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 Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Schindler's List (1993) 140,409,248 Twelve Monkeys (1995) 82,512,000
Alien (1979) 42,285,739 Scream (1996) 103,001,286 Back to the Future (1985) 303,398,294
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Twelve Monkeys (1995) 82,512,000 Amadeus (1984) 23,401,401
Twelve Monkeys (1995) 82,512,000 Titanic (1997) 600,779,824 Heat (1995) 97,783,000
Aliens (1986) 121,385,096 Independence Day (ID4) (1996) 483,359,255 Alien (1979) 42,285,739
Back to the Future (1985) 303,398,294 English Patient, The (1996) 111,415,132 Boot, Das (1981) 11,433,134
Independence Day (ID4) (1996) 483,359,255 Monty Python and the Holy Grail (1974) 1,821,082 Monty Python and the Holy Grail (1974) 1,821,082
Blade Runner (1982) 1,445,283 Star Trek: First Contact (1996) 207,001,027 Independence Day (ID4) (1996) 483,359,255
Average 148,190,090 Average 201,353,130 Average 131,974,805

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
Quiz Show (1994) 24,822,619
Truth About Cats & Dogs, The (1996) 34,073,143
Seven (Se7en) (1995) 143,225,000
Young Guns (1988) 64,686,644
Program, The (1993) 23,004,026
Field of Dreams (1989) 94,962,625
Indiana Jones and the Last Crusade (1989) 312,671,806
Executive Decision (1996) 93,638,632
Usual Suspects, The (1995) 1,120,000
Jerry Maguire (1996) 228,557,864
Courage Under Fire (1996) 87,335,823
Return of the Jedi (1983) 500,773,409
Army of Darkness (1993) 11,502,976
Stand by Me (1986) 69,411,304
Terminator 2: Judgment Day (1991) 207,064,802
Godfather, The (1972) 291,702,411
Reality Bites (1994) 20,982,557
Die Hard 2 (1990) 120,083,665
Full Metal Jacket (1987) 69,057,676
Bad Boys (1995) 97,168,842
Mission: Impossible (1996) 274,049,639
Killing Zoe (1994) 418,953
Home Alone (1990) 425,860,243
River Wild, The (1994) 69,356,343
Kalifornia (1993) 2,395,231
Outbreak (1995) 99,323,573
Mallrats (1995) 2,122,561
Top Gun (1986) 256,050,237
Taxi Driver (1976) 33,669,000
Silence of the Lambs, The (1991) 137,332,208
Interview with the Vampire (1994) 145,789,330
Carlito's Way (1993) 56,948,322
My Fair Lady (1964) 42,805,000
Clerks (1994) 3,151,130
Shawshank Redemption, The (1994) 28,341,469
GoodFellas (1990) 67,336,394
Cape Fear (1991) 118,590,000
People vs. Larry Flynt, The (1996) 20,191,312
Godfather: Part II, The (1974) 87,973,000
Trainspotting (1996) 16,501,785
Empire Strikes Back, The (1980) 225,554,189
Mortal Kombat (1995) 107,045,672
Under Siege (1992) 120,463,139
Candyman: Farewell to the Flesh (1995) 13,940,383
Giant (1956) 14,169,928
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Great White Hype, The (1996) 7,874,000
Fargo (1996) 24,611,975
Transformers: The Movie, The (1986) 5,706,456
GoldenEye (1995) 146,028,496
Crimson Tide (1995) 135,266,000
Pulp Fiction (1994) 84,022,201
Broken Arrow (1996) 105,069,070
True Lies (1994) 226,261,000
Rumble in the Bronx (1995) 32,333,860
Patton (1970) 89,800,000
Braveheart (1995) 110,286,945
Apollo 13 (1995) 94,378,651
Dave (1993) 93,370,710
Princess Bride, The (1987) 21,277,649
Sneakers (1992) 75,733,000
Clear and Present Danger (1994) 176,112,710
Highlander (1986) 5,735,847
Ace Ventura: Pet Detective (1994) 106,217,000
Evil Dead II (1987) 5,923,044
Billy Madison (1995) 25,588,750
True Romance (1993) 12,281,500
Star Wars (1977) 731,853,665
Clueless (1995) 75,525,013
To Kill a Mockingbird (1962) 20,629,846
Batman (1989) 401,685,407
Cliffhanger (1993) 127,356,211
Juror, The (1996) 22,754,725
When Harry Met Sally... (1989) 134,613,546
Happy Gilmore (1996) 38,624,000
Forrest Gump (1994) 485,691,196
Ben-Hur (1959) 106,992,000
Dead Poets Society (1989) 144,288,116
Candyman (1992) 25,792,310
Tombstone (1993) 82,627,065
Nightmare on Elm Street, A (1984) 65,398,755
Pretty Woman (1990) 260,311,268
Average 111,917,644
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