Mapping the value of your customers journeyEthology
The game has changed with customer engagement! Go beyond just "journey-mapping" and understand the micro-moments of your customer's entire process of interaction with your brand. There are right and wrong moments of content implementation that could be costing you profit!
Get more insights on the following:
- Customers are in the driver seat with engagement points more often than the brand
- User Experience (UX) can illuminate the customer journey and find more meaningful ways to connect with them
- True strategy and planning are a process that must be ongoing versus just a "start-point"
SPEAKER:
Anthony Quiroz, UX Design Strategist at Ethology
Utilizing Voice of the Customer Insights to Improve Customer Experiences and ...Anthony Salerno
Find out how your utility can improve customer experience through an effective Voice of the Customer program. We will discuss what a VoC program is, and take a look at how to implement this type of program within your business.
The Funnel Doesn’t Care About Customers; The Funnel Only Cares About The Fun...Brian Solis
Frictionless, integrated omnichannel is the baseline for next generation customer experiences. There are two sides to customer engagement and relationships that need your attention. There’s the experience customers have today of which they endure because it’s their only choice. There’s also the journey customers hack to work for them or worse, other companies design a path that’s more familiar, intuitive and meaningful because. Yet, either one of those two experiences represent the fate of companies that choose to invest in one or the other.
Leading digital analyst and futurist Brian Solis and Teleperformance share how to unite disparate efforts for an approach that's integrated, consistent and complementary.
Voice of Customer Program Design - Capturing Customer Feedback across All Interactions is a Keynote presentation delivered by Mohamad El-Hinnawi at the International Customer Experience Management Summit held in Istanbul on September 2014.
Key insights from the Forrester report by Kerry Bodine and Moira Dorsey. Forrester defines customer experience as how customers perceive their interactions
with your company. Executives don’t get to decide how customer-centric their
companies are — customers do.
Whether business-to-consumer (B2C) or business-to-business (B2B) — or productor
service-focused — every company in every industry can leverage great customer
experiences for business gain. Customer experience has always been important.
Get the Mobile Commerce Playbook: www.psfk.com/report/mobile-commerce-playbook
The Mobile Commerce Playbook is intended to help businesses take a forward looking approach to leveraging mobile as a core part of their offerings to deliver personalization, relevancy and convenience to every consumer at key moments in this commerce journey. Created in partnership with Braintree, the report offers recommendations that are designed to inspire startups, brands and retailers as they look to create best-in-class mobile commerce experiences that sync with the reality of today’s consumer lifestyles.
- Featured within the 40+ page report, readers can find:
- 11 strategies to redefine mobile commerce
- Unique user experience paths built for brands, agencies, and startups to follow
- Perspectives from leading mobile commerce experts across the globe
If you are interested in seeing a presentation of this report or would like to understand how PSFK can help your team ideate new possibilities for your brand, contact us at sales@psfk.com
Ver. 1 | Published January 2015
All rights reserved. No parts of this publication may be reproduced without the written permission of PSFK Labs.
Mapping the value of your customers journeyEthology
The game has changed with customer engagement! Go beyond just "journey-mapping" and understand the micro-moments of your customer's entire process of interaction with your brand. There are right and wrong moments of content implementation that could be costing you profit!
Get more insights on the following:
- Customers are in the driver seat with engagement points more often than the brand
- User Experience (UX) can illuminate the customer journey and find more meaningful ways to connect with them
- True strategy and planning are a process that must be ongoing versus just a "start-point"
SPEAKER:
Anthony Quiroz, UX Design Strategist at Ethology
Utilizing Voice of the Customer Insights to Improve Customer Experiences and ...Anthony Salerno
Find out how your utility can improve customer experience through an effective Voice of the Customer program. We will discuss what a VoC program is, and take a look at how to implement this type of program within your business.
The Funnel Doesn’t Care About Customers; The Funnel Only Cares About The Fun...Brian Solis
Frictionless, integrated omnichannel is the baseline for next generation customer experiences. There are two sides to customer engagement and relationships that need your attention. There’s the experience customers have today of which they endure because it’s their only choice. There’s also the journey customers hack to work for them or worse, other companies design a path that’s more familiar, intuitive and meaningful because. Yet, either one of those two experiences represent the fate of companies that choose to invest in one or the other.
