http://arxiv.org/abs/1511.00722
Text actionability detection is the problem of classifying user authored natural language text, according to whether it can be acted upon by a responding agent. In this paper, we propose a supervised learning framework for domain-aware, large-scale actionability classification of social media messages. We derive lexicons, perform an in-depth analysis for over 25 text based features, and explore strategies to handle domains that have limited training data. We apply these methods to over 46 million messages spanning 75 companies and 35 languages, from both Facebook and Twitter. The models achieve an aggregate population-weighted F measure of 0.78 and accuracy of 0.74, with values of over 0.9 in some cases.
Discrete Point Based Signatures and Applications to Document MatchingNemanja Spasojevic
http://research.google.com/pubs/archive/37297.pdf
Document analysis often starts with robust signatures, for instance for document lookup from low-quality photographs, or similarity analysis between scanned books. Signatures based on OCR typically work well, but require good quality OCR, which is not always available and can be very costly. In this paper we describe a novel scheme for extracting discrete signatures from document images. It operates on points that describe the position of words, typically the centroid. Each point is extracted using one of several techniques and assigned a signature based on its relation to the nearest neighbors. We will discuss the benefits of this approach, and demonstrate its application to multiple problems including fast image similarity calculation and document lookup.
2024 State of Marketing Report – by HubspotMarius Sescu
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
This article is all about what AI trends will emerge in the field of creative operations in 2024. All the marketers and brand builders should be aware of these trends for their further use and save themselves some time!
Discrete Point Based Signatures and Applications to Document MatchingNemanja Spasojevic
http://research.google.com/pubs/archive/37297.pdf
Document analysis often starts with robust signatures, for instance for document lookup from low-quality photographs, or similarity analysis between scanned books. Signatures based on OCR typically work well, but require good quality OCR, which is not always available and can be very costly. In this paper we describe a novel scheme for extracting discrete signatures from document images. It operates on points that describe the position of words, typically the centroid. Each point is extracted using one of several techniques and assigned a signature based on its relation to the nearest neighbors. We will discuss the benefits of this approach, and demonstrate its application to multiple problems including fast image similarity calculation and document lookup.
2024 State of Marketing Report – by HubspotMarius Sescu
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
The realm of product design is a constantly changing environment where technology and style intersect. Every year introduces fresh challenges and exciting trends that mold the future of this captivating art form. In this piece, we delve into the significant trends set to influence the look and functionality of product design in the year 2024.
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits.
To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups.
Technology
For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did.
While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis.
Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad.
Age and Gender
When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same.
Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers.
Race Affects Attitudes
As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
This article is all about what AI trends will emerge in the field of creative operations in 2024. All the marketers and brand builders should be aware of these trends for their further use and save themselves some time!
A report by thenetworkone and Kurio.
The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands.
It’s important that you’re ready to implement new strategies in 2024.
Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024.
You’ll learn:
- The latest trends in AI and automation, and what this means for an evolving paid search ecosystem.
- New developments in privacy and data regulation.
- Emerging ad formats that are expected to make an impact next year.
Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape.
If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.
5 Public speaking tips from TED - Visualized summarySpeakerHub
From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world.
With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively.
The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage.
Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience.
See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers
See the original article on Forbes here:
http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world.
Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance.
For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age.
Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.
A brief introduction to DataScience with explaining of the concepts, algorithms, machine learning, supervised and unsupervised learning, clustering, statistics, data preprocessing, real-world applications etc.
It's part of a Data Science Corner Campaign where I will be discussing the fundamentals of DataScience, AIML, Statistics etc.
Time Management & Productivity - Best PracticesVit Horky
Here's my presentation on by proven best practices how to manage your work time effectively and how to improve your productivity. It includes practical tips and how to use tools such as Slack, Google Apps, Hubspot, Google Calendar, Gmail and others.
The six step guide to practical project managementMindGenius
The six step guide to practical project management
If you think managing projects is too difficult, think again.
We’ve stripped back project management processes to the
basics – to make it quicker and easier, without sacrificing
the vital ingredients for success.
“If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.”
