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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Braveheart (1995) 110,286,945
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Empire Strikes Back, The (1980) 225,554,189
Usual Suspects, The (1995) 1,120,000 Empire Strikes Back, The (1980) 225,554,189 Apocalypse Now (1979) 42,606,290
Braveheart (1995) 110,286,945 Leaving Las Vegas (1995) 31,968,347 Princess Bride, The (1987) 21,277,649
Toy Story (1995) 133,344,903 Usual Suspects, The (1995) 1,120,000 Twelve Monkeys (1995) 82,512,000
Monty Python and the Holy Grail (1974) 1,821,082 Princess Bride, The (1987) 21,277,649 Rear Window (1954) 6,759,601
English Patient, The (1996) 111,415,132 Braveheart (1995) 110,286,945 Usual Suspects, The (1995) 1,120,000
Average 186,205,894 Average 189,220,621 Average 75,948,868

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
Contact (1997) 149,887,543
Schindler's List (1993) 140,409,248
Malice (1993) 67,044,636
Get Shorty (1995) 103,619,110
Searching for Bobby Fischer (1993) 7,266,383
Shine (1996) 53,830,909
People vs. Larry Flynt, The (1996) 20,191,312
Silence of the Lambs, The (1991) 137,332,208
Postino, Il (1994) 20,681,301
Real Genius (1985) 13,000,000
Gone with the Wind (1939) 200,155,278
Red Corner (1997) 22,415,440
Cinema Paradiso (1988) 392,045
Rudy (1993) 22,750,363
Old Lady Who Walked in the Sea, The (Vieille qui marchait dans la mer, La) (1991) 50,349
Heat (1995) 97,783,000
Full Monty, The (1997) 45,857,453
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Flirting With Disaster (1996) 14,891,000
Citizen Kane (1941) 1,640,769
Out to Sea (1997) 27,974,168
Titanic (1997) 600,779,824
Clerks (1994) 3,151,130
Apollo 13 (1995) 94,378,651
Godfather: Part II, The (1974) 87,973,000
Speed (1994) 121,248,145
Three Colors: Red (1994) 4,043,686
Family Thing, A (1996) 10,118,000
Top Gun (1986) 256,050,237
Patton (1970) 89,800,000
Fish Called Wanda, A (1988) 93,259,712
My Family (1995) 11,079,373
Amadeus (1984) 23,401,401
Gandhi (1982) 77,737,889
Mr. Holland's Opus (1995) 119,078,097
Fried Green Tomatoes (1991) 117,503,000
Taxi Driver (1976) 33,669,000
Clockwork Orange, A (1971) 38,589,355
Casablanca (1942) 5,806,467
Great Dictator, The (1940) 395,872
Clear and Present Danger (1994) 176,112,710
Jerry Maguire (1996) 228,557,864
Annie Hall (1977) 57,253,791
Godfather, The (1972) 291,702,411
Father of the Bride (1950) 4,054,400
Tin Men (1987) 25,411,386
Ransom (1996) 207,758,522
Philadelphia (1993) 114,946,440
My Left Foot (1989) 14,743,391
Psycho (1960) 43,200,000
Dead Poets Society (1989) 144,288,116
Butch Cassidy and the Sundance Kid (1969) 145,314,187
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Stand by Me (1986) 69,411,304
In the Name of the Father (1993) 25,096,862
Forrest Gump (1994) 485,691,196
Kolya (1996) 5,730,711
When Harry Met Sally... (1989) 134,613,546
Phenomenon (1996) 155,732,573
Dead Man Walking (1995) 39,025,000
Pulp Fiction (1994) 84,022,201
Ben-Hur (1959) 106,992,000
L.A. Confidential (1997) 64,604,977
E.T. the Extra-Terrestrial (1982) 259,597,332
Shawshank Redemption, The (1994) 28,341,469
As Good As It Gets (1997) 215,563,842
Vegas Vacation (1997) 36,429,528
M*A*S*H (1970) 109,920,000
Boot, Das (1981) 11,433,134
Mrs. Doubtfire (1993) 330,200,000
Young Frankenstein (1974) 125,123,000
Average 96,568,908
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