machine learning elsevier demos

Antonio Gulli
Antonio GulliPrincipal Developement Manager, Bing Europe at Microsoft
“We don't receive wisdom
we must discover it for ourselves.”
Marcel Proust
Empowering Knowledge “The
company has evolved into a technology
solutions provider.. Elsevier empowers
knowledge, which empowers those who
use it.”
ELSEVIER
VISION
mendeley.com/suggest
Discover research that
Interests you (Suggest)
Evaluate my impact
(Stats)
mendeley.com/stats
Discover relevant information
pushed to you (Newsfeed)
mendeley.com/newsfeed
Showcase my work
(Profile)
mendeley.com/profiles/
Discovery -
Newsfeed
Profile is used to
Showcase My
work
Aggregate
information
collected by
different sources
in one single
coherent page
where user
generated
content is mixed
with machine
generated
information
Profile is used to
evaluate My own
impact
State-of-the-art
Bigdata
technology to
aggregate and
elaborate
information
placed in multiple
products
(Scopus, Science
Direct,
Mendeley,...)
State-of-the-art
Bigdata
technology to
aggregate and
elaborate
information
placed in multiple
products
(Scopus, Science
Direct,
Mendeley,...)
INTEGRATION
• Scopus is the largest abstract and citation database that
represents 5,000 publishers and delivers a
comprehensive overview of the world's research output in
the fields of science, technology, medicine, social
sciences, and the arts and humanities.
• ScienceDirect is home to almost 16% of the world's peer-
reviewed, full-text scientific, technical and medical
content.
• Mendeley is a free reference manager and academic
social network that helps you organize your documents,
collaborate with others online, and discover the latest
research in your field.
• Newsflo enables researchers and institutions to
demonstrate their societal impact. Newsflo combines
+55k online news sources from around the world.
Related news articles are clustered around topics.
Profile is used to
evaluate My own
impact
Spark and HPPC
are used to
update daily all
the user
generated signals
into a coherent
machine learning
data platform
working in real
time and offering
high scalability
Profile is used to
evaluate My own
impact
Each author has
a list of reviewed
publications
Profile is used to
evaluate My own
impact
News data is
clustered and
aggregated on-
the-fly with
machine learning
techniques for
discovering
where your work
has been cited in
media
(newspapers,
magazines, …)
Recommend
articles to suit
different
information
needs
• short vs long-
term
• shallow vs
deep
Based on state-
of-the-art
Machine Learning
technology
• Content
based
• Citation
based
• Collaborative
Filtering
Discovery
personalized
articles relevant
for each user
PERSONALIZED
Suggest is used
to discover
researchers who
are relevant for
YOU
Based on state-
of-the-art
Machine Learning
technology
• following the
people you
follow
• followed by
people you
follow
• popular in
your subject
area
• follows you
Newsfeed is the
social feed where
machine learning
recommenders
are mixed with
social actions,
user generated
content, and 3rd
parties content
SOCIAL
1 of 13

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machine learning elsevier demos

  • 1. “We don't receive wisdom we must discover it for ourselves.” Marcel Proust
  • 2. Empowering Knowledge “The company has evolved into a technology solutions provider.. Elsevier empowers knowledge, which empowers those who use it.” ELSEVIER VISION
  • 3. mendeley.com/suggest Discover research that Interests you (Suggest) Evaluate my impact (Stats) mendeley.com/stats Discover relevant information pushed to you (Newsfeed) mendeley.com/newsfeed Showcase my work (Profile) mendeley.com/profiles/ Discovery - Newsfeed
  • 4. Profile is used to Showcase My work Aggregate information collected by different sources in one single coherent page where user generated content is mixed with machine generated information
  • 5. Profile is used to evaluate My own impact State-of-the-art Bigdata technology to aggregate and elaborate information placed in multiple products (Scopus, Science Direct, Mendeley,...)
  • 6. State-of-the-art Bigdata technology to aggregate and elaborate information placed in multiple products (Scopus, Science Direct, Mendeley,...) INTEGRATION • Scopus is the largest abstract and citation database that represents 5,000 publishers and delivers a comprehensive overview of the world's research output in the fields of science, technology, medicine, social sciences, and the arts and humanities. • ScienceDirect is home to almost 16% of the world's peer- reviewed, full-text scientific, technical and medical content. • Mendeley is a free reference manager and academic social network that helps you organize your documents, collaborate with others online, and discover the latest research in your field. • Newsflo enables researchers and institutions to demonstrate their societal impact. Newsflo combines +55k online news sources from around the world. Related news articles are clustered around topics.
  • 7. Profile is used to evaluate My own impact Spark and HPPC are used to update daily all the user generated signals into a coherent machine learning data platform working in real time and offering high scalability
  • 8. Profile is used to evaluate My own impact Each author has a list of reviewed publications
  • 9. Profile is used to evaluate My own impact News data is clustered and aggregated on- the-fly with machine learning techniques for discovering where your work has been cited in media (newspapers, magazines, …)
  • 10. Recommend articles to suit different information needs • short vs long- term • shallow vs deep Based on state- of-the-art Machine Learning technology • Content based • Citation based • Collaborative Filtering
  • 12. Suggest is used to discover researchers who are relevant for YOU Based on state- of-the-art Machine Learning technology • following the people you follow • followed by people you follow • popular in your subject area • follows you
  • 13. Newsfeed is the social feed where machine learning recommenders are mixed with social actions, user generated content, and 3rd parties content SOCIAL