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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411
Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Mr. Holland's Opus (1995) 119,078,097
Terminator 2: Judgment Day (1991) 207,064,802 Shawshank Redemption, The (1994) 28,341,469 Twelve Monkeys (1995) 82,512,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Mr. Holland's Opus (1995) 119,078,097 Godfather: Part II, The (1974) 87,973,000
Mr. Holland's Opus (1995) 119,078,097 Scream (1996) 103,001,286 Return of the Jedi (1983) 500,773,409
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 GoodFellas (1990) 67,336,394
Amadeus (1984) 23,401,401 Liar Liar (1997) 277,327,280 Shawshank Redemption, The (1994) 28,341,469
Casablanca (1942) 5,806,467 Dead Man Walking (1995) 39,025,000 Reservoir Dogs (1992) 2,687,008
Average 145,523,203 Average 157,778,805 Average 137,695,576

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
Get Shorty (1995) 103,619,110
E.T. the Extra-Terrestrial (1982) 259,597,332
Contact (1997) 149,887,543
Schindler's List (1993) 140,409,248
Broken Arrow (1996) 105,069,070
Star Trek: First Contact (1996) 207,001,027
While You Were Sleeping (1995) 119,964,016
Forrest Gump (1994) 485,691,196
Men in Black (1997) 367,992,228
Cool Runnings (1993) 98,839,263
Princess Caraboo (1994) 3,021,629
Titanic (1997) 600,779,824
Supercop (1992) 16,249,557
Volcano (1997) 71,496,882
Star Wars (1977) 731,853,665
Father of the Bride Part II (1995) 112,794,000
Truth About Cats & Dogs, The (1996) 34,073,143
In the Name of the Father (1993) 25,096,862
Monty Python and the Holy Grail (1974) 1,821,082
Pulp Fiction (1994) 84,022,201
Tin Cup (1996) 77,003,584
Rudy (1993) 22,750,363
Braveheart (1995) 110,286,945
Apollo 13 (1995) 94,378,651
When Harry Met Sally... (1989) 134,613,546
Back to the Future (1985) 303,398,294
Princess Bride, The (1987) 21,277,649
Lone Star (1996) 13,269,963
Empire Strikes Back, The (1980) 225,554,189
Highlander (1986) 5,735,847
Hunt for Red October, The (1990) 179,209,868
Fried Green Tomatoes (1991) 117,503,000
Emma (1996) 22,201,883
Pretty Woman (1990) 260,311,268
True Lies (1994) 226,261,000
Primal Fear (1996) 80,646,667
Air Force One (1997) 250,384,803
Die Hard (1988) 116,707,729
Shadowlands (1993) 25,842,000
Down Periscope (1996) 25,785,603
Con Air (1997) 146,553,269
Sense and Sensibility (1995) 62,493,774
Raising Arizona (1987) 22,847,564
Philadelphia (1993) 114,946,440
Toy Story (1995) 133,344,903
Indiana Jones and the Last Crusade (1989) 312,671,806
Kiss the Girls (1997) 86,753,012
Austin Powers: International Man of Mystery (1997) 78,171,630
Sneakers (1992) 75,733,000
Field of Dreams (1989) 94,962,625
Big Night (1996) 11,881,039
Ransom (1996) 207,758,522
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Fish Called Wanda, A (1988) 93,259,712
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Dead Poets Society (1989) 144,288,116
Babe (1995) 66,600,000
Silence of the Lambs, The (1991) 137,332,208
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Aladdin (1992) 328,782,825
Seven (Se7en) (1995) 143,225,000
Four Weddings and a Funeral (1994) 75,888,832
Absolute Power (1997) 73,037,233
Full Monty, The (1997) 45,857,453
Eraser (1996) 147,260,786
Independence Day (ID4) (1996) 483,359,255
Searching for Bobby Fischer (1993) 7,266,383
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Speed (1994) 121,248,145
That Thing You Do! (1996) 25,809,813
Sabrina (1995) 76,780,029
Beauty and the Beast (1991) 94,902,028
Much Ado About Nothing (1993) 22,551,000
L.A. Confidential (1997) 64,604,977
Rumble in the Bronx (1995) 32,333,860
Jerry Maguire (1996) 228,557,864
Clueless (1995) 75,525,013
Sling Blade (1996) 24,475,416
Usual Suspects, The (1995) 1,120,000
Cinderella (1950) 75,188,149
Only You (1994) 20,042,048
Jurassic Park (1993) 563,476,625
First Knight (1995) 37,600,435
It's a Wonderful Life (1946) 3,548,018
Mission: Impossible (1996) 274,049,639
Average 128,205,166
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