Leading digital analyst and futurist Brian Solis and Teleperformance share how to unite disparate efforts for an approach that's integrated, consistent and complementary.
Voice of Customer Program Design - Capturing Customer Feedback across All Interactions is a Keynote presentation delivered by Mohamad El-Hinnawi at the International Customer Experience Management Summit held in Istanbul on September 2014.
Key insights from the Forrester report by Kerry Bodine and Moira Dorsey. Forrester defines customer experience as how customers perceive their interactions
with your company. Executives don’t get to decide how customer-centric their
companies are — customers do.
Whether business-to-consumer (B2C) or business-to-business (B2B) — or productor
service-focused — every company in every industry can leverage great customer
experiences for business gain. Customer experience has always been important.
Get the Mobile Commerce Playbook: www.psfk.com/report/mobile-commerce-playbook
The Mobile Commerce Playbook is intended to help businesses take a forward looking approach to leveraging mobile as a core part of their offerings to deliver personalization, relevancy and convenience to every consumer at key moments in this commerce journey. Created in partnership with Braintree, the report offers recommendations that are designed to inspire startups, brands and retailers as they look to create best-in-class mobile commerce experiences that sync with the reality of today’s consumer lifestyles.
- Featured within the 40+ page report, readers can find:
- 11 strategies to redefine mobile commerce
- Unique user experience paths built for brands, agencies, and startups to follow
- Perspectives from leading mobile commerce experts across the globe
If you are interested in seeing a presentation of this report or would like to understand how PSFK can help your team ideate new possibilities for your brand, contact us at sales@psfk.com
Ver. 1 | Published January 2015
All rights reserved. No parts of this publication may be reproduced without the written permission of PSFK Labs.
How Perforce orchestrates buyer journeys on their website? WebinarAvishai Sharon
a new episode in our From maze to amaze series where we interview Trendemon customers and ask them to share their playbooks on how they leverage personalization and buyer journey insights to maximize the impact of their website, content and digital assets. Beth Hanson from Perforce shares how they deploy journey orchestration for both ABM and PLG scenarios.
How to Grow a Product with a User JourneyBrandon Owens
How to Grow a Product with a User Journey
Brandon Owens - http://linkedin.com/in/brandonowens
Mauricio Estrella - http://linkedin.com/in/mestrella
Too often growth is assumed to be a marketing problem but the overall pace of growth is frequently governed by how well the product converts new users into heavy users.
This presentation highlights how you can create a User Journey to identify the most important parts of a product experience that drive or inhibit growth.
i. How we related a User Journey to Growth
ii. 3 things to focus your teams on for Growth
iii. Then what? User Journey
iv. What is the “aha moment”
v. Things you can do to build a user journey
vi. Final recommendations
Presented at Barcamp Shanghai, Spring 2014
Why true digital transformation must take place across the entire banking ent...Epsilon Marketing
In the global omnichannel world we live in today, financial institutions are hindered by their disparate and siloed systems.
The rise of online banking has produced a massive shift in the way people engage with their money, bill paying, and most importantly, their banks. Today’s consumer is connected more or less 7x24x365 via mobile devices and WiFi in their cars. Banking and insurance companies are struggling to shape their online and digital engagement to match the expectations and desires of the consumers. They need to transform so that they can better understand their consumers.
With this focus on digital transformation, the financial institutions must focus on producing an enterprise-wide solution that enables the business to find, engage, convert, cultivate and expand their relationships efficiently.
Join us as we explain how organizations are successfully transitioning to enterprise-wide digital transformation.
CX Summit 2020 Keynote: Drive CX to the top of your organisations agenda with...Catherine Hills
How can I make thishappen in my org?
Information covered:
* COVID and e-commerce case study - is e-commerce saving lives?
