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 Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248
Return of the Jedi (1983) 500,773,409 Schindler's List (1993) 140,409,248 Amadeus (1984) 23,401,401
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Terminator 2: Judgment Day (1991) 207,064,802
Amadeus (1984) 23,401,401 Toy Story (1995) 133,344,903 Alien (1979) 42,285,739
Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000
Monty Python and the Holy Grail (1974) 1,821,082 L.A. Confidential (1997) 64,604,977 Boot, Das (1981) 11,433,134
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Toy Story (1995) 133,344,903
Blade Runner (1982) 1,445,283 Jerry Maguire (1996) 228,557,864 Apollo 13 (1995) 94,378,651
Terminator 2: Judgment Day (1991) 207,064,802 Amadeus (1984) 23,401,401 It's a Wonderful Life (1946) 3,548,018
When Harry Met Sally... (1989) 134,613,546 Boot, Das (1981) 11,433,134 To Kill a Mockingbird (1962) 20,629,846
Average 174,945,996 Average 183,167,421 Average 75,900,774

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
Tin Cup (1996) 77,003,584
Quiz Show (1994) 24,822,619
Dead Man Walking (1995) 39,025,000
Killing Fields, The (1984) 50,509,720
Death and the Maiden (1994) 2,104,000
Godfather: Part II, The (1974) 87,973,000
On Golden Pond (1981) 80,430,967
Kiss the Girls (1997) 86,753,012
Back to the Future (1985) 303,398,294
Secret of Roan Inish, The (1994) 6,101,600
Soul Food (1997) 43,490,057
Cyrano de Bergerac (1990) 5,820,020
In the Name of the Father (1993) 25,096,862
My Left Foot (1989) 14,743,391
Some Kind of Wonderful (1987) 18,553,948
Clear and Present Danger (1994) 176,112,710
Star Wars (1977) 731,853,665
2001: A Space Odyssey (1968) 25,761,621
Fried Green Tomatoes (1991) 117,503,000
Hunt for Red October, The (1990) 179,209,868
GoodFellas (1990) 67,336,394
Shawshank Redemption, The (1994) 28,341,469
Long Kiss Goodnight, The (1996) 33,328,051
Mr. Holland's Opus (1995) 119,078,097
E.T. the Extra-Terrestrial (1982) 259,597,332
Rosewood (1997) 13,104,494
Groundhog Day (1993) 103,406,973
Searching for Bobby Fischer (1993) 7,266,383
Empire Strikes Back, The (1980) 225,554,189
Braveheart (1995) 110,286,945
Bridge on the River Kwai, The (1957) 50,495,000
In the Line of Fire (1993) 151,314,283
Contact (1997) 149,887,543
Bronx Tale, A (1993) 17,266,971
Muriel's Wedding (1994) 15,185,594
Nell (1994) 33,592,700
Everyone Says I Love You (1996) 9,714,482
Devil's Advocate, The (1997) 86,587,776
English Patient, The (1996) 111,415,132
Silence of the Lambs, The (1991) 137,332,208
Usual Suspects, The (1995) 1,120,000
Truth About Cats & Dogs, The (1996) 34,073,143
Glory (1989) 100,326
Bonnie and Clyde (1967) 72,800,000
Stand by Me (1986) 69,411,304
Trainspotting (1996) 16,501,785
Air Force One (1997) 250,384,803
Taxi Driver (1976) 33,669,000
Princess Bride, The (1987) 21,277,649
Big Night (1996) 11,881,039
Old Yeller (1957) 10,050,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Sling Blade (1996) 24,475,416
Forrest Gump (1994) 485,691,196
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Die Hard (1988) 116,707,729
Dead Poets Society (1989) 144,288,116
Jaws (1975) 199,275,376
Fargo (1996) 24,611,975
Scream (1996) 103,001,286
Restoration (1995) 4,100,000
True Romance (1993) 12,281,500
Casino (1995) 62,726,000
Pump Up the Volume (1990) 11,541,758
Man Without a Face, The (1993) 24,760,338
Remains of the Day, The (1993) 22,954,968
Raising Arizona (1987) 22,847,564
Chasing Amy (1997) 12,006,514
Fish Called Wanda, A (1988) 93,259,712
Leaving Las Vegas (1995) 31,968,347
Dave (1993) 93,370,710
Pulp Fiction (1994) 84,022,201
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Starship Troopers (1997) 79,093,786
Glengarry Glen Ross (1992) 10,725,228
Godfather, The (1972) 291,702,411
Sense and Sensibility (1995) 62,493,774
Average 90,850,128
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