Recommendation Technologies for IoT Edge Devices

•Download as PPTX, PDF•

0 likes•207 views

Seda Polat Erdeniz presents an overview of recommendation approaches and how they could be applied in the AGILE Project. The document discusses content-based, collaborative filtering, and knowledge-based recommendation technologies. It also outlines four recommendation scenarios for the AGILE Project involving recommending apps, workflows/nodes, devices, and cloud services based on a user's gateway profile and similar other gateway profiles. The goal is to increase flexibility for IoT infrastructures and application development using recommendation technologies. Future work includes optimizing the recommender engine to operate locally on gateways and offline.

Seda Polat Erdeniz
Institute for Software Technology
1
Seda Polat Erdeniz
PhD Student / Project Assistant
Institute for Software Technology (IST)
Graz University of Technology, Austria

Seda Polat Erdeniz
Institute for Software Technology
2
Agenda
• Introduction
• Recommendation Technologies
• AGILE Project
• Recommendation Scenarios in AGILE
• Conclusions & Future Work

Seda Polat Erdeniz
Institute for Software Technology
3
Introduction

Seda Polat Erdeniz
Institute for Software Technology
4
Introduction
The major goal of this paper is to provide an
overview of recommendation approaches and
to discuss their relevance for the AGILE Project.

Seda Polat Erdeniz
Institute for Software Technology
5
Recommendation
Technologies

Seda Polat Erdeniz
Institute for Software Technology
6
Recommendation Technologies
Content-
Based
Show me more of the same
what I have liked!
Collaborative
Filtering
Tell me
what is popular
among my peers!
Knowledge -
based
Tell me
what fits based on
my needs
Utility - based Show me the best
items based on my most
Important utilities

Seda Polat Erdeniz
Institute for Software Technology
7
AGILE Project

Seda Polat Erdeniz
Institute for Software Technology
8
AGILE Project
• Supported by
Horizon2020
(2016-2018)
• 16 partners
among Europe
• Open calls for
SMEs who will
use AGILE
gateway in their
own IoT project
http://agile-iot.eu/

Seda Polat Erdeniz
Institute for Software Technology
9
Pilots of AGILE
5 Pilot Projects
1- Quantified Self
2- Open Field and Cattle
Monitoring
3- Pollution Monitoring
4- Enhanced Retail Services
5- Port Area Monitoring
http://agile-iot.eu/

Seda Polat Erdeniz
Institute for Software Technology
10
Recommendation
Scenarios
in AGILE

Seda Polat Erdeniz
Institute for Software Technology
11
Scenario-1: App Recommendation
Recommendation of
gateway apps to the
users based on their
gateway profiles;
- plugged-in devices
- installed apps
- installed
- workflows/nodes
and
- other similar
gateways profiles

Seda Polat Erdeniz
Institute for Software Technology
12
Content-Based App Recommendation

Seda Polat Erdeniz
Institute for Software Technology
13
Scenario-2: Workflow / Node Recommendation
Recommendation of
workflows/nodes to the
users based on their
gateway profiles;
- plugged-in devices
- installed apps
- installed
- workflows/nodes
and
- other similar
gateways profiles

Seda Polat Erdeniz
Institute for Software Technology
14
Collaborative Filtering
for Workflow/Node Recommendation

Seda Polat Erdeniz
Institute for Software Technology
15
Scenario-3: Device Recommendation
Recommendation of
devices to the users
based on their gateway
profiles;
- plugged-in devices
- installed apps
- installed
- workflows/nodes
and
- other similar
gateways profiles

Seda Polat Erdeniz
Institute for Software Technology
16
Scenario-4: Cloud Services Recommendation
Recommendation of
cloud services to the
users based on their
gateway profiles;
- plugged-in devices
- installed apps
- installed
- workflows/nodes
and
- other similar
gateways profiles

Seda Polat Erdeniz
Institute for Software Technology
17
Conlusions &
Future Work

Seda Polat Erdeniz
Institute for Software Technology
18
Conclusion
We showed how to apply recommendation
technologies to increase the flexibility of IoT
infrastructures in the context of application
development and deployment

Seda Polat Erdeniz
Institute for Software Technology
19
Future Work
- Optimize the recommender engine to be able to run
totally on the gateway and also offline.
• Current Recommender Services works in 2 sides:
• on the gateway locally as a gateway service
• on the server side as a backend for the gateway
service

Seda Polat Erdeniz
Institute for Software Technology
20
Thanks for your attention!
Any questions?

