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
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Twelve Monkeys (1995) 82,512,000
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Indiana Jones and the Last Crusade (1989) 312,671,806
Braveheart (1995) 110,286,945 Twelve Monkeys (1995) 82,512,000 It's a Wonderful Life (1946) 3,548,018
Monty Python and the Holy Grail (1974) 1,821,082 Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469
One Flew Over the Cuckoo's Nest (1975) 171,940,000 English Patient, The (1996) 111,415,132 Apocalypse Now (1979) 42,606,290
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Citizen Kane (1941) 1,640,769
Twelve Monkeys (1995) 82,512,000 Princess Bride, The (1987) 21,277,649 Boot, Das (1981) 11,433,134
2001: A Space Odyssey (1968) 25,761,621 Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824
Average 108,892,989 Average 187,902,812 Average 122,974,902

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
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Birds, The (1963) 16,493,900
Reservoir Dogs (1992) 2,687,008
Lone Star (1996) 13,269,963
Primary Colors (1998) 38,966,057
Raising Arizona (1987) 22,847,564
Manchurian Candidate, The (1962) 4,180,630
Blade Runner (1982) 1,445,283
Red Rock West (1992) 2,502,551
GoodFellas (1990) 67,336,394
Local Hero (1983) 5,767,363
L.A. Confidential (1997) 64,604,977
Aliens (1986) 121,385,096
Pulp Fiction (1994) 84,022,201
Searching for Bobby Fischer (1993) 7,266,383
Cat People (1982) 5,694,940
Jaws (1975) 199,275,376
Terminator 2: Judgment Day (1991) 207,064,802
Psycho (1960) 43,200,000
Usual Suspects, The (1995) 1,120,000
Fargo (1996) 24,611,975
Jurassic Park (1993) 563,476,625
Star Wars (1977) 731,853,665
Die Hard (1988) 116,707,729
Rear Window (1954) 6,759,601
Alien (1979) 42,285,739
Bound (1996) 3,798,532
Godfather, The (1972) 291,702,411
Godfather: Part II, The (1974) 87,973,000
Empire Strikes Back, The (1980) 225,554,189
Strictly Ballroom (1992) 11,738,022
Cape Fear (1991) 118,590,000
Silence of the Lambs, The (1991) 137,332,208
To Kill a Mockingbird (1962) 20,629,846
African Queen, The (1951) 4,300,000
Average 94,329,104
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