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3/31/2015 page 3
Freebase
Wikipedia
Dbpedia
page 9
Pool of
all
Movies
page 10
Genetic Algorithm Generating Output
Plot Semantic
Similarity
Calculation
Update Top K
recommendations
Genre
Filtering
Sorting
Syntactical
Similarity
Calculation
Top k
Recommended
Movies
Collecting Initial
Population
11
Fitness
Calculation
Plot semantic
Similarity
DISCO
similarity
measure
Crossover,
Mutation
Binary
representation
One-point
crossover
Selection
Roulette
wheel
selection
Keep the best
ones
Update Top K
Recommendation
Keep the best
for the top K
Check the
stopping
criteria
Process Overview
Initial
population
Collection
Genetic
Algorithm In each
iteration
CREW
Assistant Professor EBRAHIM BAGHERI, EE. OF RYERSON UNIVERSITY
JELENA JOVANOVIC, DEPT. OF SOFTWARE ENG., UNIVERSITY OF BELGRADE
Research Associate JAVAD GHATTA
Ph.D. Student ANDISHEH KEIKHA
HOSSEIN FANI
M.Sc. Student YUE FENG
MAHTA MOATTARI

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Moviesion: Content-based Movie Recommender Fueled by Linked Open Data

Editor's Notes

  1. Recommend  Related Movies
  2. Search for related movies!
  3. Old school recommendation: Collaborative Filtering
  4. Jinni & similar techs
  5. Moviesion: Fully semantic-based recommendation Filtering based on genres Aggregates movie-information from any source within moments of its generation on the Web Fully links its structured movie-data Semantic plot-based similarity Content-based recommendation Uses semantic annotation (Denote) Cover non-mainstream movies in recommendations
  6. When it works! Let me recommend you some movies! Which Movie do you like? Silence of the lambs This might be your favourite list: Hanibal, Red Dragon, … Hannibal (film) [0.74]   Hannibal Rising (film) [0.59]   Red Dragon (film) [0.47]   Battling with Buffalo Bill [0.26]   The White Buffalo [0.22]   Buffalo Bill (film) [0.18]   Pootie Tang [0.17]   Eyes Wide Shut [0.17]   Firewall (film) [0.15]