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
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Godfather: Part II, The (1974) 87,973,000
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 To Kill a Mockingbird (1962) 20,629,846
Seven (Se7en) (1995) 143,225,000 Titanic (1997) 600,779,824 Lone Star (1996) 13,269,963
Indiana Jones and the Last Crusade (1989) 312,671,806 Usual Suspects, The (1995) 1,120,000 Godfather, The (1972) 291,702,411
Terminator 2: Judgment Day (1991) 207,064,802 Scream (1996) 103,001,286 Psycho (1960) 43,200,000
Casablanca (1942) 5,806,467 Full Monty, The (1997) 45,857,453 Hudsucker Proxy, The (1994) 2,869,369
Titanic (1997) 600,779,824 Sense and Sensibility (1995) 62,493,774 Casablanca (1942) 5,806,467
E.T. the Extra-Terrestrial (1982) 259,597,332 Mr. Holland's Opus (1995) 119,078,097 GoodFellas (1990) 67,336,394
Aliens (1986) 121,385,096 Men in Black (1997) 367,992,228 Paths of Glory (1957) 899,327
Average 208,068,494 Average 184,077,241 Average 67,101,898

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
One Fine Day (1996) 68,829,020
Hunt for Red October, The (1990) 179,209,868
Muriel's Wedding (1994) 15,185,594
Enchanted April (1991) 13,200,170
Alien (1979) 42,285,739
Empire Strikes Back, The (1980) 225,554,189
Tommy Boy (1995) 32,700,000
Monty Python's Life of Brian (1979) 646,124
Jack (1996) 84,189,393
Blade Runner (1982) 1,445,283
Star Trek: Generations (1994) 111,368,868
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Twelve Monkeys (1995) 82,512,000
When Harry Met Sally... (1989) 134,613,546
Crimson Tide (1995) 135,266,000
Raising Arizona (1987) 22,847,564
Fargo (1996) 24,611,975
Crow: City of Angels, The (1996) 17,883,659
Black Sheep (1996) 32,377,000
Jerry Maguire (1996) 228,557,864
Aladdin (1992) 328,782,825
My Left Foot (1989) 14,743,391
Platoon (1986) 207,900,328
Mighty Aphrodite (1995) 6,700,000
Heavy Metal (1981) 9,300,000
Trees Lounge (1996) 673,269
Lost Highway (1997) 3,796,699
Clockwork Orange, A (1971) 38,589,355
Benny & Joon (1993) 23,202,734
Young Frankenstein (1974) 125,123,000
Flirting With Disaster (1996) 14,891,000
So I Married an Axe Murderer (1993) 11,585,483
Young Guns (1988) 64,686,644
Angels and Insects (1995) 5,304,000
If Lucy Fell (1996) 4,635,344
Braveheart (1995) 110,286,945
Cable Guy, The (1996) 93,754,431
People vs. Larry Flynt, The (1996) 20,191,312
Nutty Professor, The (1996) 185,482,745
Apocalypse Now (1979) 42,606,290
Amadeus (1984) 23,401,401
Fearless (1993) 6,995,302
Monty Python and the Holy Grail (1974) 1,821,082
Unstrung Heroes (1995) 7,929,241
Contact (1997) 149,887,543
Liar Liar (1997) 277,327,280
Back to the Future (1985) 303,398,294
Hamlet (1996) 4,414,535
Dead Poets Society (1989) 144,288,116
Reality Bites (1994) 20,982,557
Return of the Jedi (1983) 500,773,409
Life Less Ordinary, A (1997) 4,266,243
Trainspotting (1996) 16,501,785
Bram Stoker's Dracula (1992) 129,722,790
2001: A Space Odyssey (1968) 25,761,621
This Is Spinal Tap (1984) 188,751
Forrest Gump (1994) 485,691,196
Circle of Friends (1995) 23,397,365
Before Sunrise (1995) 1,423,537
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Interview with the Vampire (1994) 145,789,330
She's the One (1996) 9,449,219
Top Gun (1986) 256,050,237
Secret Garden, The (1993) 30,000,000
Threesome (1994) 14,815,000
Firm, The (1993) 686,502
Clerks (1994) 3,151,130
Michael (1996) 144,887,370
Madness of King George, The (1994) 15,238,994
Clear and Present Danger (1994) 176,112,710
Sleepers (1996) 76,705,552
Night on Earth (1991) 2,015,810
Dazed and Confused (1993) 7,993,039
Kingpin (1996) 24,944,213
Grease (1978) 96,605,260
True Romance (1993) 12,281,500
Remains of the Day, The (1993) 22,954,968
Kalifornia (1993) 2,395,231
While You Were Sleeping (1995) 119,964,016
Truth About Cats & Dogs, The (1996) 34,073,143
My Own Private Idaho (1991) 6,258,980
Walk in the Clouds, A (1995) 73,516,507
Fox and the Hound, The (1981) 53,368,988
Mallrats (1995) 2,122,561
Fried Green Tomatoes (1991) 117,503,000
Dumb & Dumber (1994) 190,775,354
Field of Dreams (1989) 94,962,625
With Honors (1994) 20,043,254
Princess Bride, The (1987) 21,277,649
Feeling Minnesota (1996) 3,102,672
On Golden Pond (1981) 80,430,967
Stand by Me (1986) 69,411,304
Chasing Amy (1997) 12,006,514
Shawshank Redemption, The (1994) 28,341,469
Schindler's List (1993) 140,409,248
Red Corner (1997) 22,415,440
Reservoir Dogs (1992) 2,687,008
Chasing Amy (1997) 12,006,514
Four Rooms (1995) 4,301,331
Pallbearer, The (1996) 5,612,586
Little Buddha (1993) 4,858,139
Star Wars (1977) 731,853,665
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Gandhi (1982) 77,737,889
Happy Gilmore (1996) 38,624,000
In the Name of the Father (1993) 25,096,862
Victor/Victoria (1982) 28,215,453
Basketball Diaries, The (1995) 2,424,439
Lion King, The (1994) 188,740,944
Death and the Maiden (1994) 2,104,000
How to Make an American Quilt (1995) 23,574,130
Young Guns II (1990) 63,843,410
Heathers (1989) 1,108,462
Four Weddings and a Funeral (1994) 75,888,832
Spitfire Grill, The (1996) 12,643,776
Brothers McMullen, The (1995) 10,246,600
Toy Story (1995) 133,344,903
Some Kind of Wonderful (1987) 18,553,948
Dead Man Walking (1995) 39,025,000
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Up in Smoke (1978) 69,890,893
Forget Paris (1995) 33,194,500
Sex, Lies, and Videotape (1989) 24,741,700
Last Dance (1996) 5,858,000
Fish Called Wanda, A (1988) 93,259,712
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Pink Floyd - The Wall (1982) 14,844,106
Saint of Fort Washington, The (1993) 57,115
Austin Powers: International Man of Mystery (1997) 78,171,630
Delicatessen (1991) 1,794,187
Glory (1989) 100,326
Leaving Las Vegas (1995) 31,968,347
Apollo 13 (1995) 94,378,651
What's Eating Gilbert Grape (1993) 9,170,214
White Squall (1996) 10,300,000
SubUrbia (1997) 482,665
Full Metal Jacket (1987) 69,057,676
Pulp Fiction (1994) 84,022,201
Sleepless in Seattle (1993) 191,463,006
Philadelphia (1993) 114,946,440
Ace Ventura: Pet Detective (1994) 106,217,000
Average 69,083,309
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