Averbis is specialized in the area of text mining and machine-learning-based patent monitoring. We help our clients screen large numbers of patents in no time, estimate their relevancy for the company and automatically classify them into customer-specific categories. Our approach is based on artificial intelligence – with the result that it learns from and imitates the behavior of IP professionals. Compared to conventional rule-based approaches, our approach is up to 400% more accurate and achieves the same accuracy offered by manual monitoring. At the same time, it reduces manual patent monitoring intervention by up to 80%. Thanks to Information Discovery, we enable IP professionals to reduce backlogs, improve staff efficiency and minimize inconsistencies associated with patent monitoring, ultimately improving the experience both for you and your customers.

II-SDV 2017: Towards Semantic Search at the European Patent Office

Dr. Haxel Consult

With the ever-increasing volume of data to be searched, the techniques of semantic search will be key to successful prior art searching. These techniques consist of methods for understanding the searcher`s intent, disambiguating the contextual meaning of (search) terms and ultimately improving search accuracy by generating more relevant results. This presentation explores how far the EPO has come in enabling some of those key elements through projects such as Annotated Patent Literature and Enhanced Ranking. It also introduces even more sophisticated models based on machined-learned algorithms that might help to shape the future of search at the EPO.

Demystify Information Security & Threats for Data-Driven Platforms With Cheta...

Chetan Khatri

An Ad-hoc Smart Gateway Platform for the Web of Things (IEEE iThings 2013 Bes...

Darren Carlson

The Web of Things (WoT) aims to extend the Web into the physical world by promoting the adoption of Web protocols by situated services and smart objects (ambient artifacts). However, real-world ambient artifacts often adopt proprietary and/or non-Web protocols, making them invisible to Web search engines and inaccessible to conventional Web agents. Smart Gateways have been proposed as a way to “Web-enable” proprietary ambient artifacts through intermediary proxy nodes; however, the requisite infrastructure is difficult to deploy at Web scale. To address such challenges, we are developing Ambient Dynamix (Dynamix): a plug-and-play context framework for mobile devices, which enables Web agents to interoperate with non-Web ambient artifacts – directly from the browser. In this paper, we describe how Dynamix can be used to transform the user’s device into an ad-hoc Smart Gateway in-situ, enabling Web applications (in the device’s browser) to seamlessly interact with non-Web ambient artifacts in the physical environment. We describe an operational prototype implementation, which enables Web apps to discover and control nearby UPnP and AirPlay media devices uniformly. We also present a performance evaluation that indicates the prototype imposes low processing and memory overhead, and is suitable for deployment on many commodity mobile devices.

Developing Highly Instrumented Applications with Minimal Effort

Tim Hobson

Test driven development

Dennis Ahaus

Software is increasingly playing a big part in scientific research, but in most cases the growth is organic. The life time of research software is often as short as the duration of a postdoctoral contract: Once the researcher moves on, custom-written niche code is frequently not well documented, components are not reusable, and the overall development effort is likely lost. This is a case study in looking at the evolution of software for research in the field of genomics within my research group at the Department of Genetics at Cambridge University. While our research questions changed over the past decade, we moved from Perl code and regular expressions to R and statistical analysis, and from there to agent-based simulations in Java. Not only will I discuss the languages and tools used as well as the processes and how they have evolved over the years. It also covers the factors that influence the nature of the growth, such as funding, but also how 'open source' as a default has changed our development work. We also take a look into the future to see how we predict the software usage will grow. Also, in presenting the problems and discussing possible solution, this talk will look at the role institutions play in helping address these issues. In particular the Software Sustainability Institute (SSI, http://software.ac.uk/) works in the UK to promote the development, maintenance and (re)use of research software. The Eclipse Foundation, with the Science Working Group, works to facilitate software sharing and reuse. How can organisations like the SSI and Eclipse align their strategies and activities for maximum effect?