Dr Andrew Makar, Tactical Project Management
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
During this webinar, Anand Bagmar demonstrates how AI tools such as ChatGPT can be applied to various stages of the software development life cycle (SDLC) using an eCommerce application case study. Find the on-demand recording and more info at https://applitools.info/b59
Key takeaways:
• Learn how to use ChatGPT to add AI power to your testing and test automation
• Understand the limitations of the technology and where human expertise is crucial
• Gain insight into different AI-based tools
• Adopt AI-based tools to stay relevant and optimize work for developers and testers
* ChatGPT and OpenAI belong to OpenAI, L.L.C.
More than Just Lines on a Map: Best Practices for U.S Bike Routes
This session highlights best practices and lessons learned for U.S. Bike Route System designation, as well as how and why these routes should be integrated into bicycle planning at the local and regional level.
Presenters:
Presenter: Kevin Luecke Toole Design Group
Co-Presenter: Virginia Sullivan Adventure Cycling Association
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...DevGAMM Conference
Has your project been caught in a storm of deadlines, clashing requirements, and the need to change course halfway through? If yes, then check out how the administration team navigated through all of this, relocating 160 people from 3 countries and opening 2 offices during the most turbulent time in the last 20 years. Belka Games’ Chief Administrative Officer, Katerina Rudko, will share universal approaches and life hacks that can help your project survive unstable periods when there seem to be too many tasks and a lack of time and people.
This presentation was designed to provide strategic recommendations for a brand in decline. The deck also incorporates a situational assessment, including a brand identity, positioning, architecture, and portfolio strategy for the Brand.
Presentation originally created for NYU Stern's Brand Strategy course. Design by Erica Santiago & Chris Alexander.
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them wellSaba Software
According to the latest State of the American Manager report from Gallup, employees who have regular meetings with their managers are almost three times as likely to be engaged as those who don’t. These regular check-ins keep managers and employees in sync and aligned. Want to see better manager/employee relationships in your organisation? Then make an all-in commitment to 1:1 meetings. Not sure how? You’ve come to the right place.
In this webinar with Jamie Resker, Founder and Practice Leader for Employee Performance Solutions (EPS), and Teala Wilson, Talent Management Consultant at Saba Software, you’ll get the inside track on how to hold effective 1:1 meetings, including tips for getting managers on board.
• Go beyond discussing the status of everyday work to higher level topics, including recognition, performance, development, and career aspirations
• Learn how to decide meeting frequency, what to cover, as well as roles and responsibilities of the manager and employee
• Understand how managers can build trust and make it comfortable for employees to provide upward feedback
• Unite your organisation with a unified approach to 1:1 meetings
Join us for this 1-hour webinar to get practical tips for building better manager-employee relationships with intention and purpose.
About the Speakers
Jamie Resker - Founder and Practice Leader for Employee Performance Solutions (EPS)
Jamie Resker, Practice Leader and Founder of Employee Performance Solutions, is a recognized innovator in performance management. She is the originator of the-the Performance Continuum Feedback Method® and Conversations to Optimize Employee Performance training program; tools and training that reshape communications between managers and employees to drive and align performance. Jamie is on the faculty for the Northeast Human Resources Association, is a contributor to Halogen Software's Talent Space Blog, and is an editorial advisory board member for HR Examiner.
Teala Wilson - Senior Consultant, Strategic Services, Saba Software
Teala is a Talent Management Consultant at Halogen Software, now a part of Saba Software. She has worked with teams on a national and global level supporting human resources in areas such as performance management, recruitment, employee benefit programs, training and talent development, workforce planning and internal communications. Teala also has a personal passion for visual arts and design.
Want to learn more? Join us for an upcoming Product Tour!
http://bit.ly/2yitfqu
A report by thenetworkone and Kurio.
The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands.
It’s important that you’re ready to implement new strategies in 2024.
Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024.
You’ll learn:
- The latest trends in AI and automation, and what this means for an evolving paid search ecosystem.
- New developments in privacy and data regulation.
- Emerging ad formats that are expected to make an impact next year.
Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape.
If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.
5 Public speaking tips from TED - Visualized summarySpeakerHub
From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world.
With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively.
The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage.
Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience.
See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers
See the original article on Forbes here:
http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world.
Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance.
For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age.
Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.
A brief introduction to DataScience with explaining of the concepts, algorithms, machine learning, supervised and unsupervised learning, clustering, statistics, data preprocessing, real-world applications etc.
