SC6 Workshop 1: Big data (phenomenon) challenges and requirements in official...BigData_Europe
Presentation by Fernando Reis, Eurostat, European Commission, at the first workshop of Societal Challlenge 6 in the BigDataEurope project, taking place in Luxembourg on 18 November 2015.
http://www.big-data-europe.eu/social-sciences/
SC6 Workshop 1: Official Statistics in the Age of Big DataBigData_Europe
Presentation by Michail Skaliotis, Head of the Eurostat Big Data Task Force, EC, at the first workshop of Societal Challlenge 6 in the BigDataEurope project, taking place in Luxembourg on 18 November 2015.
http://www.big-data-europe.eu/social-sciences/
SC6 Workshop 1: Big data (phenomenon) challenges and requirements in official...BigData_Europe
Presentation by Fernando Reis, Eurostat, European Commission, at the first workshop of Societal Challlenge 6 in the BigDataEurope project, taking place in Luxembourg on 18 November 2015.
http://www.big-data-europe.eu/social-sciences/
SC6 Workshop 1: Official Statistics in the Age of Big DataBigData_Europe
Presentation by Michail Skaliotis, Head of the Eurostat Big Data Task Force, EC, at the first workshop of Societal Challlenge 6 in the BigDataEurope project, taking place in Luxembourg on 18 November 2015.
http://www.big-data-europe.eu/social-sciences/
Digital Image of the City - Infrastructure
Bowdoin College
Fall 2014
Roya Moussapour, Alex N'Diaye, Karl Reinhardt, Alexi Robbins, James Wang, Max Wolf
Presentation given on 12/10/14
Digital Image of the City - Infrastructure
Bowdoin College
Fall 2014
Rachel Barnes, Ezra Duplissie-Cyr, Ike May, Kote Mushegian, Luis Paniagua, Mingo Sanchez, Vivian Yang
Presentation given on 12/10/14
Presentation on the digital revolution reshaping the energy sector and the emerging platform leaders that are helping to drive this change. The presentation was given at the MIT Platform Strategy Summit, July 25, 2014, Cambridge MA, USA.
Jan 2016 talk to SW Data Meetup by Kevin O'Malley (City Innovation Team Manager, Bristol City Council) at the "OPEN DATA SPECIAL: Kickstarting ODI Bristol" event.
The open data landscape in Bristol is evolving rapidly. This special meetup will update South West Data on recent developments, including an opportunity for the Meetup to become the City's official Open Data Institute (ODI) network - kickstarting ODI Bristol with an established network of data experts to which the ODI Node would bring data producers and data consumers into the mix.
In January 2015, Kevin O'Malley, Bristol City Council, gave a well-received talk to a packed meetup about Bristol is Open and the Open Programmable City API. One year on he will be returning to talk about ODI Bristol and update the group on additions to the City's open data portfolio, including Bristol API (Transport).
There's also a lot going on in open data in the region, outside of Bristol City Council and Jen Williams, from NetworkedPlanet, will be pitching an idea for South West Data to host an Open Data Camp, an "unconference", which would involve taking over the Watershed for a weekend and a mix of local, national and international (un)delegates.
The meetup will allow time for, appropriately, open discussion, questions and answers from the speakers and the audience.
Tom Heath, Head of Research at ODI, Leigh Dodds, Senior Consultant at ODI, and Martin Howitt, from ODI Devon Node, will all be at hand to contribute to the discussion and answer questions.
Professor Vonu Thakuriah from the University of Glasgow presents at the University's Commonwealth Future Cities Business Networking event on the 24th July 2014
BigDataEurope: Project Introduction @ Year #1 WorkshopsBigData_Europe
An overview of the BDE project's objective, as presented in the introduction (with some variations) in each of the 1st Year series of workshops (seven: one per societal challenge).