mca online self

jitharadharmesh

HEC Project Proposal_v1.0Awais Shibli

Amis25 practical example service virtualization api simulation

Getting value from IoT, Integration and Data Analytics

Go open2010 sde_20100417

Sandro D'Elia

Cultivating Sustainable Software For Research

Neil Chue Hong

Evolution of Software Engineering in NCTR Projects

Mohammed Abbas

Introduction to Software Engineering

AnwarrChaudary

PPT FORMAT (1).ppt

SHUBHAMPANDEY549177

Research-Based Innovation with Industry: Project Experience and Lessons Learned

Lionel Briand

Restricted Routing Infrastructures Project ReportSai Charan

Pure App + Patterns + Prolifics = Feeding Change

Prolifics

ATAGTR2017 Cost-effective Security Testing Approaches for Web, Mobile & Enter...

Agile Testing Alliance

Using airflow for tools development

iblaine

NCI School of Computing Project Showcase 2014

ckennedynci

Acca 15(software source&selection)

Taibah University, College of Computer Science & Engineering

Acca 15(software source&selection)

Taibah University, College of Computer Science & Engineering

Dockerized IoT Gateway Stack

AGILE IoT

AGILE: Building the Open Gateway for IoT

AGILE IoT

Similar to Recommendation Technologies for IoT Edge Devices

Understanding SDN

Saurabh Agarwal

O365Con18 - It's Gonna Be PowerApps and Flow - Penny Coventry

NCCOMMS

Mark Hughes Annual Seminar Presentation on Open Source

Tracy Kent

EclipseCon France 2015 - Science Track

Boris Adryan

mca online self

jitharadharmesh

HEC Project Proposal_v1.0Awais Shibli

Amis25 practical example service virtualization api simulation

Getting value from IoT, Integration and Data Analytics

Go open2010 sde_20100417

Sandro D'Elia

Cultivating Sustainable Software For Research

Neil Chue Hong

Evolution of Software Engineering in NCTR Projects

Mohammed Abbas

Introduction to Software Engineering

AnwarrChaudary

PPT FORMAT (1).ppt

SHUBHAMPANDEY549177

Research-Based Innovation with Industry: Project Experience and Lessons Learned

Lionel Briand

Restricted Routing Infrastructures Project ReportSai Charan

Pure App + Patterns + Prolifics = Feeding Change

Prolifics

ATAGTR2017 Cost-effective Security Testing Approaches for Web, Mobile & Enter...

Agile Testing Alliance

Using airflow for tools development

iblaine

NCI School of Computing Project Showcase 2014

ckennedynci

Acca 15(software source&selection)

Taibah University, College of Computer Science & Engineering

Acca 15(software source&selection)

Taibah University, College of Computer Science & Engineering

Similar to Recommendation Technologies for IoT Edge Devices (20)

Understanding SDN

O365Con18 - It's Gonna Be PowerApps and Flow - Penny Coventry

Mark Hughes Annual Seminar Presentation on Open Source

EclipseCon France 2015 - Science Track

mca online self

HEC Project Proposal_v1.0

Amis25 practical example service virtualization api simulation

Go open2010 sde_20100417

Cultivating Sustainable Software For Research

Evolution of Software Engineering in NCTR Projects

Introduction to Software Engineering

PPT FORMAT (1).ppt

Research-Based Innovation with Industry: Project Experience and Lessons Learned

Restricted Routing Infrastructures Project Report

Pure App + Patterns + Prolifics = Feeding Change

ATAGTR2017 Cost-effective Security Testing Approaches for Web, Mobile & Enter...