* Product development, service delivery and go to market
* Customer services and support
* Technology delivery and enablement
* Employee experience and org culture
* Ethics and governance
* Inclusion and diversity
The successful analytics organization - Epsilon and Transamerica, LIMRA Data ...Epsilon Marketing
Epsilon and Transamerica recently co-presented The successful analytics organization at the LIMRA Big Data Analytics Conference. The session was well attended and thought-provoking.
“Digital is the New Traditional Financial” TrendLab Webinar, 2015Bluespire Marketing
During this Bluespire TrendLab webinar, our experts dive into consumer preferences when it comes to digital marketing and discuss overarching technology trends/examples.
Main themes of the webinar included:
• Review of insights from exclusive property research, focusing on how consumers are engaging with financial institutions on websites, mobile applications and more.
• Highlights of industry research focusing on the transformation of mobile and consumer attitudes when it comes to other multi-purpose channels.
• Discussion of overarching technology trends and examples (i.e., iBeacons, Parallax websites, wearables)
• The latest into what’s driving digital content
CX Strategy - Presentation to the Human Centred Design Group, Dubai dubai ...User Vision
We presented to the Dubai HCD group on the topic of customer experience and UX strateby. Stepping away from the tactical methods, what are the elements that make up a successful CX strategy in an organisation? What resources are ideally in place and how to balance the enthusiasm of internal 'fans of UX / CX' with the realities of business? What are some of the most useful deliverables to provide to get a successful CX programme started and sustained? We discuss all of this and more in this presentation.
Omni Channel - Seamless engagement of customers across all touchpointsAndreas Penkert
Why do we leave money on the table? Customer experience does not meet expectations!
The opportunity to improve conversion rate, loyalty and customer value is considerable.
8 User Experiences to Build an Effective Experimentation Program_VWO_WorkshopVWO
Your company’s options for optimizations along the entire user journey are unlimited and many companies stumble into the field of experimentation without a plan or a reasonable roadmap for an effective CRO program.
In this workshop, Jan offers a hands-on framework and break down the entire customer journey into 8 fundamental experiences which altogether convert a visitor into a client:
Journey mapping in finance requires specific domain expertise. As almost every step has layers of compliance, ALM, legal, IT security, and other requirements, you need to consider all possible issues.
https://runfrictionless.com/b2b-white-paper-service/
The next generation in customer engagement - Coginov Semantics search -Emmanuel Perdikis
interactive semantics search to understand your customers question and grow your understanding of what your customer is asking for and what you may be failing to deliver on your communications, offerings or website.
Customer Experience, Culture & InnovationLisa Church
We operate in a world where more than half of consumers would switch brands to get better customer service. Distinguishing ourselves from our ever-changing competition is becoming tougher by the day. This presentation will provide you with strategies for engaging your staff in the innovation process and incorporating your customer service values into the culture
customer experience evaluation and modeling - opiniacZbigniew Nowicki
How to plan, implement, and develop customer experience evaluation project. Research methods. Opiniac.com platform key information. Main advantages of implementing CX solution.
Join us on a journey into the future, where even 5 years from now, many of today’s challenges of insights specialists will no longer be challenges. But, how will we evolve?
SKIM Chairman, Dirk Huisman, is sharing 5 converging trends in insights generation that will define the 2020 reality for market research and how insights specialists can and will implement these changes to make it happen. He concludes that in 2020 the converging trends will result in a significant change in the way insight specialists will operate and function and that the insights’ services and the way services are provided will change drastically.
Find out more at www.skimgroup.com/customer-insights-2020.
How Perforce orchestrates buyer journeys on their website? WebinarAvishai Sharon
a new episode in our From maze to amaze series where we interview Trendemon customers and ask them to share their playbooks on how they leverage personalization and buyer journey insights to maximize the impact of their website, content and digital assets. Beth Hanson from Perforce shares how they deploy journey orchestration for both ABM and PLG scenarios.
How to Grow a Product with a User JourneyBrandon Owens
How to Grow a Product with a User Journey
Brandon Owens - http://linkedin.com/in/brandonowens
Mauricio Estrella - http://linkedin.com/in/mestrella
Too often growth is assumed to be a marketing problem but the overall pace of growth is frequently governed by how well the product converts new users into heavy users.
