added movies case study

case_study/ActorsToActors.txt

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+Willem Dafoe Robert Pattinson
+Willem Dafoe Kevin Bacon
+Willem Dafoe Ewan McGregor
+Amanda Seyfried Robert Pattinson
+Amanda Seyfried Kevin Bacon
+Octavia Spencer Ewan McGregor
+Octavia Spencer Sandra Bullock
+Amanda Seyfried Octavia Spencer

case_study/MoviesToActors.txt

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+The Lighthouse Robert Pattinson
+The Lighthouse Willem Dafoe
+You should have left Kevin Bacon
+You should have left Amanda Seyfried
+Doctor Sleep Ewan McGregor
+BirdBox Sandra Bullock
+Ma Octavia Spencer
+Mamma Mia! Amanda Seyfried
+Letters to Juliet Amanda Seyfried
+In Time Amanda Seyfried
+Lovelave Amanda Seyfried
+Footloose Kevin Bacon
+Crazy, Stupid, Love Kevin Bacon
+Good Time Robert Pattinson
+Remember Me Robert Pattinson
+Cosmopolis Robert Pattinson
+Spider-Man Willem Dafoe
+Aquaman Willem Dafoe
+Van Gogh Willem Dafoe
+The Florida Project Willem Dafoe
+Trainspotting Ewan McGregor
+Moulin Rouge! Ewan McGregor
+Star Wars Ewan McGregor
+The Blind Side Sandra Bullock
+Miss Detective Sandra Bullock
+Oceans 8 Sandra Bullock
+Gravity Sandra Bullock
+The shape of water Octavia Spencer
+The Help Octavia Spencer

case_study/MoviesToGenres.txt

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+The Lighthouse Horror
+You should have left Horror
+Doctor Sleep Horror
+BirdBox Horror
+Ma Horror
+Mamma Mia! Comedy
+Mamma Mia! Romantic Comedy
+Letters to Juliet Comedy
+Letters to Juliet Romantic Comedy
+In Time Sci-fi
+Lovelave Drama
+Footloose Comedy
+Footloose Romantic Comedy
+Crazy, Stupid, Love Comedy
+Crazy, Stupid, Love Romantic Comedy
+Good Time Drama
+Good Time Action
+Remember Me Romantic Comedy
+Remember Me Drama
+Cosmopolis Thriller
+Cosmopolis Drama
+Spider-Man Action
+Aquaman Action
+Van Gogh Drama
+The Florida Project Drama
+Trainspotting Drama
+Moulin Rouge! Comedy
+Moulin Rouge! Romantic Comedy
+Moulin Rouge! Drama
+Star Wars Action
+Star Wars Sci-fi
+The Blind Side Drama
+Miss Detective Comedy
+Miss Detective Romantic Comedy
+Oceans 8 Action
+Gravity Sci-fi
+Gravity Drama
+The shape of water Drama
+The Help Drama

case_study/UsersToGenres.txt

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+Anna Horror
+Anna Thriller
+Anna Action
+Luca Drama
+Luca Romantic Comedy
+Luca Comedy
+Francesco Thriller
+Renato Drama
+Renato Horror
+Renato Thriller
+Renato Romantic Comedy
+Renato Comedy
+Flavio Horror
+Flavio Sci-fi
+Flavio Thriller
+Flavio Action
+Anacleto Drama
+Anacleto Comedy
+Anacleto Romantic Comedy
+Ilaria Thiller
+Ilaria Action
+Chiara Sci-fi
+Chiara Action
+Chiara Thriller
+Chiara Drama
+Serena Comedy
+Serena Romantic Comedy
+Serena Drama
+Mario Horror
+Mario Sci-fi
+Mario Thriller

case_study/UsersToMovies.txt

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+Anna The Lighthouse
+Anna Doctor Sleep
+Anna Ma
+Anna Spider-Man
+Anna Oceans 8
+Luca Miss Detective
+Luca Moulin Rouge!
+Luca Mamma Mia!
+Luca Van Gogh
+Luca The Florida Project
+Francesco Cosmopolis
+Francesco In Time
+Renato Lovelace
+Renato Gravity
+Renato The Help
+Renato The shape of water
+Renato Ma
+Renato The Lighthouse
+Renato Mean Girls
+Renato Letters to Juliet
+Renato Mamma Mia!
+Flavio You should have left
+Flavio The Lighthouse
+Flavio Ma
+Flavio Doctor Sleep
+Flavio BirdBox
+Flavio In Time
+Flavio Star Wars
+Flavio Gravity
+Flavio Spider-Man
+Flavio Aquaman
+Flavio Oceans 8
+Anacleto Footloose
+Anacleto Trainspotting
+Anacleto The shape of water
+Anacleto Crazy, Stupid, Love
+Anacleto Remember Me
+Anacleto Van Gogh
+Anacleto The Florida Project
+Anacleto Lovelace
+Ilaria Cosmopolis
+Ilaria Good Time
+Ilaria Star Wars
+Chiara Star Wars
+Chiara Aquaman
+Chiara Gravity
+Chiara The Help
+Chiara The Blind Side
+Serena Remember Me
+Serena Miss Detective
+Serena Mean Girls
+Serena Crazy, Stupid, Love
+Serena Mamma Mia!
+Serena Letters to Juliet
+Serena Footloose
+Mario The Lighthouse
+Mario Ma
+Mario BirdBox
+Mario Doctor Sleep
+Mario You should have left
+Mario In Time 
+Mario Cosmopolis
+Mario Good Time

