recmnd at tisee
TRANSCRIPT
The Problem
A product of
Phone: +359 89 9181044Email: [email protected]: www.neuralbrothers.com
www.recmnd.com
We’re always dealing (and always have been
dealing) with information overload.
The Internet is full of web pages that contain
redundant and inconsistent information.
Everyone is already filtering almost
everything.
If you're spending more time trying to
"keep up" with your daily dose of information,
then it's obvious that your filters aren't
working.
Information Overload Internet & rapid IT development
Filter FailureFiltering
Current Solutions
A product of
Phone: +359 89 9181044Email: [email protected]: www.neuralbrothers.com
www.recmnd.com
• Slow
• Expensive
• Not consistent
• Limited knowledgebase leads to inaccuracy
• Limited applicability
• No language tolerance without extensive
preparation
Manual Recommendations Tag Based Recommendations
Semantic Based
• Inaccurate
• Overly general
• Require human input
• Static
Current Solutions
A product of
Phone: +359 89 9181044Email: [email protected]: www.neuralbrothers.com
www.recmnd.com
• Relevance based
- inaccurate and sensitive to variations
algorithms
- no control over the recommendations pool
- semantics used to patch the lack of accuracy
in the core algorithms
Other Recommendation services
• Popularity based, collective profile based
- require historical data and user tracking
- lack of clear emphasis on the actual content
- no direct message to the reader
- weak relevance algorithms leading to more or
less random results at the services
recommendations
Our Solutions
A product of
Phone: +359 89 9181044Email: [email protected]: www.neuralbrothers.com
www.recmnd.com
• Simple recommendations API
Recmnd
• Complete control over the entire recommendations pool
• No unwanted content syndication
• Multiple time filters
• Dept of analysis control
• Widget based access to the recommendations
• Superior results to the currently known information retrieval methods: tfidf, okapi bm25, bm25f, etc.
• Language, format, and theme tolerance
• Open for experiments (online shops, business intranet document classification, dynamic document categorization…)
A product of
Phone: +359 89 9181044Email: [email protected]: www.neuralbrothers.com
www.recmnd.com
Thank you!