This presentation highlights how you can create a User Journey to identify the most important parts of a product experience that drive or inhibit growth.
i. How we related a User Journey to Growth
ii. 3 things to focus your teams on for Growth
iii. Then what? User Journey
iv. What is the “aha moment”
v. Things you can do to build a user journey
vi. Final recommendations
Presented at Barcamp Shanghai, Spring 2014
Why true digital transformation must take place across the entire banking ent...Epsilon Marketing
In the global omnichannel world we live in today, financial institutions are hindered by their disparate and siloed systems.
The rise of online banking has produced a massive shift in the way people engage with their money, bill paying, and most importantly, their banks. Today’s consumer is connected more or less 7x24x365 via mobile devices and WiFi in their cars. Banking and insurance companies are struggling to shape their online and digital engagement to match the expectations and desires of the consumers. They need to transform so that they can better understand their consumers.
With this focus on digital transformation, the financial institutions must focus on producing an enterprise-wide solution that enables the business to find, engage, convert, cultivate and expand their relationships efficiently.
Join us as we explain how organizations are successfully transitioning to enterprise-wide digital transformation.
CX Summit 2020 Keynote: Drive CX to the top of your organisations agenda with...Catherine Hills
How can I make thishappen in my org?
Information covered:
* COVID and e-commerce case study - is e-commerce saving lives?
* Product development, service delivery and go to market
* Customer services and support
* Technology delivery and enablement
* Employee experience and org culture
* Ethics and governance
* Inclusion and diversity
The successful analytics organization - Epsilon and Transamerica, LIMRA Data ...Epsilon Marketing
Epsilon and Transamerica recently co-presented The successful analytics organization at the LIMRA Big Data Analytics Conference. The session was well attended and thought-provoking.
“Digital is the New Traditional Financial” TrendLab Webinar, 2015Bluespire Marketing
During this Bluespire TrendLab webinar, our experts dive into consumer preferences when it comes to digital marketing and discuss overarching technology trends/examples.
Main themes of the webinar included:
• Review of insights from exclusive property research, focusing on how consumers are engaging with financial institutions on websites, mobile applications and more.
• Highlights of industry research focusing on the transformation of mobile and consumer attitudes when it comes to other multi-purpose channels.
• Discussion of overarching technology trends and examples (i.e., iBeacons, Parallax websites, wearables)
• The latest into what’s driving digital content
CX Strategy - Presentation to the Human Centred Design Group, Dubai dubai ...User Vision
We presented to the Dubai HCD group on the topic of customer experience and UX strateby. Stepping away from the tactical methods, what are the elements that make up a successful CX strategy in an organisation? What resources are ideally in place and how to balance the enthusiasm of internal 'fans of UX / CX' with the realities of business? What are some of the most useful deliverables to provide to get a successful CX programme started and sustained? We discuss all of this and more in this presentation.
Omni Channel - Seamless engagement of customers across all touchpointsAndreas Penkert
Why do we leave money on the table? Customer experience does not meet expectations!
The opportunity to improve conversion rate, loyalty and customer value is considerable.
8 User Experiences to Build an Effective Experimentation Program_VWO_WorkshopVWO
Your company’s options for optimizations along the entire user journey are unlimited and many companies stumble into the field of experimentation without a plan or a reasonable roadmap for an effective CRO program.
In this workshop, Jan offers a hands-on framework and break down the entire customer journey into 8 fundamental experiences which altogether convert a visitor into a client:
Journey mapping in finance requires specific domain expertise. As almost every step has layers of compliance, ALM, legal, IT security, and other requirements, you need to consider all possible issues.
https://runfrictionless.com/b2b-white-paper-service/
The next generation in customer engagement - Coginov Semantics search -Emmanuel Perdikis
interactive semantics search to understand your customers question and grow your understanding of what your customer is asking for and what you may be failing to deliver on your communications, offerings or website.
