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 Godfather, The (1972) 291,702,411 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Godfather, The (1972) 291,702,411
Titanic (1997) 600,779,824 Schindler's List (1993) 140,409,248 Twelve Monkeys (1995) 82,512,000
Monty Python and the Holy Grail (1974) 1,821,082 English Patient, The (1996) 111,415,132 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Twelve Monkeys (1995) 82,512,000 Twelve Monkeys (1995) 82,512,000 To Kill a Mockingbird (1962) 20,629,846
Blade Runner (1982) 1,445,283 Mr. Holland's Opus (1995) 119,078,097 Trainspotting (1996) 16,501,785
One Flew Over the Cuckoo's Nest (1975) 171,940,000 L.A. Confidential (1997) 64,604,977 Godfather: Part II, The (1974) 87,973,000
It's a Wonderful Life (1946) 3,548,018 Monty Python and the Holy Grail (1974) 1,821,082 Twister (1996) 375,152,715
Mr. Holland's Opus (1995) 119,078,097 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Blade Runner (1982) 1,445,283
Casablanca (1942) 5,806,467 Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000
Average 141,904,243 Average 145,534,777 Average 122,729,128

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
Pulp Fiction (1994) 84,022,201
Up Close and Personal (1996) 74,045,801
Eraser (1996) 147,260,786
Tombstone (1993) 82,627,065
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Carlito's Way (1993) 56,948,322
Donnie Brasco (1997) 60,851,988
Pump Up the Volume (1990) 11,541,758
Independence Day (ID4) (1996) 483,359,255
Candyman (1992) 25,792,310
Empire Strikes Back, The (1980) 225,554,189
Young Guns (1988) 64,686,644
Jerry Maguire (1996) 228,557,864
Better Off Dead... (1985) 10,297,601
Usual Suspects, The (1995) 1,120,000
Mr. Smith Goes to Washington (1939) 1,500,000
Hunt for Red October, The (1990) 179,209,868
Eat Drink Man Woman (1994) 7,294,403
Searching for Bobby Fischer (1993) 7,266,383
Full Metal Jacket (1987) 69,057,676
Rob Roy (1995) 31,600,000
Top Gun (1986) 256,050,237
Philadelphia (1993) 114,946,440
Forrest Gump (1994) 485,691,196
Field of Dreams (1989) 94,962,625
Liar Liar (1997) 277,327,280
Aladdin (1992) 328,782,825
Dead Poets Society (1989) 144,288,116
Groundhog Day (1993) 103,406,973
Get Shorty (1995) 103,619,110
Dave (1993) 93,370,710
Scream (1996) 103,001,286
Face/Off (1997) 163,746,077
Cool Runnings (1993) 98,839,263
It Could Happen to You (1994) 37,800,323
Alien (1979) 42,285,739
Snow White and the Seven Dwarfs (1937) 103,921,550
Ghost (1990) 226,931,306
Supercop (1992) 16,249,557
That Thing You Do! (1996) 25,809,813
Four Rooms (1995) 4,301,331
Return of the Jedi (1983) 500,773,409
Air Force One (1997) 250,384,803
In the Line of Fire (1993) 151,314,283
Nobody's Fool (1994) 57,487,686
Gone with the Wind (1939) 200,155,278
Akira (1988) 439,162
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Apollo 13 (1995) 94,378,651
Farewell My Concubine (1993) 5,216,888
True Romance (1993) 12,281,500
Heat (1995) 97,783,000
Amadeus (1984) 23,401,401
Glengarry Glen Ross (1992) 10,725,228
Before Sunrise (1995) 1,423,537
Dances with Wolves (1990) 265,746,848
Sneakers (1992) 75,733,000
Terminator 2: Judgment Day (1991) 207,064,802
Ransom (1996) 207,758,522
Star Trek IV: The Voyage Home (1986) 124,751,249
Batman (1989) 401,685,407
Glory (1989) 100,326
When Harry Met Sally... (1989) 134,613,546
Pinocchio (1940) 59,305,559
I.Q. (1994) 26,372,663
Benny & Joon (1993) 23,202,734
Toy Story (1995) 133,344,903
Con Air (1997) 146,553,269
E.T. the Extra-Terrestrial (1982) 259,597,332
Miracle on 34th Street (1994) 17,193,886
Sleepless in Seattle (1993) 191,463,006
Jurassic Park (1993) 563,476,625
Above the Rim (1994) 16,036,534
Clear and Present Danger (1994) 176,112,710
Crimson Tide (1995) 135,266,000
Men in Black (1997) 367,992,228
Contact (1997) 149,887,543
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Aliens (1986) 121,385,096
Good Will Hunting (1997) 192,328,280
Star Wars (1977) 731,853,665
Die Hard (1988) 116,707,729
Fargo (1996) 24,611,975
Robin Hood: Prince of Thieves (1991) 173,380,000
Phenomenon (1996) 155,732,573
American President, The (1995) 95,000,000
Gattaca (1997) 12,339,633
Bulletproof (1996) 21,162,420
Harlem (1993) 18,272,447
I'll Do Anything (1994) 10,209,111
Quiz Show (1994) 24,822,619
Beauty and the Beast (1991) 94,902,028
While You Were Sleeping (1995) 119,964,016
Othello (1995) 2,112,951
Swingers (1996) 4,505,922
Star Trek: First Contact (1996) 207,001,027
Sleepers (1996) 76,705,552
Man Without a Face, The (1993) 24,760,338
Reservoir Dogs (1992) 2,687,008
Milk Money (1994) 18,137,661
Hard Target (1993) 32,534,954
Shawshank Redemption, The (1994) 28,341,469
Real Genius (1985) 13,000,000
True Lies (1994) 226,261,000
First Knight (1995) 37,600,435
Rumble in the Bronx (1995) 32,333,860
Silence of the Lambs, The (1991) 137,332,208
Speed (1994) 121,248,145
Bad Boys (1995) 97,168,842
Sabrina (1995) 76,780,029
In & Out (1997) 63,826,569
Back to the Future (1985) 303,398,294
Braveheart (1995) 110,286,945
Mission: Impossible (1996) 274,049,639
Indiana Jones and the Last Crusade (1989) 312,671,806
Mrs. Doubtfire (1993) 330,200,000
Higher Learning (1995) 58,490,723
Swimming with Sharks (1995) 376,928
Seven (Se7en) (1995) 143,225,000
Princess Bride, The (1987) 21,277,649
Mixed Nuts (1994) 6,798,240
Average 119,560,355
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