Using airflow for tools development

NCI School of Computing Project Showcase 2014

Acca 15(software source&selection)

Recently uploaded

Dominate Social Media with TubeTrivia AI’s Addictive Quiz Videos.pdf

AMB-Review

Dominate Social Media with TubeTrivia AI’s Addictive Quiz Videos https://www.amb-review.com/tubetrivia-ai Exclusive Features: AI-Powered Questions, Wide Range of Categories, Adaptive Difficulty, User-Friendly Interface, Multiplayer Mode, Regular Updates. #TubeTriviaAI #QuizVideoMagic #ViralQuizVideos #AIQuizGenerator #EngageExciteExplode #MarketingRevolution #BoostYourTraffic #SocialMediaSuccess #AIContentCreation #UnlimitedTraffic

Into the Box 2024 - Keynote Day 2 Slides.pdf

Ortus Solutions, Corp

GlobusWorld 2024 Opening Keynote session

Globus

2024 RoOUG Security model for the cloud.pptx

Georgi Kodinov

Designing for Privacy in Amazon Web Services

KrzysztofKkol1

Data privacy is one of the most critical issues that businesses face. This presentation shares insights on the principles and best practices for ensuring the resilience and security of your workload. Drawing on a real-life project from the HR industry, the various challenges will be demonstrated: data protection, self-healing, business continuity, security, and transparency of data processing. This systematized approach allowed to create a secure AWS cloud infrastructure that not only met strict compliance rules but also exceeded the client's expectations.

Explore Modern SharePoint Templates for 2024

Sharepoint Designs

Enhancing Research Orchestration Capabilities at ORNL.pdf

Globus

Cross-facility research orchestration comes with ever-changing constraints regarding the availability and suitability of various compute and data resources. In short, a flexible data and processing fabric is needed to enable the dynamic redirection of data and compute tasks throughout the lifecycle of an experiment. In this talk, we illustrate how we easily leveraged Globus services to instrument the ACE research testbed at the Oak Ridge Leadership Computing Facility with flexible data and task orchestration capabilities.

Visitor Management System in India- Vizman.app

NaapbooksPrivateLimi

Your Digital Assistant. Making complex approach simple. Straightforward process saves time. No more waiting to connect with people that matter to you. Safety first is not a cliché - Securely protect information in cloud storage to prevent any third party from accessing data. Would you rather make your visitors feel burdened by making them wait? Or choose VizMan for a stress-free experience? VizMan is an automated visitor management system that works for any industries not limited to factories, societies, government institutes, and warehouses. A new age contactless way of logging information of visitors, employees, packages, and vehicles. VizMan is a digital logbook so it deters unnecessary use of paper or space since there is no requirement of bundles of registers that is left to collect dust in a corner of a room. Visitor’s essential details, helps in scheduling meetings for visitors and employees, and assists in supervising the attendance of the employees. With VizMan, visitors don’t need to wait for hours in long queues. VizMan handles visitors with the value they deserve because we know time is important to you. Feasible Features One Subscription, Four Modules – Admin, Employee, Receptionist, and Gatekeeper ensures confidentiality and prevents data from being manipulated User Friendly – can be easily used on Android, iOS, and Web Interface Multiple Accessibility – Log in through any device from any place at any time One app for all industries – a Visitor Management System that works for any organisation. Stress-free Sign-up Visitor is registered and checked-in by the Receptionist Host gets a notification, where they opt to Approve the meeting Host notifies the Receptionist of the end of the meeting Visitor is checked-out by the Receptionist Host enters notes and remarks of the meeting Customizable Components Scheduling Meetings – Host can invite visitors for meetings and also approve, reject and reschedule meetings Single/Bulk invites – Invitations can be sent individually to a visitor or collectively to many visitors VIP Visitors – Additional security of data for VIP visitors to avoid misuse of information Courier Management – Keeps a check on deliveries like commodities being delivered in and out of establishments Alerts & Notifications – Get notified on SMS, email, and application Parking Management – Manage availability of parking space Individual log-in – Every user has their own log-in id Visitor/Meeting Analytics – Evaluate notes and remarks of the meeting stored in the system Visitor Management System is a secure and user friendly database manager that records, filters, tracks the visitors to your organization. "Secure Your Premises with VizMan (VMS) – Get It Now"

Vitthal Shirke Microservices Resume Montevideo

Vitthal Shirke

Exploring Innovations in Data Repository Solutions - Insights from the U.S. G...