Customer Experience, Culture & InnovationLisa Church
We operate in a world where more than half of consumers would switch brands to get better customer service. Distinguishing ourselves from our ever-changing competition is becoming tougher by the day. This presentation will provide you with strategies for engaging your staff in the innovation process and incorporating your customer service values into the culture
customer experience evaluation and modeling - opiniacZbigniew Nowicki
How to plan, implement, and develop customer experience evaluation project. Research methods. Opiniac.com platform key information. Main advantages of implementing CX solution.
Join us on a journey into the future, where even 5 years from now, many of today’s challenges of insights specialists will no longer be challenges. But, how will we evolve?
SKIM Chairman, Dirk Huisman, is sharing 5 converging trends in insights generation that will define the 2020 reality for market research and how insights specialists can and will implement these changes to make it happen. He concludes that in 2020 the converging trends will result in a significant change in the way insight specialists will operate and function and that the insights’ services and the way services are provided will change drastically.
Find out more at www.skimgroup.com/customer-insights-2020.
Optimizing Marketing Results By Engaging Customers Using Mobile AppsProscape
How can you meet customer demands for deeper and more meaningful levels of engagement in a mobile-first world? The answer starts with a better understanding of the landscape, your customers’ needs, and the common challenges that all marketers face.
This presentation provides a holistic view of the mobile app creation process. Learn about the latest marketplace trends, the keys to creating a solid mobile strategy, how to build a comprehensive app blueprint, and the finer points of mobile app design.
The presentation aims at providing insights into the current state of Customer Services and what it is expected to be in the future. It provides analytics driven information in the world of Customer Service, while highlighting the key areas, for leaders and IT decision makers to focus on.
Put simply, VoC is the attitudes, thoughts, and beliefs that your customer base holds about your brand or product. It is important not to confuse this with customer feedback, which is a direct source that constitutes just one color within the VoC spectrum. Other direct sources would include user surveys, call center recordings, and email or chat data. Indirect sources and inferred data can also prove highly instructive – more on those informational sources below.
Learn the essential customer experience metrics for your brand eTailing India
Today, customer experience measurement has reached mainstream acceptance and its adoption is the result of proven experimentation by the many pioneers of online customer satisfaction research. One of the most important decisions for customer experience could be the metrics selection and so today we bring four of the most widely leveraged and useful customer experience metrics: Customer Satisfaction, Net Promoter Score, Visitor Intent, and Task Completion.
Does My Business Need an App "INFOGRAPHIC"4imprint
A mobile app can help businesses boost engagement, increase traffic and build brand awareness. But determining whether a mobile app is right for your business takes careful consideration.
Many marketers feel overwhelmed when it comes to choosing social media sites for business. Explore 5 steps to social media enlightenment in this infographic.
Wellness in the workplace is good for employees and employers. Increased job
satisfaction, greater productivity, reduced absenteeism and decreased turnover are just some of the benefits.
Text analytics makes sense of unstructured data. It turns it into categories of information that can be analyzed, reveal new opportunities and determine relationships and trends.
In this infographic, you’ll learn of the many types of unstructured data and why this type of information matters. Practical applications for using text analytics and tips for vendor selection are also explored.
It can’t be denied, 3D printing is legitimately remarkable. But if you think it’s merely about printing three dimensional products on paper or something you enjoy at the movie theater, think again. It’s much more than that; it’s about creating objects and tangible products that can potentially transform businesses and homes.
Human beings are visual by design. The brain processes visuals 60,000 times faster than text. And, 90 percent of the information it receives is visual in format.
Are you thinking of making a career change? On average, people change companies every five years. But even when it feels necessary, it can also feel scary.
Set yourself up for success by exploring the deeper motivation behind your career change. How to win advocates for a new career, how to craft the perfect resume and tips to help you get your foot in the door are also discussed in this infographic.
Your office, its look and its location say a lot about your brand, which is why choosing to make a move is such a big decision.
Explore why businesses move, the benefits of a new space and how to choose the location that’s right for you in this infographic. We also discuss determining whether to rent or to buy and ways to avoid common pitfalls.