It's part of a Data Science Corner Campaign where I will be discussing the fundamentals of DataScience, AIML, Statistics etc.
Time Management & Productivity - Best PracticesVit Horky
Here's my presentation on by proven best practices how to manage your work time effectively and how to improve your productivity. It includes practical tips and how to use tools such as Slack, Google Apps, Hubspot, Google Calendar, Gmail and others.
The six step guide to practical project managementMindGenius
The six step guide to practical project management
If you think managing projects is too difficult, think again.
We’ve stripped back project management processes to the
basics – to make it quicker and easier, without sacrificing
the vital ingredients for success.
“If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.”
Dr Andrew Makar, Tactical Project Management
Unlocking the Power of ChatGPT and AI in Testing - A Real-World Look, present...Applitools
During this webinar, Anand Bagmar demonstrates how AI tools such as ChatGPT can be applied to various stages of the software development life cycle (SDLC) using an eCommerce application case study. Find the on-demand recording and more info at https://applitools.info/b59
Key takeaways:
• Learn how to use ChatGPT to add AI power to your testing and test automation
• Understand the limitations of the technology and where human expertise is crucial
• Gain insight into different AI-based tools
• Adopt AI-based tools to stay relevant and optimize work for developers and testers
* ChatGPT and OpenAI belong to OpenAI, L.L.C.
More than Just Lines on a Map: Best Practices for U.S Bike Routes
This session highlights best practices and lessons learned for U.S. Bike Route System designation, as well as how and why these routes should be integrated into bicycle planning at the local and regional level.
Presenters:
Presenter: Kevin Luecke Toole Design Group
Co-Presenter: Virginia Sullivan Adventure Cycling Association
Ride the Storm: Navigating Through Unstable Periods / Katerina Rudko (Belka G...DevGAMM Conference
Has your project been caught in a storm of deadlines, clashing requirements, and the need to change course halfway through? If yes, then check out how the administration team navigated through all of this, relocating 160 people from 3 countries and opening 2 offices during the most turbulent time in the last 20 years. Belka Games’ Chief Administrative Officer, Katerina Rudko, will share universal approaches and life hacks that can help your project survive unstable periods when there seem to be too many tasks and a lack of time and people.
This presentation was designed to provide strategic recommendations for a brand in decline. The deck also incorporates a situational assessment, including a brand identity, positioning, architecture, and portfolio strategy for the Brand.
Presentation originally created for NYU Stern's Brand Strategy course. Design by Erica Santiago & Chris Alexander.
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them wellSaba Software
According to the latest State of the American Manager report from Gallup, employees who have regular meetings with their managers are almost three times as likely to be engaged as those who don’t. These regular check-ins keep managers and employees in sync and aligned. Want to see better manager/employee relationships in your organisation? Then make an all-in commitment to 1:1 meetings. Not sure how? You’ve come to the right place.
In this webinar with Jamie Resker, Founder and Practice Leader for Employee Performance Solutions (EPS), and Teala Wilson, Talent Management Consultant at Saba Software, you’ll get the inside track on how to hold effective 1:1 meetings, including tips for getting managers on board.
• Go beyond discussing the status of everyday work to higher level topics, including recognition, performance, development, and career aspirations
• Learn how to decide meeting frequency, what to cover, as well as roles and responsibilities of the manager and employee
• Understand how managers can build trust and make it comfortable for employees to provide upward feedback
• Unite your organisation with a unified approach to 1:1 meetings
Join us for this 1-hour webinar to get practical tips for building better manager-employee relationships with intention and purpose.
About the Speakers
Jamie Resker - Founder and Practice Leader for Employee Performance Solutions (EPS)
Jamie Resker, Practice Leader and Founder of Employee Performance Solutions, is a recognized innovator in performance management. She is the originator of the-the Performance Continuum Feedback Method® and Conversations to Optimize Employee Performance training program; tools and training that reshape communications between managers and employees to drive and align performance. Jamie is on the faculty for the Northeast Human Resources Association, is a contributor to Halogen Software's Talent Space Blog, and is an editorial advisory board member for HR Examiner.
