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
Silence of the Lambs, The (1991) 137,332,208 Titanic (1997) 600,779,824 Silence of the Lambs, The (1991) 137,332,208
Casablanca (1942) 5,806,467 Godfather, The (1972) 291,702,411 Casablanca (1942) 5,806,467
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Fargo (1996) 24,611,975 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Back to the Future (1985) 303,398,294
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 L.A. Confidential (1997) 64,604,977 Monty Python and the Holy Grail (1974) 1,821,082
Princess Bride, The (1987) 21,277,649 Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Full Monty, The (1997) 45,857,453 Rear Window (1954) 6,759,601
Average 180,493,455 Average 193,876,376 Average 99,408,265

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
It Happened One Night (1934) 2,000,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Air Bud (1997) 23,125,940
To Kill a Mockingbird (1962) 20,629,846
Roman Holiday (1953) 8,000,000
Secret Garden, The (1993) 30,000,000
Wag the Dog (1997) 43,022,524
Lawrence of Arabia (1962) 20,652,481
Fly Away Home (1996) 24,506,082
Crimson Tide (1995) 135,266,000
Breakfast at Tiffany's (1961) 15,500,000
Fly Away Home (1996) 24,506,082
Vertigo (1958) 7,024,928
Empire Strikes Back, The (1980) 225,554,189
That Darn Cat! (1997) 18,239,932
When Harry Met Sally... (1989) 134,613,546
Rebecca (1940) 1,526,957
Annie Hall (1977) 57,253,791
Ulee's Gold (1997) 9,054,736
It's a Wonderful Life (1946) 3,548,018
Aladdin (1992) 328,782,825
Star Wars (1977) 731,853,665
Dances with Wolves (1990) 265,746,848
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Grumpier Old Men (1995) 105,662,663
To Be or Not to Be (1942) 2,100,000
Apt Pupil (1998) 8,838,938
Contact (1997) 149,887,543
Jaws (1975) 199,275,376
Killing Fields, The (1984) 50,509,720
High Noon (1952) 7,150,000
Lion King, The (1994) 188,740,944
As Good As It Gets (1997) 215,563,842
Good Will Hunting (1997) 192,328,280
Snow White and the Seven Dwarfs (1937) 103,921,550
Singin' in the Rain (1952) 7,665,000
Hunt for Red October, The (1990) 179,209,868
Amistad (1997) 44,175,394
When a Man Loves a Woman (1994) 71,968,959
Indiana Jones and the Last Crusade (1989) 312,671,806
North by Northwest (1959) 19,977,527
Air Force One (1997) 250,384,803
Field of Dreams (1989) 94,962,625
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Philadelphia Story, The (1940) 3,000,000
Lone Star (1996) 13,269,963
My Favorite Year (1982) 20,123,620
Schindler's List (1993) 140,409,248
Charade (1963) 6,209,420
African Queen, The (1951) 4,300,000
George of the Jungle (1997) 149,879,375
Average 102,930,321
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