Globus

The U.S. Geological Survey (USGS) has made substantial investments in meeting evolving scientific, technical, and policy driven demands on storing, managing, and delivering data. As these demands continue to grow in complexity and scale, the USGS must continue to explore innovative solutions to improve its management, curation, sharing, delivering, and preservation approaches for large-scale research data. Supporting these needs, the USGS has partnered with the University of Chicago-Globus to research and develop advanced repository components and workflows leveraging its current investment in Globus. The primary outcome of this partnership includes the development of a prototype enterprise repository, driven by USGS Data Release requirements, through exploration and implementation of the entire suite of the Globus platform offerings, including Globus Flow, Globus Auth, Globus Transfer, and Globus Search. This presentation will provide insights into this research partnership, introduce the unique requirements and challenges being addressed and provide relevant project progress.

How to Position Your Globus Data Portal for Success Ten Good Practices

Globus

Science gateways allow science and engineering communities to access shared data, software, computing services, and instruments. Science gateways have gained a lot of traction in the last twenty years, as evidenced by projects such as the Science Gateways Community Institute (SGCI) and the Center of Excellence on Science Gateways (SGX3) in the US, The Australian Research Data Commons (ARDC) and its platforms in Australia, and the projects around Virtual Research Environments in Europe. A few mature frameworks have evolved with their different strengths and foci and have been taken up by a larger community such as the Globus Data Portal, Hubzero, Tapis, and Galaxy. However, even when gateways are built on successful frameworks, they continue to face the challenges of ongoing maintenance costs and how to meet the ever-expanding needs of the community they serve with enhanced features. It is not uncommon that gateways with compelling use cases are nonetheless unable to get past the prototype phase and become a full production service, or if they do, they don't survive more than a couple of years. While there is no guaranteed pathway to success, it seems likely that for any gateway there is a need for a strong community and/or solid funding streams to create and sustain its success. With over twenty years of examples to draw from, this presentation goes into detail for ten factors common to successful and enduring gateways that effectively serve as best practices for any new or developing gateway.

Why React Native as a Strategic Advantage for Startup Innovation.pdf

ayushiqss

Do you know that React Native is being increasingly adopted by startups as well as big companies in the mobile app development industry? Big names like Facebook, Instagram, and Pinterest have already integrated this robust open-source framework. In fact, according to a report by Statista, the number of React Native developers has been steadily increasing over the years, reaching an estimated 1.9 million by the end of 2024. This means that the demand for this framework in the job market has been growing making it a valuable skill. But what makes React Native so popular for mobile application development? It offers excellent cross-platform capabilities among other benefits. This way, with React Native, developers can write code once and run it on both iOS and Android devices thus saving time and resources leading to shorter development cycles hence faster time-to-market for your app. Let’s take the example of a startup, which wanted to release their app on both iOS and Android at once. Through the use of React Native they managed to create an app and bring it into the market within a very short period. This helped them gain an advantage over their competitors because they had access to a large user base who were able to generate revenue quickly for them.

Field Employee Tracking System| MiTrack App| Best Employee Tracking Solution|...

informapgpstrackings

Corporate Management | Session 3 of 3 | Tendenci AMS

Tendenci - The Open Source AMS (Association Management Software)

Experience our free, in-depth three-part Tendenci Platform Corporate Membership Management workshop series! In Session 1 on May 14th, 2024, we began with an Introduction and Setup, mastering the configuration of your Corporate Membership Module settings to establish membership types, applications, and more. Then, on May 16th, 2024, in Session 2, we focused on binding individual members to a Corporate Membership and Corporate Reps, teaching you how to add individual members and assign Corporate Representatives to manage dues, renewals, and associated members. Finally, on May 28th, 2024, in Session 3, we covered questions and concerns, addressing any queries or issues you may have. For more Tendenci AMS events, check out www.tendenci.com/events

Climate Science Flows: Enabling Petabyte-Scale Climate Analysis with the Eart...

Globus

The Earth System Grid Federation (ESGF) is a global network of data servers that archives and distributes the planet’s largest collection of Earth system model output for thousands of climate and environmental scientists worldwide. Many of these petabyte-scale data archives are located in proximity to large high-performance computing (HPC) or cloud computing resources, but the primary workflow for data users consists of transferring data, and applying computations on a different system. As a part of the ESGF 2.0 US project (funded by the United States Department of Energy Office of Science), we developed pre-defined data workflows, which can be run on-demand, capable of applying many data reduction and data analysis to the large ESGF data archives, transferring only the resultant analysis (ex. visualizations, smaller data files). In this talk, we will showcase a few of these workflows, highlighting how Globus Flows can be used for petabyte-scale climate analysis.

