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 Full Monty, The (1997) 45,857,453
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Pulp Fiction (1994) 84,022,201
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Princess Bride, The (1987) 21,277,649
Pulp Fiction (1994) 84,022,201 Chasing Amy (1997) 12,006,514 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467
Trainspotting (1996) 16,501,785 Trainspotting (1996) 16,501,785 Conspiracy Theory (1997) 111,189,998
Chasing Amy (1997) 12,006,514 Pulp Fiction (1994) 84,022,201 Independence Day (ID4) (1996) 483,359,255
Usual Suspects, The (1995) 1,120,000 Liar Liar (1997) 277,327,280 Trainspotting (1996) 16,501,785
Empire Strikes Back, The (1980) 225,554,189 Boot, Das (1981) 11,433,134 Twelve Monkeys (1995) 82,512,000
Princess Bride, The (1987) 21,277,649 Usual Suspects, The (1995) 1,120,000 Monty Python and the Holy Grail (1974) 1,821,082
Average 151,240,786 Average 155,433,644 Average 102,428,789

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
Six Degrees of Separation (1993) 6,410,676
Men in Black (1997) 367,992,228
George of the Jungle (1997) 149,879,375
Antonia's Line (1995) 4,823,217
Gattaca (1997) 12,339,633
Thousand Acres, A (1997) 7,928,412
Back to the Future (1985) 303,398,294
Priest (1994) 4,176,932
Beautiful Thing (1996) 1,449,934
Cop Land (1997) 64,207,716
In Love and War (1996) 14,466,354
Mr. Holland's Opus (1995) 119,078,097
Evil Dead II (1987) 5,923,044
People vs. Larry Flynt, The (1996) 20,191,312
English Patient, The (1996) 111,415,132
Ransom (1996) 207,758,522
Crash (1996) 3,168,660
It's My Party (1995) 616,663
Schindler's List (1993) 140,409,248
Matilda (1996) 33,084,249
Cinderella (1950) 75,188,149
Copycat (1995) 32,051,917
Piano, The (1993) 40,158,000
Breaking the Waves (1996) 4,040,691
Quiz Show (1994) 24,822,619
Private Parts (1997) 59,339,346
Die Hard (1988) 116,707,729
Secrets & Lies (1996) 13,417,292
Bram Stoker's Dracula (1992) 129,722,790
Fargo (1996) 24,611,975
Selena (1997) 35,422,828
Set It Off (1996) 36,049,108
Seven (Se7en) (1995) 143,225,000
Cape Fear (1991) 118,590,000
It Could Happen to You (1994) 37,800,323
Homeward Bound: The Incredible Journey (1993) 60,039,088
Toy Story (1995) 133,344,903
Heavenly Creatures (1994) 3,049,135
Fantasia (1940) 49,310,882
Dante's Peak (1997) 98,728,432
Jerry Maguire (1996) 228,557,864
To Die For (1995) 21,284,514
Silence of the Lambs, The (1991) 137,332,208
Scream 2 (1997) 140,865,935
Leaving Las Vegas (1995) 31,968,347
Devil's Advocate, The (1997) 86,587,776
Clueless (1995) 75,525,013
Kiss the Girls (1997) 86,753,012
Emma (1996) 22,201,883
Titanic (1997) 600,779,824
Spitfire Grill, The (1996) 12,643,776
Bound (1996) 3,798,532
Ice Storm, The (1997) 7,837,632
French Twist (Gazon maudit) (1995) 1,400,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Event Horizon (1997) 26,616,590
Air Force One (1997) 250,384,803
Citizen Ruth (1996) 153,155
Romy and Michele's High School Reunion (1997) 29,205,077
U Turn (1997) 6,633,400
Fly Away Home (1996) 24,506,082
Jurassic Park (1993) 563,476,625
Apollo 13 (1995) 94,378,651
Starship Troopers (1997) 79,093,786
E.T. the Extra-Terrestrial (1982) 259,597,332
Marvin's Room (1996) 12,782,508
Gandhi (1982) 77,737,889
Sense and Sensibility (1995) 62,493,774
Carrie (1976) 49,007,514
Phenomenon (1996) 155,732,573
Four Weddings and a Funeral (1994) 75,888,832
Shawshank Redemption, The (1994) 28,341,469
Celluloid Closet, The (1995) 1,507,800
Fried Green Tomatoes (1991) 117,503,000
Welcome to the Dollhouse (1995) 4,429,002
Mary Poppins (1964) 133,300,000
Alien: Resurrection (1997) 47,748,610
Fox and the Hound, The (1981) 53,368,988
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Boogie Nights (1997) 26,384,919
Shallow Grave (1994) 2,881,508
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Scream (1996) 103,001,286
Amadeus (1984) 23,401,401
Ulee's Gold (1997) 9,054,736
Family Thing, A (1996) 10,118,000
Twister (1996) 375,152,715
Dead Man Walking (1995) 39,025,000
Truth About Cats & Dogs, The (1996) 34,073,143
Long Kiss Goodnight, The (1996) 33,328,051
Restoration (1995) 4,100,000
Return of the Jedi (1983) 500,773,409
Donnie Brasco (1997) 60,851,988
Braveheart (1995) 110,286,945
Aladdin (1992) 328,782,825
Good Will Hunting (1997) 192,328,280
My Best Friend's Wedding (1997) 185,360,508
L.A. Confidential (1997) 64,604,977
Sling Blade (1996) 24,475,416
Contact (1997) 149,887,543
Postino, Il (1994) 20,681,301
Ulee's Gold (1997) 9,054,736
Average 86,787,760
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