Teala Wilson - Senior Consultant, Strategic Services, Saba Software
Teala is a Talent Management Consultant at Halogen Software, now a part of Saba Software. She has worked with teams on a national and global level supporting human resources in areas such as performance management, recruitment, employee benefit programs, training and talent development, workforce planning and internal communications. Teala also has a personal passion for visual arts and design.
Want to learn more? Join us for an upcoming Product Tour!
http://bit.ly/2yitfqu
Good Stuff Happens in 1:1 Meetings: Why you need them and how to do them well
Identifying actionable messages on social media
1. Identifying Actionable
Messages on Social Media
Nemanja Spasojevic, Adithya Rao
October 29, 2015
@ 2015 IEEE International Big Data Conference
Workshop on Mining Big Data in Social Networks
4. Problem Setting
Identify actionable social media messages in context of an agent of the company.
Actionable message - clear call to action.
Eg. raising an issue to which agent may provide helpful response.
5. Problem Setting
● 75 companies / brands
● 35 languages
● Facebook & Twitter
Identify actionable social media messages in context of an agent of the company.
Actionable message - clear call to action.
Eg. raising an issue to which agent may provide helpful response.
7. Challenges - Company Behaviour
Depending on the company:
1. Categories
a. Media Distribution
b. Telecommunications
c. Retail (Apparel, Beauty, Electronics...)
d. Airlines
e. Manufacturers
2. Different Objectives
3. Various Data Coverage Across Companies
8. Challenges - Social Network
Spoken language depends on platform.
Twitter
Facebook
*public data
9. ar:2015)اﻛﺘﻮﺑﺮ )ﻋﺮضnواﯾﺮﻟﺲ ﻣﺠﺎﻧﺎ راوﺗﺮ ﺑﺎﻷﺿﺎﻓﮫ ﺷﮭﻮر 10 ﻟﻤﺪة %50 ﺧﺼﻢ ﻋﻠﻰ وأﺣﺼﻞ أﺷﺘﺮك , اﻟﺠﺪد ﻟﻠﻌﻤﻼء ﻣﺤﺪودة وﻟﻔﺘﺮة اﻷنnﺑﺎﻗﺎت ﻋﻠﻰ اﺣﺼﻞ LINKDSL ﺑﺎﻹﺿﺎﻓﺔnﻻﺳﻠﻜﻲ راوﺗﺮ ﺑﻠﺲ ﻟﯿﻨﻚ و ﺳﺒﯿﺪ ﻟﯿﻨﻚ و ﻣﺤﺪودة اﻟﻐﯿﺮ *ﻟﻠﺒﺎﻗﺎتn)ﺧﻼل اﻟﺒﺎﻗﺎت أﺳﻌﺎر
اﻟﻌﺮضnﺗﻔﺼﯿﻠﻲ اﻟﻌﻨﻮانnاﻟﻤﺤﺎﻓﻈﺔ و اﻟﻤﻨﻄﻘﺔnارﺿﻰ رﻗﻢnﻋﻨﻮاﻧﻚ و ﺛﻼﺛﻲ اﺳﻤﻚnرﻗﻢ
bg:Всем привет! Пожалуйста подпишитесь на мой канал на twitch. Я делаю трансляции по играм:forza horizon 2,forza motorsport 5 GTA 5 online, Battlfield Hardline,watch dogs,world of tanks. Вот ссылки:
http://www.twitch.tv/lexus9949http://www.twitch.tv/lexus9949http://www.twitch.tv/lexus9949http://www.twit
cs:Dobrý den,ntak po nějakém čase vás zdravím. Přístroj jsem reklamoval a ukázalo se, že se jednalo o vadný kryt přístroje. Což bylo alespoň trochu potěšující, že popsané chování přístroje nebyl záměr, ale chyba. Z
Vašich reakcí se zdálo, že chyba bude všude jinde než v HW.nnBohužel po tom, co byl přís
da:Hej igen nnJeg har nu været forbi, jeres Nokia steder her i Paris og de nægter at have noget med det at gøre.. Og jeg bor på ingen måde i nærheden af de steder!!! Undskyld men det er jo absurd at give nogle
adresser som nægter at gøre det!!! Så hvad er det for en service eller virkelig mangel på sam
de:Gewinne jetzt auf Airbnb die Wohnung des Weihnachtsmannes und feiere Silvester im hohen Norden!rnrn1. Registriere dich bei Airbnbrn2. Klicke auf «Nimm Kontakt auf» unterhalb der Beschreibungrn3.