Providing Globus Services to Users of JASMIN for Environmental Data Analysis

Globus

JASMIN is the UK’s high-performance data analysis platform for environmental science, operated by STFC on behalf of the UK Natural Environment Research Council (NERC). In addition to its role in hosting the CEDA Archive (NERC’s long-term repository for climate, atmospheric science & Earth observation data in the UK), JASMIN provides a collaborative platform to a community of around 2,000 scientists in the UK and beyond, providing nearly 400 environmental science projects with working space, compute resources and tools to facilitate their work. High-performance data transfer into and out of JASMIN has always been a key feature, with many scientists bringing model outputs from supercomputers elsewhere in the UK, to analyse against observational or other model data in the CEDA Archive. A growing number of JASMIN users are now realising the benefits of using the Globus service to provide reliable and efficient data movement and other tasks in this and other contexts. Further use cases involve long-distance (intercontinental) transfers to and from JASMIN, and collecting results from a mobile atmospheric radar system, pushing data to JASMIN via a lightweight Globus deployment. We provide details of how Globus fits into our current infrastructure, our experience of the recent migration to GCSv5.4, and of our interest in developing use of the wider ecosystem of Globus services for the benefit of our user community.

Gamify Your Mind; The Secret Sauce to Delivering Success, Continuously Improv...

Shahin Sheidaei

Games are powerful teaching tools, fostering hands-on engagement and fun. But they require careful consideration to succeed. Join me to explore factors in running and selecting games, ensuring they serve as effective teaching tools. Learn to maintain focus on learning objectives while playing, and how to measure the ROI of gaming in education. Discover strategies for pitching gaming to leadership. This session offers insights, tips, and examples for coaches, team leads, and enterprise leaders seeking to teach from simple to complex concepts.

Cracking the code review at SpringIO 2024

Paco van Beckhoven

Code reviews are vital for ensuring good code quality. They serve as one of our last lines of defense against bugs and subpar code reaching production. Yet, they often turn into annoying tasks riddled with frustration, hostility, unclear feedback and lack of standards. How can we improve this crucial process? In this session we will cover: - The Art of Effective Code Reviews - Streamlining the Review Process - Elevating Reviews with Automated Tools By the end of this presentation, you'll have the knowledge on how to organize and improve your code review proces

Advanced Flow Concepts Every Developer Should Know

Peter Caitens

In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...

Juraj Vysvader

Recently uploaded (20)

Dominate Social Media with TubeTrivia AI’s Addictive Quiz Videos.pdf

Into the Box 2024 - Keynote Day 2 Slides.pdf

GlobusWorld 2024 Opening Keynote session

2024 RoOUG Security model for the cloud.pptx

Designing for Privacy in Amazon Web Services

Explore Modern SharePoint Templates for 2024

Enhancing Research Orchestration Capabilities at ORNL.pdf

Visitor Management System in India- Vizman.app

Vitthal Shirke Microservices Resume Montevideo

Exploring Innovations in Data Repository Solutions - Insights from the U.S. G...

How to Position Your Globus Data Portal for Success Ten Good Practices

Why React Native as a Strategic Advantage for Startup Innovation.pdf

Field Employee Tracking System| MiTrack App| Best Employee Tracking Solution|...

Corporate Management | Session 3 of 3 | Tendenci AMS

Climate Science Flows: Enabling Petabyte-Scale Climate Analysis with the Eart...

Providing Globus Services to Users of JASMIN for Environmental Data Analysis

Gamify Your Mind; The Secret Sauce to Delivering Success, Continuously Improv...

Cracking the code review at SpringIO 2024

Advanced Flow Concepts Every Developer Should Know

In 2015, I used to write extensions for Joomla, WordPress, phpBB3, etc and I ...

