that it can also serve as a goto reference in the actual process of building and running.
Linked Data for the Masses: The approach and the SoftwareIMC Technologies
Title: Linked Data for the Masses: The approach and the Software
@ EELLAK (GFOSS) Conference 2010
Athens, Greece
15/05/2010
Creator: George Anadiotis (R&D Director)
Sentara Linked Data Workshop - Sept 10, 20123 Round Stones
One day workshop to Sentara Healthcare on using a Linked Data approach for enterprise architecture. Topics include: Open Government Data initiatives, demo of Weather Health Web application; leveraging open data from NIH, NLM, NOAA, EPA, HHS; Callimachus Enterprise, a Linked Data Management System for the enterprise.
HKU Data Curation MLIM7350 Student Project: Data Curation Workshopl_ernest
HKU Data Curation course MLIM7350 student final project - a 30 minute data curation workshop for researchers. Topics covered concept of data curation, tools for data management and data repository options.
Talk given at Open Knowledge Foundation 'Opening Up Metadata: Challenges, Standards and Tools' Workshop, Queen Mary University of London, 13th June 2012.
Info on the event at http://openglam.org/2012/05/31/last-places-left-for-opening-up-metadata-challenges-standards-and-tools/
Talk about Exploring the Semantic Web, and particularly Linked Data, and the Rhizomer approach. Presented August 14th 2012 at the SRI AIC Seminar Series, Menlo Park, CA
This slide deck has been prepared for a workshop on Linked Data Publishing and Semantic Processing using the Redlink platform (http://redlink.co). The workshop delivered at the Department of Information Engineering, Computer Science and Mathematics at Università degli Studi dell'Aquila aimed at providing a general understanding of Semantic Web Technologies and how these can be used in real world use cases such as Salzburgerland Tourismus.
A brief introduction has been also included on MICO (Media in Context) a European Union part-funded research project to provide cross-media analysis solutions for online multimedia producers.
Presentation given at the Consorcio Madrono conference on Data Management Plans in Horizon 2020 http://www.consorciomadrono.es/info/web/blogs/formacion/217.php
A summary of DBpedia's History and a detailed analysis of challenges and solutions.
We show how the Linked Data Cloud evolved around DBpedia and also what problems we and other data projects encountered. We included a section on the new solutions that will lead DBpedia into a bright future.
Technologie Proche: Imagining the Archival Systems of Tomorrow With the Tools...Artefactual Systems - AtoM
These slides accompanied a June 4th, 2016 presentation made by Dan Gillean of Artefactual Systems at the Association of Canadian Archivists' 2016 Conference in Montreal, QC, Canada.
This presentation aims to examine several existing or emerging computing paradigms, with specific examples, to imagine how they might inform next-generation archival systems to support digital preservation, description, and access. Topics covered include:
- Distributed Version Control and git
- P2P architectures and the BitTorrent protocol
- Linked Open Data and RDF
- Blockchain technology
The session is part of an attempt by the ACA to create interactive "working sessions" at its conferences. Accompanying notes can be found at: http://bit.ly/tech-Proche
Participants were also asked to use the Twitter hashtag of #techProche for online interaction during the session.
Enabling Low-cost Open Data Publishing and ReuseMarin Dimitrov
In the space of just a few years we’ve seen the transformational power of open data; both for transparency and accountability in public data, and efficiency and innovation with businesses in private data. In its first year, institutions and individuals throughout Europe have supported public sector bodies in releasing data and numerous start-ups, developers and SMEs in reusing this data for economic benefit.
However, we are still at the beginning of the open data movement, and there is still more that can be done to make open data simpler to use and to make it available to a wider audience.
The core goal of the DaPaaS project is to provide a Data- and Platform-as-a-Service environment, where 3rd parties (such as governmental organisations, SMEs, developers and larger companies) can publish and host both data sets and data-intensive applications, which can then be accessed by end-user applications in a cross-platform manner. You can find out more about DaPaaS on the detailed about page.
Essentially, DaPaaS aims to make publishing, consumption, and reuse of open data, as well as deploying open data applications, easier and cheaper for SMEs and small public bodies which otherwise may not have sufficient technical expertise, infrastructure and resources required to do so.
see also http://www.slideshare.net/eswcsummerschool/wed-roman-tutopendatapub-38742186
Similar to How we can understand the world through open data (20)
Hur startade Geek Girl Mini? Varför behövs Geek Girl Mini? Aktivitetstips från geekgirlmini.se. Slides från föreläsning och workshop i Växjö 7 december 2016. En del av seminarieserien "Det funkar – IT works!", som är ett samarbete mellan Linnéuniversitetet och AV-Media Kronoberg. Workshoppen bestod av några aktiviteter från geekgirlmini.se, bl a Makertjejs ljushängen och en unplugged sorteringsalgoritm.