Workshop #1 Year Schedule available at: http://www.big-data-europe.eu/first-round-of-bigdataeurope-workshops-announced/
RV 2014: Beyond Mobility: Corridor Planning for the Bigger Picture by Eric En...Rail~Volution
Beyond Mobility: Corridor Planning for the Bigger Picture AICP CM 1.5
Transit can do more than move people and generate revenue. More and more, cities are investing in transit to transform their communities and deliver on more expansive city-building objectives. Traditional transit goals are expanding to address the promise of livable communities, environmental stewardship, economic development and improved public health. Hear how two cities -- Seattle and Portland -- are shaping development scale and character with transit investment. Both cities are using parcel-based, pro forma-based tools to quantify the potential impact of transit projects. Join us for an interactive discussion about the capabilities and limitations of these tools. Hear their stories and learn how to evaluate your own projects against a broader set of goals using technical and market-based analysis.
Moderator: Catherine Ciarlo, AICP, Senior Project Manager, CH2M Hill, Portland, Oregon
Katherine Idziorek, AICP, LEED AP ND, Urban Designer, VIA Architecture, Seattle, Washington
Antonio Gomez-Palacio, Principal, DIALOG, Toronto, Ontario
Eric Engstrom, Principal Planner, City of Portland, Bureau of Planning & Sustainability, Portland, Oregon
RhinoStreet -- A Crowdsourcing platform for Road Toll monitoringKofi Kafui Kornu
RhinoStreet is an alternative to help citizens mostly to have an idea of how much revenue is being made by the road tolls in the country, and juxtapose that with the figures the government presents. Armed with such information, citizens can push to have better, maintained roads and invariably also help prevent road accidents and other related occurrences.The platform would be web-based and allow contributors to share pictures of toll tickets they have bought, or enter amounts spent on toll tickets,while specifying the toll booth they bought it from. These entries would then be aggregated and analysed on a monthly basis considering monies generated at the individual toll booths, to have a sense of how much is being generated by the country's road tolls and mapped to the government's data to ensure accountability, and also ensure that roads in the country are repaired, improved, and maintained, as the open data got is a tool to drive policy-formation. This is believed to also create a data-driven culture which would enhance evidence-based decision-making and policy formation.
8. City Science: Urban Big Data and New Urban SystemsMITEF México
Data-driven analysis of economic
activity, human behavior, mobility
patterns, resource consumption, etc.
in order to inform an evidence-based
process of designing new cities
Digital Image of the City - Infrastructure
Bowdoin College
Fall 2014
Roya Moussapour, Alex N'Diaye, Karl Reinhardt, Alexi Robbins, James Wang, Max Wolf
Presentation given on 12/10/14
Digital Image of the City - Infrastructure
Bowdoin College
Fall 2014
Rachel Barnes, Ezra Duplissie-Cyr, Ike May, Kote Mushegian, Luis Paniagua, Mingo Sanchez, Vivian Yang
Presentation given on 12/10/14
Presentation on the digital revolution reshaping the energy sector and the emerging platform leaders that are helping to drive this change. The presentation was given at the MIT Platform Strategy Summit, July 25, 2014, Cambridge MA, USA.
Jan 2016 talk to SW Data Meetup by Kevin O'Malley (City Innovation Team Manager, Bristol City Council) at the "OPEN DATA SPECIAL: Kickstarting ODI Bristol" event.
The open data landscape in Bristol is evolving rapidly. This special meetup will update South West Data on recent developments, including an opportunity for the Meetup to become the City's official Open Data Institute (ODI) network - kickstarting ODI Bristol with an established network of data experts to which the ODI Node would bring data producers and data consumers into the mix.
In January 2015, Kevin O'Malley, Bristol City Council, gave a well-received talk to a packed meetup about Bristol is Open and the Open Programmable City API. One year on he will be returning to talk about ODI Bristol and update the group on additions to the City's open data portfolio, including Bristol API (Transport).
There's also a lot going on in open data in the region, outside of Bristol City Council and Jen Williams, from NetworkedPlanet, will be pitching an idea for South West Data to host an Open Data Camp, an "unconference", which would involve taking over the Watershed for a weekend and a mix of local, national and international (un)delegates.
The meetup will allow time for, appropriately, open discussion, questions and answers from the speakers and the audience.
Tom Heath, Head of Research at ODI, Leigh Dodds, Senior Consultant at ODI, and Martin Howitt, from ODI Devon Node, will all be at hand to contribute to the discussion and answer questions.