Wähle beim Check-In den 27.12. ausrn4. Antworte im Kontaktfeld, warum du dich als Haussitter eignestrn5.
es:Buenos díasnnHe recibido un mail en el que se me informa, que a partir nde septiembre, mi tarifa pasa a tener un coste de 43,95€, cuando yo la ncontrate por un precio de 41,95€.nnEn el mismo mail se me
indica que si nlo deseo, puedo efectuar la baja de mi linea sin CP.nnHe llamado al nservicio de At
et:ini digi suka tipu org n這digi很喜歡騙人的 n請大家小心這個 digi了n他昨晚block我facebookn我還有很多 facebookn我不怕他block我n現在我那個 Facebook他block了n他怕我說他的丑事情 n我的
東西有一年了 n他還沒有去做 n每天上網打電話有問題 n他一直說我電話有問題 n我也在他公司買了一架手機試試 n也是一樣上網有問題 n他還一直說我手機壞了的藉口 ndigi是一個大騙子 n我
要求退出digi向他拿回裡面的錢轉台 n他不給我轉台 n一直叫我用完裡面的錢才轉台 n你媽媽
fa:ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ
ﺷﺮ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ ﺷﺮﻛﮫ ﻧﺼﺎﺑﮫ
fi:Mitenkäs kalenteriin sitten pystyy lisäämään sellaisen henkilön syntmäpäivän jolle ei ole puhelinnumeroa eikä kyseinen henkilö ole missään Facebookissa tai vastaavassa. Puhelintietojen taakse kun tallentaa
syntymäpäivän niin ei sekään näy kalenterissa. Ainoastaan facessa olevien henkilöiden.
gu:િમત ્તા ની તે કઇ યા યા હોય...!nિમત ્ કઇ વહાલો દવલો હોય...!nઅને વહાલો દવલો હોય તો એ 'િમત ્' હોય?nnમન ની સાથે મહક ઉઠnઅનેnમા યલો ની સાથે મલક ઉઠnએ િમત ્. ..nnિમત ્nએ જ ની
સંગાથેnકોઇ પણ ગાથા રચાતી હોયn ને ખભે હાથ રાખીn જદગી ગાતી હોય નાચતી હોયn
he:!!!!?????!!!עקיצהnשל לוגו עם הזה המייל את קבלתי PayPalnוכדומה בנק חשבון פרטי לקבל כדי !!!!עקיצה ניסיון כמו לי !!!נראהnזה מה ????!!!!n---nn n nתגובתך את שנקבל עד הוגבל שלך החשבוןn,שלוםnבחשבון בעיה בפתרון לעזרתך זקוקים אנחנו
פת למצוא זמן לנו שיהיה כדי .שלך
hi:बीड़ी अबrnCIGARETTErnबन गयी,rnचटाईrnCARPET बन गयी,rnमु के बाजीrnBOXING बन गयी,rnकु ती हमार rnWRESLING बन गयी,rn ग ल डंडाrnCRICKET बन गया,rn..हमारा भारतrnGREAT बन
गया..rnगाय हमार rnCOW बन गयी,rnशम हया अबrnWOW बन गयी,rnकाढ़ा हमाराrnCHAI बन गया,rnछोरा ब
id: Microsoft rn Oo......................... rn rnnBila ada langkah membekas lara Ada kata merangkai dusta Ada tingkah menoreh luka Mohon maaf lahir dan
bathin Selamat hari raya Idul Fitri 1436 Hrnn [[488232091206393]]rn.................................oO rn
it:Egregio Sig. Boemio,nn nnLa ringraziamo per aver contattato Microsoft mobile devices support.nn nnLe scriviamo in riferimento alla Sua telefonata e alla Sua richiesta di riparazione in garanzia, per
confermarLe che in data 06.08.2015 il Laboratorio Nazionale Prima Comunicazione S.r.l. ha effettuato
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kn:Jesus's ೆಸ ನ ಾ ಎ ೈ ೆ !!!!!!! n ◌ೕವ ಧನ ಾದಗಳ ! ೆ ೖ ಬಯ ದ ೆ ... ನನ ೆ ೇ ಸಲು! nಆ ೆ ೖ ೇವರು, ಯೂ ವ , ಕತ ಾದ ೕಸು ಸ ನ ತಂ ೆಯ ಸೃ ಕತ , ◌ೕವ ಆ ◌ೕ ಾ ದ, ಮ
Challenges - Language
10. Methodology
Domain attributes: Company (c) , Language (l) , Source (s)
Eg. fully specified domain: D = {c, l, s}
Consider all domains: P(D) = {{}, {c}, {l}, {s}, {c, l}, {l, s}, {c, s}, {c, l, s}}
Example: P({yahoo, en, tw}) =
{{}, {yahoo}, {en}, {tw}, {yahoo, en}, {en, tw}, {yahoo, tw}, {yahoo, en, tw}}
Model Building: Build classifiers CD*
for all D* ∈ P(D) , and choose classifier with best F
measure evaluated on validation set.