Presentation från Programmeringsinspirationskväll den 18 oktober 2016 i Sjöbo. Vad är Makey Makey och vilka material kan man använda? Exempel på hur man kan använda Makey Makey i skolan (teknik, idrott, berättande, tillsammans med Scratch). Innan presentationen provade deltagarna Makey:n på tre olika stationer. Efter presentationen testade alla att koppla ihop krokodilklämmor med Makey:n, kopllat till metall, lera, ledande färg, osv.
Vi berättar om hur roligt det är att fixa en Geek Girl Mini-träff. Under våren har vi medel från Internetfonden och delar aktivitetsbeskrivningar och arrangemangstips på geekgirlmini.se.
Presentation på MINC i Malmö 3 juni 2015.
Presentationen ger en kort översikt av vad som menas med öppna data, följt av exempel på hur öppna data kan användas i undervisning. Under hösten kommer mer material på detta tema att tas fram som en del av ett Vinnova-finansierat projekt. Projektet har potential att nå ut till en grupp möjliga nyttjare av öppna data – lärare och elever – som hittills använder öppna data i liten omfattning, men där nyttan av användande skulle vara stor, bl a genom att ökad förståelse för de data som samhället samlar in och ökad förståelse för data och statistik. Läs mer om projektet på oppnadataiskolan.se.
Presentationen handlar om grundläggande datalogiskt tänk och hur viktigt det är med förståelsen för programmering och varför den skall höra till allmänbildningen i framtiden. Vad kan vi göra för att tillsammans öka andelen kvinnor som programmerar för oss själva och för våra barn.
http://geekgirlmeetup.com/oresund/2014/11/21/grundlaggande-datalogiskt-tank-och-hur-viktigt-det-ar-med-forstaelse-for-programmering/
Short introduction to the topic of data games. Data games are games that allow the player to freely play with real-world data so as to explore and learn from it.
Read more at data-games.org
Providing open data is of interest for its societal and commercial value, for transparency, and because more people can do fun things with data. There is a growing number of initiatives to provide open data, from, for example, the UK government and the World Bank. However, much of this data is provided in formats such as Excel files, or even PDF files. This raises the question of
- How best to provide access to data so it can be most easily reused?
- How to enable the discovery of relevant data within the multitude of available data sets?
- How to enable applications to integrate data from large numbers of formerly unknown data sources?
One way to address these issues to to use the design principles of linked data (http://www.w3.org/DesignIssues/LinkedData.html), which suggest best practices for how to publish and connect structured data on the Web. This presentation gives an overview of linked data technologies (such as RDF and SPARQL), examples of how they can be used, as well as some starting points for people who want to provide and use linked data.
The presentation was given on August 8, at the Hacknight event (http://hacknight.se/) of Forskningsavdelningen (http://forskningsavd.se/) (Swedish: “Research Department”) a hackerspace in Malmö.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
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- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
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We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
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The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
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Bob Boule
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Gopinath Rebala
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The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
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💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
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Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
1. How we can
understand the world
through open data
World IA Day, February 11, 2012, Malmö
Marie Gustafsson Friberger
Department of Computer Science
Malmö University
18. Process Quality
Possibilities and
challenges
Combining
19. Process Quality
Possibilities and
challenges
Combining Making sense
20. Process
• What are possible paths for organizations
that want to make open data available?
• Start small or think big?
• What organizational and technical success
factors exist?
9
21. Quality and provenance
• Within the publishing organization, how is
data quality assured, maintained and
communicated?
• How can developers ascertain that the data
used has sufficient quality?
• What are limitations to the sustainability of
applications built on open data?
10
26. • How best to provide access to data so it
can be most easily reused?
• How to enable the discovery of relevant
data within the multitude of available data
sets?
• How to enable applications to integrate
data from large numbers of formerly
unknown data sources?
12
27. ★ Available on the web (whatever format),
but with an open licence
★★ Available as machine-readable structured
data (e.g. excel instead of image scan of a table)
★★★ as (2) plus non-proprietary format (e.g.
CSV instead of excel)
★★★★ All the above plus, Use open standards from W3C
(RDF and SPARQL) to identify things, so that people can
point at your stuff
★★★★★ All the above, plus: Link your data to other
people’s data to provide context
28. ★ Available on the web (whatever format),
but with an open licence
★★ Available as machine-readable structured
data (e.g. excel instead of image scan of a table)
★★★ as (2) plus non-proprietary format (e.g.
CSV instead of excel)
★★★★ All the above plus, Use open standards from W3C
(RDF and SPARQL) to identify things, so that people can
point at your stuff
★★★★★ All the above, plus: Link your data to other
people’s data to provide context
Linked Open Data