Li-Fi™, short for light fidelity, is an exciting new technology that uses light emitted from LED light bulbs to transmit data at rates 100 times faster than Wi-Fi. It’s not only lightning fast; it’s secure, efficient and energy neutral.
We explore Li-Fi technology, its advantages and its drawbacks in this infographic. We also discuss several applications for Li-Fi.
This infographic looks at the rising trend of browsing the Internet with ad blocking technology turned on. Ways to save digital marketing will also be discussed.
When computers mimic the capabilities of the human brain, that is artificial
intelligence (AI). From the outside, AI looks like computers that have independent
thoughts. Have no fear, however. The gears of their machine “brains” may be turning,
but, for right now, they’re not really thinking—at least not the way that human beings
think.
"INFOGRAPHIC" The Rise of Digital Magazines4imprint
This Blue Paper® will explore the past, present and future of digital magazines,
current trends, tools to develop them, and what businesses need to know if they want
to include digital magazines as part of their content marketing strategy.
Long before the phrase “the sharing economy” was ever uttered, many businesses leveraged sharing. Bed-and-breakfast inns, timeshares and car pools are old ideas.
Long before the phrase “the sharing economy” was ever uttered, many businesses leveraged sharing. Bed-and-breakfast inns, timeshares and car pools are old ideas.
This Blue Paper discusses going beyond traditional demographic segmentation to better understand the behaviors, buying patterns and desires of consumers.
We’re all living in a disruption society. Hundreds if not thousands of new e-mail
messages hit our inbox every day. Social media notifications pop up around the
clock. With all of these daily distractions, how is a professional supposed to stay
focused? And to an even greater degree, as a leader how do you help your team
minimize distraction to maintain productivity and produce innovative ideas?
We’re all living in a disruption society. Hundreds if not thousands of new e-mail
messages hit our inbox every day. Social media notifications pop up around the
clock. With all of these daily distractions, how is a professional supposed to stay
focused? And to an even greater degree, as a leader how do you help your team
minimize distraction to maintain productivity and produce innovative ideas?
Hear the word “hack,” and it’ll likely conjure up thoughts of computer hackers, forcefully making their way into a computer system to take or manipulate data. If
you hear the term “growth hacker,” are you to extrapolate a similar concept with growth? If so, how does one “hack” growth?
Hear the word “hack,” and it’ll likely conjure up thoughts of computer hackers,forcefully making their way into a computer system to take or manipulate data. If you hear the term “growth hacker,” are you to extrapolate a similar concept with
growth? If so, how does one “hack” growth?
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Opendatabay - Open Data Marketplace.pptxOpendatabay
Opendatabay.com unlocks the power of data for everyone. Open Data Marketplace fosters a collaborative hub for data enthusiasts to explore, share, and contribute to a vast collection of datasets.
First ever open hub for data enthusiasts to collaborate and innovate. A platform to explore, share, and contribute to a vast collection of datasets. Through robust quality control and innovative technologies like blockchain verification, opendatabay ensures the authenticity and reliability of datasets, empowering users to make data-driven decisions with confidence. Leverage cutting-edge AI technologies to enhance the data exploration, analysis, and discovery experience.
From intelligent search and recommendations to automated data productisation and quotation, Opendatabay AI-driven features streamline the data workflow. Finding the data you need shouldn't be a complex. Opendatabay simplifies the data acquisition process with an intuitive interface and robust search tools. Effortlessly explore, discover, and access the data you need, allowing you to focus on extracting valuable insights. Opendatabay breaks new ground with a dedicated, AI-generated, synthetic datasets.
Leverage these privacy-preserving datasets for training and testing AI models without compromising sensitive information. Opendatabay prioritizes transparency by providing detailed metadata, provenance information, and usage guidelines for each dataset, ensuring users have a comprehensive understanding of the data they're working with. By leveraging a powerful combination of distributed ledger technology and rigorous third-party audits Opendatabay ensures the authenticity and reliability of every dataset. Security is at the core of Opendatabay. Marketplace implements stringent security measures, including encryption, access controls, and regular vulnerability assessments, to safeguard your data and protect your privacy.