case_study/graph_topology_kmeans.yaml

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+#graph_topology.yaml file
+---
+ integration.strategy: intersection
+ initialization: kmeans
+ metric: APS
+ number.of.iterations: 100
+ type.of.masking: fully_random
+ stop.criterion: relative_error
+ score.threshold: 0.5
+ ranks:
+ - dsname: movies
+ k: 5
+ graph.datasets:
+ - nodes.left: users
+ nodes.right: genres
+ filename: UsersToGenres.txt
+ main: 0
+ - nodes.left: users
+ nodes.right: movies
+ filename: UsersToMovies.txt
+ main: 1
+ - nodes.left: movies
+ nodes.right: actors
+ filename: MoviesToActors.txt
+ main: 0
+ - nodes.left: movies
+ nodes.right: genres
+ filename: MoviesToGenres.txt
+ main: 1

case_study/graph_topology_kmeans_2.yaml

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+#graph_topology.yaml file
+---
+ integration.strategy: intersection
+ initialization: kmeans
+ metric: APS
+ number.of.iterations: 200
+ type.of.masking: fully_random
+ stop.criterion: relative_error
+ score.threshold: 0.5
+ graph.datasets:
+ - nodes.left: users
+ nodes.right: genres
+ filename: UsersToGenres.txt
+ main: 0
+ - nodes.left: users
+ nodes.right: movies
+ filename: UsersToMovies.txt
+ main: 1
+ - nodes.left: movies
+ nodes.right: actors
+ filename: MoviesToActors.txt
+ main: 0
+ - nodes.left: movies
+ nodes.right: genres
+ filename: MoviesToGenres.txt
+ main: 1

case_study/graph_topology_svd_1.yaml

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+#graph_topology.yaml file
+---
+ integration.strategy: intersection
+ initialization: svd
+ metric: APS
+ number.of.iterations: 100
+ type.of.masking: fully_random
+ stop.criterion: relative_error
+ score.threshold: 0.5
+ k_svd: 5
+ graph.datasets:
+ - nodes.left: users
+ nodes.right: genres
+ filename: UsersToGenres.txt
+ main: 0
+ - nodes.left: users
+ nodes.right: movies
+ filename: UsersToMovies.txt
+ main: 1
+ - nodes.left: movies
+ nodes.right: actors
+ filename: MoviesToActors.txt
+ main: 0
+ - nodes.left: movies
+ nodes.right: genres
+ filename: MoviesToGenres.txt
+ main: 0

case_study/graph_topology_svd_2.yaml

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+#graph_topology.yaml file
+---
+ integration.strategy: intersection
+ initialization: svd
+ metric: APS
+ number.of.iterations: 100
+ type.of.masking: fully_random
+ stop.criterion: relative_error
+ score.threshold: 0.5
+ ranks:
+ - dsname: movies
+ k: 5
+ - dsname: users
+ k: 10
+ - dsname: actors
+ k: 3
+ - dsname: genres
+ k: 5
+ graph.datasets:
+ - nodes.left: users
+ nodes.right: genres
+ filename: UsersToGenres.txt
+ main: 0
+ - nodes.left: users
+ nodes.right: movies
+ filename: UsersToMovies.txt
+ main: 1
+ - nodes.left: movies
+ nodes.right: actors
+ filename: MoviesToActors.txt
+ main: 0
+ - nodes.left: movies
+ nodes.right: genres
+ filename: MoviesToGenres.txt
+ main: 0

case_study/results/your_results_kmeans_1.txt

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+Anacleto Mamma Mia! 0.5521479160810883
+Anna In Time 0.5093657848418497
+Chiara Ma 0.6041672387998268
+Chiara The Lighthouse 0.60416162263411
+Francesco Ma 0.5079585278884743
+Francesco The Lighthouse 0.5079602577250371

case_study/results/your_results_svd_1.txt

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+Flavio Cosmopolis 0.5425046807190408
+Flavio Good Time 0.5930061928702267
+Mario Gravity 0.640485703429494

case_study/results/your_results_svd_2.txt

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+Mario Gravity 0.6506574734997079