17. Feature Generation Example
Thanks @<COMPANY> for crashing and keeping us waiting all day for a
response! Really appreciate it!! #waste
"WORD-SENTI_WORD_NET_POSITIVE-SCALED" : 0.088
"WORD-SENTI_WORD_NET_NEGATIVE-SCALED" : 0.025
"KEYWORD_ACTIONABLE-GENERAL-SCALED" : 0.305
"KEYWORD_NON_ACTIONABLE-GENERAL-SCALED" : 0.2
"CHAR_EXCLAMATION_MARK" : 1.0
"CHAR_EXCLAMATION_MARK_0" : 0.642
"CHAR_EXCLAMATION_MARK_1" : 0.821
"CHAR_AT" : 1.0
"CHAR_AT_0" : 0.934
"CHAR_HASH" : 1.0
"CHAR_HASH_0" : 0.902
"EMOTICON-GENERAL-PRESENT" : 1.0
"EMOTICON-POSITIVE-PRESENT" : 1.0
"EMOTICON-POSITIVE-SCALED" : 0.25
"EMOTICON-NEGATIVE-PRESENT" : 1.0
"EMOTICON-NEGATIVE-SCALED" : 0.75
"WORD-GENERAL-GREATER_THAN-10" : 0.17
"CHARACTER-GENERAL-GREATER_THAN-100" : 0.121
18. Feature Generation Example
Thanks @<COMPANY> for crashing and keeping us waiting all day for a
response! Really appreciate it!! #waste
"WORD-SENTI_WORD_NET_POSITIVE-SCALED" : 0.088
"WORD-SENTI_WORD_NET_NEGATIVE-SCALED" : 0.025
"KEYWORD_ACTIONABLE-GENERAL-SCALED" : 0.305
"KEYWORD_NON_ACTIONABLE-GENERAL-SCALED" : 0.2
"CHAR_EXCLAMATION_MARK" : 1.0
"CHAR_EXCLAMATION_MARK_0" : 0.642
"CHAR_EXCLAMATION_MARK_1" : 0.821
"CHAR_AT" : 1.0
"CHAR_AT_0" : 0.934
"CHAR_HASH" : 1.0
"CHAR_HASH_0" : 0.902
"EMOTICON-GENERAL-PRESENT" : 1.0
"EMOTICON-POSITIVE-PRESENT" : 1.0
"EMOTICON-POSITIVE-SCALED" : 0.25
"EMOTICON-NEGATIVE-PRESENT" : 1.0
"EMOTICON-NEGATIVE-SCALED" : 0.75
"WORD-GENERAL-GREATER_THAN-10" : 0.17
"CHARACTER-GENERAL-GREATER_THAN-100" : 0.121
19. Results
Strategy Performance Model:
A - Logistic model for {c, l, s}
B - Logistic model for {}
C - Logistic for best domain
D - Best model-domain
(A) (D)(C)
23. Conclusion
● Scalable Framework for actionability detection on Social Media
● Framework for model building that works across
○ 75 companies
○ 35 languages
○ Twitter And Facebook
● User Perceived
○ F measure - 0.78
○ Accuracy - 0.74
● Future Work - Deep Learning , Better Sentiment Analysis,...