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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Princess Bride, The (1987) 21,277,649
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Full Monty, The (1997) 45,857,453
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Secrets & Lies (1996) 13,417,292
Princess Bride, The (1987) 21,277,649 Full Monty, The (1997) 45,857,453 Contact (1997) 149,887,543
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Lawrence of Arabia (1962) 20,652,481
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 Rear Window (1954) 6,759,601
Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201 Remains of the Day, The (1993) 22,954,968
Full Monty, The (1997) 45,857,453 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Secrets & Lies (1996) 13,417,292 L.A. Confidential (1997) 64,604,977 It's a Wonderful Life (1946) 3,548,018
Lone Star (1996) 13,269,963 Princess Bride, The (1987) 21,277,649 Great Dictator, The (1940) 395,872
Average 192,884,823 Average 262,410,403 Average 41,809,578

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
Silence of the Lambs, The (1991) 137,332,208
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Rosewood (1997) 13,104,494
Casablanca (1942) 5,806,467
Rob Roy (1995) 31,600,000
Philadelphia (1993) 114,946,440
Anne Frank Remembered (1995) 1,310,200
Antonia's Line (1995) 4,823,217
Shawshank Redemption, The (1994) 28,341,469
Henry V (1989) 10,161,099
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Emma (1996) 22,201,883
Dead Man Walking (1995) 39,025,000
Hamlet (1996) 4,414,535
Apocalypse Now (1979) 42,606,290
Braveheart (1995) 110,286,945
Secret of Roan Inish, The (1994) 6,101,600
Schindler's List (1993) 140,409,248
Postino, Il (1994) 20,681,301
Amadeus (1984) 23,401,401
Cinema Paradiso (1988) 392,045
Raise the Red Lantern (1991) 2,603,061
Queen Margot (Reine Margot, La) (1994) 2,017,346
Much Ado About Nothing (1993) 22,551,000
Enchanted April (1991) 13,200,170
Glory (1989) 100,326
Boot, Das (1981) 11,433,134
Shine (1996) 53,830,909
Dolores Claiborne (1994) 24,361,867
English Patient, The (1996) 111,415,132
Sense and Sensibility (1995) 62,493,774
Home for the Holidays (1995) 17,518,220
To Kill a Mockingbird (1962) 20,629,846
Piano, The (1993) 40,158,000
Fargo (1996) 24,611,975
Sling Blade (1996) 24,475,416
Dances with Wolves (1990) 265,746,848
Average 44,195,967
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