Professor Vonu Thakuriah from the University of Glasgow presents at the University's Commonwealth Future Cities Business Networking event on the 24th July 2014
BigDataEurope: Project Introduction @ Year #1 WorkshopsBigData_Europe
An overview of the BDE project's objective, as presented in the introduction (with some variations) in each of the 1st Year series of workshops (seven: one per societal challenge).
Workshop #1 Year Schedule available at: http://www.big-data-europe.eu/first-round-of-bigdataeurope-workshops-announced/
RV 2014: Beyond Mobility: Corridor Planning for the Bigger Picture by Eric En...Rail~Volution
Beyond Mobility: Corridor Planning for the Bigger Picture AICP CM 1.5
Transit can do more than move people and generate revenue. More and more, cities are investing in transit to transform their communities and deliver on more expansive city-building objectives. Traditional transit goals are expanding to address the promise of livable communities, environmental stewardship, economic development and improved public health. Hear how two cities -- Seattle and Portland -- are shaping development scale and character with transit investment. Both cities are using parcel-based, pro forma-based tools to quantify the potential impact of transit projects. Join us for an interactive discussion about the capabilities and limitations of these tools. Hear their stories and learn how to evaluate your own projects against a broader set of goals using technical and market-based analysis.
Moderator: Catherine Ciarlo, AICP, Senior Project Manager, CH2M Hill, Portland, Oregon
Katherine Idziorek, AICP, LEED AP ND, Urban Designer, VIA Architecture, Seattle, Washington
Antonio Gomez-Palacio, Principal, DIALOG, Toronto, Ontario
Eric Engstrom, Principal Planner, City of Portland, Bureau of Planning & Sustainability, Portland, Oregon
RhinoStreet -- A Crowdsourcing platform for Road Toll monitoringKofi Kafui Kornu
RhinoStreet is an alternative to help citizens mostly to have an idea of how much revenue is being made by the road tolls in the country, and juxtapose that with the figures the government presents. Armed with such information, citizens can push to have better, maintained roads and invariably also help prevent road accidents and other related occurrences.The platform would be web-based and allow contributors to share pictures of toll tickets they have bought, or enter amounts spent on toll tickets,while specifying the toll booth they bought it from. These entries would then be aggregated and analysed on a monthly basis considering monies generated at the individual toll booths, to have a sense of how much is being generated by the country's road tolls and mapped to the government's data to ensure accountability, and also ensure that roads in the country are repaired, improved, and maintained, as the open data got is a tool to drive policy-formation. This is believed to also create a data-driven culture which would enhance evidence-based decision-making and policy formation.
8. City Science: Urban Big Data and New Urban SystemsMITEF México
Data-driven analysis of economic
activity, human behavior, mobility
patterns, resource consumption, etc.
in order to inform an evidence-based
process of designing new cities
Presentation given by Juan Gomez, Head of Economic Strategy for the Commission of the New Economy at the DataGM steering group meeting 19th January 2011
Big data: uncovering new mobility patterns and redefining planning practicesMickael Pero
Using representations and data that are digital, we can create images about what happens where and when in cities, including mobility patterns that remained unaccounted until now. If properly analysed, big data for mobility can radically improve the socioeconomic and environmental analysis of public and sustainable transport. This session will discuss how big data is affecting mobility in terms of new travel behaviour and transport planning. At the user level, the relations between social networks, social media usage and travel behaviour in EU countries will be discussed. Scientific insight on the social media usage of millennial students in EU countries to understand their impact on social activities and mobility in urban areas will be presented. At the planer level, responses to changes in mobility patterns or unaccounted needs given by the analysis of public transport smart data will be presented. Advances on an integrated accessibility index will be discussed as a way for policy makers to improve current transport planning practices. Yet, big data in transport is not immune from some problems, especially those relating to statistical validity, bias and incorrectly imputed causality. This point will be discussed alongside liability, since Big data is gathered and manipulated by many different stakeholders. The proposed panel discussion therefore aims to provide to the audience a clear understanding on ways in which big data affects travel behaviour and transport planning, while accounting for data quality and pan European standardisation aspects.
