Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977
Braveheart (1995) 110,286,945 Scream (1996) 103,001,286 Lone Star (1996) 13,269,963
Leaving Las Vegas (1995) 31,968,347 Silence of the Lambs, The (1991) 137,332,208 Raising Arizona (1987) 22,847,564
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 Leaving Las Vegas (1995) 31,968,347
Monty Python and the Holy Grail (1974) 1,821,082 Toy Story (1995) 133,344,903 Casablanca (1942) 5,806,467
Scream (1996) 103,001,286 Leaving Las Vegas (1995) 31,968,347 Monty Python and the Holy Grail (1974) 1,821,082
Seven (Se7en) (1995) 143,225,000 Full Monty, The (1997) 45,857,453 Independence Day (ID4) (1996) 483,359,255
Toy Story (1995) 133,344,903 Air Force One (1997) 250,384,803 Cinema Paradiso (1988) 392,045
Average 170,334,954 Average 180,886,375 Average 105,310,431

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Trainspotting (1996) 16,501,785
Killing Zoe (1994) 418,953
Hoop Dreams (1994) 7,830,611
Cop Land (1997) 64,207,716
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Forrest Gump (1994) 485,691,196
Back to the Future (1985) 303,398,294
People vs. Larry Flynt, The (1996) 20,191,312
Chasing Amy (1997) 12,006,514
Empire Strikes Back, The (1980) 225,554,189
Fifth Element, The (1997) 92,897,302
Schindler's List (1993) 140,409,248
In the Line of Fire (1993) 151,314,283
From Dusk Till Dawn (1996) 45,553,840
Shallow Grave (1994) 2,881,508
Fargo (1996) 24,611,975
Crumb (1994) 3,174,695
Bronx Tale, A (1993) 17,266,971
Strange Days (1995) 7,919,000
True Romance (1993) 12,281,500
Men in Black (1997) 367,992,228
Swimming with Sharks (1995) 376,928
Bound (1996) 3,798,532
Mallrats (1995) 2,122,561
Natural Born Killers (1994) 72,282,766
Good Will Hunting (1997) 192,328,280
Batman Returns (1992) 262,844,850
Private Parts (1997) 59,339,346
Airheads (1994) 5,370,000
Get on the Bus (1996) 5,731,103
Princess Bride, The (1987) 21,277,649
Rumble in the Bronx (1995) 32,333,860
Four Rooms (1995) 4,301,331
Smoke (1995) 8,349,430
Batman (1989) 401,685,407
Carlito's Way (1993) 56,948,322
Desperado (1995) 25,625,110
Speed (1994) 121,248,145
Shawshank Redemption, The (1994) 28,341,469
True Lies (1994) 226,261,000
Taxi Driver (1976) 33,669,000
How to Be a Player (1997) 13,960,203
Cape Fear (1991) 118,590,000
Face/Off (1997) 163,746,077
Twelve Monkeys (1995) 82,512,000
Reservoir Dogs (1992) 2,687,008
Star Wars (1977) 731,853,665
Beavis and Butt-head Do America (1996) 90,162,233
Dave (1993) 93,370,710
Things to Do in Denver when You're Dead (1995) 529,766
Happy Gilmore (1996) 38,624,000
Heat (1995) 97,783,000
Terminator 2: Judgment Day (1991) 207,064,802
Kicking and Screaming (1995) 704,543
Trees Lounge (1996) 673,269
Return of the Jedi (1983) 500,773,409
Jackie Brown (1997) 39,647,595
Field of Dreams (1989) 94,962,625
English Patient, The (1996) 111,415,132
Assassins (1995) 30,306,268
Bad Boys (1995) 97,168,842
Beautiful Girls (1996) 20,837,000
Clerks (1994) 3,151,130
Army of Darkness (1993) 11,502,976
Indiana Jones and the Last Crusade (1989) 312,671,806
2 Days in the Valley (1996) 11,090,856
George of the Jungle (1997) 149,879,375
Glory (1989) 100,326
Flirting With Disaster (1996) 14,891,000
Demolition Man (1993) 83,555,768
Swingers (1996) 4,505,922
Chasing Amy (1997) 12,006,514
Usual Suspects, The (1995) 1,120,000
Looking for Richard (1996) 1,361,420
Pulp Fiction (1994) 84,022,201
Tomorrow Never Dies (1997) 184,221,129
Die Hard: With a Vengeance (1995) 147,009,359
Sirens (1994) 7,770,731
Die Hard (1988) 116,707,729
Average 92,259,930
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