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
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Braveheart (1995) 110,286,945 Mr. Holland's Opus (1995) 119,078,097 Shawshank Redemption, The (1994) 28,341,469
Mr. Holland's Opus (1995) 119,078,097 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Sense and Sensibility (1995) 62,493,774
Jurassic Park (1993) 563,476,625 Jerry Maguire (1996) 228,557,864 Alien (1979) 42,285,739
E.T. the Extra-Terrestrial (1982) 259,597,332 Braveheart (1995) 110,286,945 Forrest Gump (1994) 485,691,196
Fargo (1996) 24,611,975 Independence Day (ID4) (1996) 483,359,255 Boot, Das (1981) 11,433,134
Forrest Gump (1994) 485,691,196 Shawshank Redemption, The (1994) 28,341,469 Monty Python's Life of Brian (1979) 646,124
Average 216,052,750 Average 216,445,929 Average 128,435,750

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
Father of the Bride Part II (1995) 112,794,000
Apollo 13 (1995) 94,378,651
Indiana Jones and the Last Crusade (1989) 312,671,806
French Kiss (1995) 38,900,000
Fried Green Tomatoes (1991) 117,503,000
Little Women (1994) 75,083,616
Toy Story (1995) 133,344,903
Sabrina (1995) 76,780,029
Sneakers (1992) 75,733,000
Mary Poppins (1964) 133,300,000
Star Trek: First Contact (1996) 207,001,027
Return of the Jedi (1983) 500,773,409
Dead Poets Society (1989) 144,288,116
Men in Black (1997) 367,992,228
Field of Dreams (1989) 94,962,625
101 Dalmatians (1996) 197,767,821
Matilda (1996) 33,084,249
Babe (1995) 66,600,000
Twister (1996) 375,152,715
Glory (1989) 100,326
Fantasia (1940) 49,310,882
Stargate (1994) 105,565,669
Star Wars (1977) 731,853,665
First Wives Club, The (1996) 150,063,383
Jaws (1975) 199,275,376
Bedknobs and Broomsticks (1971) 838,193
Oliver & Company (1988) 106,650,355
With Honors (1994) 20,043,254
Beauty and the Beast (1991) 94,902,028
Aristocats, The (1970) 43,914,658
Fly Away Home (1996) 24,506,082
Walk in the Clouds, A (1995) 73,516,507
Monty Python and the Holy Grail (1974) 1,821,082
Jumanji (1995) 152,675,249
Anne Frank Remembered (1995) 1,310,200
Nightmare Before Christmas, The (1993) 22,782,289
Cinderella (1950) 75,188,149
Lion King, The (1994) 188,740,944
Ben-Hur (1959) 106,992,000
Robin Hood: Prince of Thieves (1991) 173,380,000
Lawrence of Arabia (1962) 20,652,481
Pinocchio (1940) 59,305,559
While You Were Sleeping (1995) 119,964,016
Homeward Bound: The Incredible Journey (1993) 60,039,088
Fox and the Hound, The (1981) 53,368,988
Miracle on 34th Street (1994) 17,193,886
To Kill a Mockingbird (1962) 20,629,846
Hunt for Red October, The (1990) 179,209,868
Operation Dumbo Drop (1995) 24,700,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Maverick (1994) 151,131,272
Stand by Me (1986) 69,411,304
Snow White and the Seven Dwarfs (1937) 103,921,550
Empire Strikes Back, The (1980) 225,554,189
Back to the Future (1985) 303,398,294
Hercules (1997) 142,729,205
Volcano (1997) 71,496,882
Much Ado About Nothing (1993) 22,551,000
So I Married an Axe Murderer (1993) 11,585,483
Fly Away Home (1996) 24,506,082
White Squall (1996) 10,300,000
Strictly Ballroom (1992) 11,738,022
Aladdin (1992) 328,782,825
Princess Bride, The (1987) 21,277,649
Cry, the Beloved Country (1995) 676,525
Swan Princess, The (1994) 235,766
Misérables, Les (1995) 1,035,890
Contact (1997) 149,887,543
Rudy (1993) 22,750,363
Average 111,806,517
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