Presentation given at the conference "open data for impact"
Erasmus+ project "Public Makers"
https://www.linkedin.com/posts/wide-luxembourg_opendata-publicmakers-activity-6818166878473596928-7ImU/
Data, innovation & transformation in the public sectorAtkins
Atkins’ geospatial lead, Colin Henderson, gave a masterclass on how public sector organisations can use data in innovative ways to provide better services to the public. Colin presented two case studies on how innovative data analysis is being used to deliver cost effective broadband services in rural Scotland and how data is being used to understand and develop the Scottish ICT infrastructure.
This presentation was first delivered in June 2014 at One Public Sector Scotland in Edinburgh, UK.
Read more: http://atkinsglobal.com/en-GB/media-centre/events/atkins-lectures/2014/data-innovation-and-transformation-in-the-public-sector
Learning Objective: Discuss the upcoming trends of information technology
This seminar looks at the forefront of technology trends in the community for technology leaders. As a technology professional, staying on top of trends is crucial. Below is a list of technology topics that this seminar will cover.
1. Emergence of the Mobile Cloud
Mobile distributed computing paradigm will lead to explosion of new services.
2. From Internet of Things to Web of Things
Need connectivity, internetworking to link physical and digital.
3. From Big Data to Extreme Data
Simpler analytics tools needed to leverage the data deluge.
4. The Revolution Will Be 3D
New tools; techniques bring 3D printing power to masses.
5. Supporting New Learning Styles
Online courses demand seamless, ubiquitous approach.
6. Next-generation mobile networks
Mobile infrastructure must catch up with user needs.
7. Balancing Identity and Privacy
Growing risks and concerns about social networks.
8. Smart and Connected Healthcare
Intelligent systems, assistive devices will improve health.
9. E-Government
Interoperability a big challenge to delivering information.
10. Scientific Cloud Computing
Key to solving grand challenges, pursuing breakthroughs.
At the end of this seminar, participants will be able to:
a. Explore the multiple uses of the internet.
b. Identify ways that technology can make our society more productive.
c. Examine what we give up when we advance technologically.
Local Open Data: A perspective from local government in England by Gesche SchmidOpening-up.eu
Local Open Data: A perspective from local government in England
to help government and companies to
develop innovative services through the
use of open data and to encourage smart
use of Social Media
100%Open - Autumn Union - feat. Department for Transport - "Digital Mobility:...David Simoes-Brown
On Wednesday 11th September, 100%Open and Department for Transport joined forces to present an open innovation topic in the transport sector - digital mobility. Our Speakers included, Meera Nayyar, Passenger Experience Team Leader at DfT, David Rajan, (Founder & Chairman at Centaur) Alex Shapland-Howes (Co-founder of Tandem) and Amit Tzur (Consultant at Deloitte), Warwick Goodall (Partner at PA Consulting) Craig Nelson ( Business Development Director at Swiftly) Richard Mason (Information Manager at Transport for the North) Ian Wright (Head of Innovation and Partnerships at Transport Focus) and Daniel Hobbs ( Principal Technologist).
Smarter Water and Smarter Sustainable Dubuque | 2013 Loras College Business A...Cartegraph
Loras College is proud to present our annual Business Analytics Symposium on March 27, 2014 at the Grand River Center in Dubuque, IA. Industry experts will share their insights about the evolving field of business analytics opportunities. Learn about everything from best practices when analyzing data to the importance and benefits of building a culture of analytics within your organization.
To learn more, secure your seat or to take advantage of group discounts visit www.loras.edu/bigdata.
Questions?
Join the conversation at @dovuapi or DM arwen@dovu.io.
Summary
Moving from A-B is slowly being revolutionised through data. Car-sharing and ride-hailing are just the beginning. Thousands of connected devices are currently monitoring data points, and although stand-alone analysis can be useful, true innovation occurs when these data sets are combined to transform into something new.
In the near future, IoT data explosion and the API revolution will collide to change city planning, urban movement and the role of the car in the 21st century.
- First off, we set out to understand what big data means in the context of transportation, answering questions such as what is it, where is it coming from, and what can you do with it.
- Next, we'll zoom out and apply these learning to transport innovation in a wider context, considering how it will influence concepts such as urban movement, social mobility, and quality of life.
- Finally, we'll discuss the relationship between open data and innovation.
