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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Sense and Sensibility (1995) 62,493,774
Sense and Sensibility (1995) 62,493,774 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Sense and Sensibility (1995) 62,493,774 Leaving Las Vegas (1995) 31,968,347
Princess Bride, The (1987) 21,277,649 Titanic (1997) 600,779,824 Clerks (1994) 3,151,130
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Big Night (1996) 11,881,039
English Patient, The (1996) 111,415,132 Silence of the Lambs, The (1991) 137,332,208 Forrest Gump (1994) 485,691,196
Silence of the Lambs, The (1991) 137,332,208 L.A. Confidential (1997) 64,604,977 Casablanca (1942) 5,806,467
Pulp Fiction (1994) 84,022,201 Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201
Shawshank Redemption, The (1994) 28,341,469 Twelve Monkeys (1995) 82,512,000 Rosencrantz and Guildenstern Are Dead (1990) 739,104
Average 112,716,025 Average 153,713,919 Average 85,077,448

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
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Fish Called Wanda, A (1988) 93,259,712
Monty Python's Life of Brian (1979) 646,124
Local Hero (1983) 5,767,363
Kolya (1996) 5,730,711
Mrs. Doubtfire (1993) 330,200,000
Much Ado About Nothing (1993) 22,551,000
Rob Roy (1995) 31,600,000
Paradise Road (1997) 1,921,471
Four Rooms (1995) 4,301,331
Star Wars (1977) 731,853,665
Fast, Cheap & Out of Control (1997) 832,785
Bullets Over Broadway (1994) 13,383,737
Stealing Beauty (1996) 4,573,330
Immortal Beloved (1994) 9,914,409
Victor/Victoria (1982) 28,215,453
City Slickers II: The Legend of Curly's Gold (1994) 65,022,360
M*A*S*H (1970) 109,920,000
Enchanted April (1991) 13,200,170
Annie Hall (1977) 57,253,791
Young Frankenstein (1974) 125,123,000
Full Monty, The (1997) 45,857,453
Secrets & Lies (1996) 13,417,292
Evita (1996) 73,298,979
It Could Happen to You (1994) 37,800,323
Return of the Jedi (1983) 500,773,409
Dead Man Walking (1995) 39,025,000
While You Were Sleeping (1995) 119,964,016
Babe (1995) 66,600,000
Back to the Future (1985) 303,398,294
Private Benjamin (1980) 39,139,769
Return of the Pink Panther, The (1974) 37,170,000
Preacher's Wife, The (1996) 69,743,611
Renaissance Man (1994) 24,332,324
My Left Foot (1989) 14,743,391
Michael (1996) 144,887,370
Daytrippers, The (1996) 2,084,559
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Toy Story (1995) 133,344,903
Four Weddings and a Funeral (1994) 75,888,832
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Piano, The (1993) 40,158,000
In & Out (1997) 63,826,569
Being There (1979) 30,177,511
Indiana Jones and the Last Crusade (1989) 312,671,806
Strawberry and Chocolate (Fresa y chocolate) (1993) 2,080,805
Forget Paris (1995) 33,194,500
Romy and Michele's High School Reunion (1997) 29,205,077
Aladdin (1992) 328,782,825
Multiplicity (1996) 20,101,861
Spy Hard (1996) 26,906,039
Career Girls (1997) 2,506,039
Grease (1978) 96,605,260
Postino, Il (1994) 20,681,301
Unzipped (1995) 2,875,086
Contact (1997) 149,887,543
Dave (1993) 93,370,710
Ace Ventura: Pet Detective (1994) 106,217,000
My Best Friend's Wedding (1997) 185,360,508
Dances with Wolves (1990) 265,746,848
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Men in Black (1997) 367,992,228
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Fantasia (1940) 49,310,882
Persuasion (1995) 5,462,325
Groundhog Day (1993) 103,406,973
Drop Dead Fred (1991) 13,878,334
Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964) 18,425
Shine (1996) 53,830,909
Dirty Dancing (1987) 89,171,578
Monty Python and the Holy Grail (1974) 1,821,082
Amateur (1994) 856,422
Butch Cassidy and the Sundance Kid (1969) 145,314,187
How to Make an American Quilt (1995) 23,574,130
Average 81,166,190
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