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
Braveheart (1995) 110,286,945 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
Air Force One (1997) 250,384,803 Air Force One (1997) 250,384,803 Contact (1997) 149,887,543
Indiana Jones and the Last Crusade (1989) 312,671,806 Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469
Contact (1997) 149,887,543 Men in Black (1997) 367,992,228 Pulp Fiction (1994) 84,022,201
Forrest Gump (1994) 485,691,196 Godfather, The (1972) 291,702,411 Courage Under Fire (1996) 87,335,823
Shawshank Redemption, The (1994) 28,341,469 Star Trek: First Contact (1996) 207,001,027 Miracle on 34th Street (1994) 17,193,886
Star Trek: First Contact (1996) 207,001,027 English Patient, The (1996) 111,415,132 Air Force One (1997) 250,384,803
Men in Black (1997) 367,992,228 Braveheart (1995) 110,286,945 Forrest Gump (1994) 485,691,196
Terminator 2: Judgment Day (1991) 207,064,802 Conspiracy Theory (1997) 111,189,998 Casablanca (1942) 5,806,467
Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248 Cinderella (1950) 75,188,149
Average 214,393,379 Average 176,488,131 Average 129,413,848

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
Lion King, The (1994) 188,740,944
Chasing Amy (1997) 12,006,514
Village of the Damned (1995) 9,417,567
Casper (1995) 149,489,194
Liar Liar (1997) 277,327,280
Independence Day (ID4) (1996) 483,359,255
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Cool Runnings (1993) 98,839,263
Stephen King's The Langoliers (1995) 99,323,573
River Wild, The (1994) 69,356,343
Beavis and Butt-head Do America (1996) 90,162,233
Scream (1996) 103,001,286
Wedding Singer, The (1998) 114,729,850
Richie Rich (1994) 56,587,756
Hercules (1997) 142,729,205
Chasing Amy (1997) 12,006,514
Toy Story (1995) 133,344,903
Jane Eyre (1996) 5,173,860
Pinocchio (1940) 59,305,559
Twister (1996) 375,152,715
E.T. the Extra-Terrestrial (1982) 259,597,332
Mr. Holland's Opus (1995) 119,078,097
Old Yeller (1957) 10,050,000
Fox and the Hound, The (1981) 53,368,988
Silence of the Lambs, The (1991) 137,332,208
Space Jam (1996) 136,520,983
Jack (1996) 84,189,393
Congo (1995) 113,871,668
Homeward Bound: The Incredible Journey (1993) 60,039,088
Lawnmower Man, The (1992) 27,207,265
Angels in the Outfield (1994) 72,693,831
April Fool's Day (1986) 12,543,892
Santa Clause, The (1994) 139,225,854
Drop Dead Fred (1991) 13,878,334
Titanic (1997) 600,779,824
Apollo 13 (1995) 94,378,651
Balto (1995) 11,268,750
Dante's Peak (1997) 98,728,432
Gold Diggers: The Secret of Bear Mountain (1995) 6,029,091
D3: The Mighty Ducks (1996) 22,936,273
Jerry Maguire (1996) 228,557,864
Return of the Jedi (1983) 500,773,409
Jumanji (1995) 152,675,249
Jurassic Park (1993) 563,476,625
Empire Strikes Back, The (1980) 225,554,189
Free Willy (1993) 113,698,625
Thinner (1996) 15,171,475
Home Alone (1990) 425,860,243
Ransom (1996) 207,758,522
Fantasia (1940) 49,310,882
Princess Bride, The (1987) 21,277,649
Flipper (1996) 20,047,715
Aladdin (1992) 328,782,825
Robin Hood: Prince of Thieves (1991) 173,380,000
Star Wars (1977) 731,853,665
Pete's Dragon (1977) 22,500,000
Beauty and the Beast (1991) 94,902,028
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Little Women (1994) 75,083,616
Event Horizon (1997) 26,616,590
Kid in King Arthur's Court, A (1995) 13,323,625
Mrs. Doubtfire (1993) 330,200,000
Twelve Monkeys (1995) 82,512,000
Average 142,574,240
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