Recommendation Technologies for IoT Edge Devices

1. Seda Polat Erdeniz Institute for Software Technology 1 Seda Polat Erdeniz PhD Student / Project Assistant Institute for Software Technology (IST) Graz University of Technology, Austria

2. Seda Polat Erdeniz Institute for Software Technology 2 Agenda • Introduction • Recommendation Technologies • AGILE Project • Recommendation Scenarios in AGILE • Conclusions & Future Work

3. Seda Polat Erdeniz Institute for Software Technology 3 Introduction

4. Seda Polat Erdeniz Institute for Software Technology 4 Introduction The major goal of this paper is to provide an overview of recommendation approaches and to discuss their relevance for the AGILE Project.

5. Seda Polat Erdeniz Institute for Software Technology 5 Recommendation Technologies

6. Seda Polat Erdeniz Institute for Software Technology 6 Recommendation Technologies Content- Based Show me more of the same what I have liked! Collaborative Filtering Tell me what is popular among my peers! Knowledge - based Tell me what fits based on my needs Utility - based Show me the best items based on my most Important utilities

7. Seda Polat Erdeniz Institute for Software Technology 7 AGILE Project

8. Seda Polat Erdeniz Institute for Software Technology 8 AGILE Project • Supported by Horizon2020 (2016-2018) • 16 partners among Europe • Open calls for SMEs who will use AGILE gateway in their own IoT project http://agile-iot.eu/

9. Seda Polat Erdeniz Institute for Software Technology 9 Pilots of AGILE 5 Pilot Projects 1- Quantified Self 2- Open Field and Cattle Monitoring 3- Pollution Monitoring 4- Enhanced Retail Services 5- Port Area Monitoring http://agile-iot.eu/

10. Seda Polat Erdeniz Institute for Software Technology 10 Recommendation Scenarios in AGILE

11. Seda Polat Erdeniz Institute for Software Technology 11 Scenario-1: App Recommendation Recommendation of gateway apps to the users based on their gateway profiles; - plugged-in devices - installed apps - installed - workflows/nodes and - other similar gateways profiles

12. Seda Polat Erdeniz Institute for Software Technology 12 Content-Based App Recommendation

13. Seda Polat Erdeniz Institute for Software Technology 13 Scenario-2: Workflow / Node Recommendation Recommendation of workflows/nodes to the users based on their gateway profiles; - plugged-in devices - installed apps - installed - workflows/nodes and - other similar gateways profiles

14. Seda Polat Erdeniz Institute for Software Technology 14 Collaborative Filtering for Workflow/Node Recommendation

15. Seda Polat Erdeniz Institute for Software Technology 15 Scenario-3: Device Recommendation Recommendation of devices to the users based on their gateway profiles; - plugged-in devices - installed apps - installed - workflows/nodes and - other similar gateways profiles

16. Seda Polat Erdeniz Institute for Software Technology 16 Scenario-4: Cloud Services Recommendation Recommendation of cloud services to the users based on their gateway profiles; - plugged-in devices - installed apps - installed - workflows/nodes and - other similar gateways profiles

17. Seda Polat Erdeniz Institute for Software Technology 17 Conlusions & Future Work

18. Seda Polat Erdeniz Institute for Software Technology 18 Conclusion We showed how to apply recommendation technologies to increase the flexibility of IoT infrastructures in the context of application development and deployment

19. Seda Polat Erdeniz Institute for Software Technology 19 Future Work - Optimize the recommender engine to be able to run totally on the gateway and also offline. • Current Recommender Services works in 2 sides: • on the gateway locally as a gateway service • on the server side as a backend for the gateway service

20. Seda Polat Erdeniz Institute for Software Technology 20 Thanks for your attention! Any questions?

Editor's Notes

Is an AGILE project for adaptive IoT gateways which provides HW and SW solutions. 16 european partners (companies and Universities)

Recommendation Technologies for IoT Edge Devices

Recommended

Recommended

More Related Content

Similar to Recommendation Technologies for IoT Edge Devices

Similar to Recommendation Technologies for IoT Edge Devices (20)

More from AGILE IoT

More from AGILE IoT (20)

Recently uploaded

Recently uploaded (20)

Recommendation Technologies for IoT Edge Devices

Editor's Notes