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
Le nuove frontiere dell'AI nell'RPA con UiPath Autopilot™UiPathCommunity
In questo evento online gratuito, organizzato dalla Community Italiana di UiPath, potrai esplorare le nuove funzionalità di Autopilot, il tool che integra l'Intelligenza Artificiale nei processi di sviluppo e utilizzo delle Automazioni.
📕 Vedremo insieme alcuni esempi dell'utilizzo di Autopilot in diversi tool della Suite UiPath:
Autopilot per Studio Web
Autopilot per Studio
Autopilot per Apps
Clipboard AI
GenAI applicata alla Document Understanding
👨🏫👨💻 Speakers:
Stefano Negro, UiPath MVPx3, RPA Tech Lead @ BSP Consultant
Flavio Martinelli, UiPath MVP 2023, Technical Account Manager @UiPath
Andrei Tasca, RPA Solutions Team Lead @NTT Data
Elevating Tactical DDD Patterns Through Object CalisthenicsDorra BARTAGUIZ
After immersing yourself in the blue book and its red counterpart, attending DDD-focused conferences, and applying tactical patterns, you're left with a crucial question: How do I ensure my design is effective? Tactical patterns within Domain-Driven Design (DDD) serve as guiding principles for creating clear and manageable domain models. However, achieving success with these patterns requires additional guidance. Interestingly, we've observed that a set of constraints initially designed for training purposes remarkably aligns with effective pattern implementation, offering a more ‘mechanical’ approach. Let's explore together how Object Calisthenics can elevate the design of your tactical DDD patterns, offering concrete help for those venturing into DDD for the first time!
Generative AI Deep Dive: Advancing from Proof of Concept to ProductionAggregage
Join Maher Hanafi, VP of Engineering at Betterworks, in this new session where he'll share a practical framework to transform Gen AI prototypes into impactful products! He'll delve into the complexities of data collection and management, model selection and optimization, and ensuring security, scalability, and responsible use.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Observability Concepts EVERY Developer Should Know -- DeveloperWeek Europe.pdfPaige Cruz
Monitoring and observability aren’t traditionally found in software curriculums and many of us cobble this knowledge together from whatever vendor or ecosystem we were first introduced to and whatever is a part of your current company’s observability stack.
While the dev and ops silo continues to crumble….many organizations still relegate monitoring & observability as the purview of ops, infra and SRE teams. This is a mistake - achieving a highly observable system requires collaboration up and down the stack.
I, a former op, would like to extend an invitation to all application developers to join the observability party will share these foundational concepts to build on:
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/
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 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
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
In his public lecture, Christian Timmerer provides insights into the fascinating history of video streaming, starting from its humble beginnings before YouTube to the groundbreaking technologies that now dominate platforms like Netflix and ORF ON. Timmerer also presents provocative contributions of his own that have significantly influenced the industry. He concludes by looking at future challenges and invites the audience to join in a discussion.
Elizabeth Buie - Older adults: Are we really designing for our future selves?
Ordnance Survey and Linked Data
1. Ordnance Survey and Linked Data Dr John Goodwin
2.
3.
4.
5.
6.
7. Open Data and Transparency “ Our ambition is to become the world leader in open data, and accelerate the accountability revolution that the internet age has unleashed”, and “The benefits are immense. Not just in terms of spotting waste and driving down costs, although that consequence of spending transparency is already being felt across the public sector. No, if anything, the social and economic benefits of open data are even greater.”
Abstract: This talk will cover the various aspects of semantics research at Ordnance Survey, the national mapping agency of Britain. Motivated by the need to make our data more understandable and more easily used by our customers, our aim is to develop an ontology that represents our organisation's knowledge of topography and the data in our spatial database, along with the tools and techniques to merge ontologies and query data through them. This will then allow the integration of our data with our customers' at a semantic rather than syntactical level, as well as enable us to produce customised data products using customers' specialised terminology. Our main areas of research are: Ontology authoring, knowledge modelling and the development of a controlled natural language allowing domain experts to author ontologies; Linking ontologies to databases, both through direct use of RDF data, and the creation of virtual RDF graphs from relational databases; Merging ontologies and data; and Semantic and Spatial reasoning.
Data in a number of formats – convert to RDF. Will still keep different formats though!