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
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411
English Patient, The (1996) 111,415,132 Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132
Leaving Las Vegas (1995) 31,968,347 Toy Story (1995) 133,344,903 Sense and Sensibility (1995) 62,493,774
Toy Story (1995) 133,344,903 Leaving Las Vegas (1995) 31,968,347 Casablanca (1942) 5,806,467
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Sense and Sensibility (1995) 62,493,774 Trainspotting (1996) 16,501,785
Sense and Sensibility (1995) 62,493,774 Twelve Monkeys (1995) 82,512,000 To Kill a Mockingbird (1962) 20,629,846
Casablanca (1942) 5,806,467 Scream (1996) 103,001,286 It's a Wonderful Life (1946) 3,548,018
Twelve Monkeys (1995) 82,512,000 Air Force One (1997) 250,384,803 2001: A Space Odyssey (1968) 25,761,621
Trainspotting (1996) 16,501,785 Trainspotting (1996) 16,501,785 Twelve Monkeys (1995) 82,512,000
Monty Python and the Holy Grail (1974) 1,821,082 Boot, Das (1981) 11,433,134 Blade Runner (1982) 1,445,283
Average 90,950,590 Average 109,475,757 Average 62,181,633

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
Glory (1989) 100,326
Clueless (1995) 75,525,013
Ghost (1990) 226,931,306
Sleepless in Seattle (1993) 191,463,006
Hoop Dreams (1994) 7,830,611
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Secrets & Lies (1996) 13,417,292
Nobody's Fool (1994) 57,487,686
Princess Bride, The (1987) 21,277,649
People vs. Larry Flynt, The (1996) 20,191,312
Shall We Dance? (1996) 9,676,677
Empire Strikes Back, The (1980) 225,554,189
When Harry Met Sally... (1989) 134,613,546
Ulee's Gold (1997) 9,054,736
Vertigo (1958) 7,024,928
Titanic (1997) 600,779,824
Breakdown (1997) 50,129,186
In the Name of the Father (1993) 25,096,862
Grease (1978) 96,605,260
Breaking the Waves (1996) 4,040,691
Apt Pupil (1998) 8,838,938
Birds, The (1963) 16,493,900
Welcome to the Dollhouse (1995) 4,429,002
Emma (1996) 22,201,883
Tin Cup (1996) 77,003,584
Fried Green Tomatoes (1991) 117,503,000
Chasing Amy (1997) 12,006,514
Circle of Friends (1995) 23,397,365
Fargo (1996) 24,611,975
Desperado (1995) 25,625,110
L.A. Confidential (1997) 64,604,977
Dave (1993) 93,370,710
Shawshank Redemption, The (1994) 28,341,469
In & Out (1997) 63,826,569
Legends of the Fall (1994) 98,628,842
Pretty Woman (1990) 260,311,268
Full Monty, The (1997) 45,857,453
Mission: Impossible (1996) 274,049,639
Mr. Holland's Opus (1995) 119,078,097
Mighty Aphrodite (1995) 6,700,000
Silence of the Lambs, The (1991) 137,332,208
To Gillian on Her 37th Birthday (1996) 4,137,645
Passion Fish (1992) 5,414,619
Multiplicity (1996) 20,101,861
Good Will Hunting (1997) 192,328,280
Piano, The (1993) 40,158,000
Spitfire Grill, The (1996) 12,643,776
Muriel's Wedding (1994) 15,185,594
Dead Poets Society (1989) 144,288,116
Speed (1994) 121,248,145
Cinema Paradiso (1988) 392,045
Seven (Se7en) (1995) 143,225,000
Surviving Picasso (1996) 1,985,001
Pulp Fiction (1994) 84,022,201
Barcelona (1994) 7,266,973
Truth About Cats & Dogs, The (1996) 34,073,143
Sling Blade (1996) 24,475,416
Traveller (1997) 500,649
Four Weddings and a Funeral (1994) 75,888,832
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Strictly Ballroom (1992) 11,738,022
Stand by Me (1986) 69,411,304
Old Yeller (1957) 10,050,000
Face/Off (1997) 163,746,077
Star Wars (1977) 731,853,665
Miracle on 34th Street (1994) 17,193,886
Before Sunrise (1995) 1,423,537
Sneakers (1992) 75,733,000
Heathers (1989) 1,108,462
Jaws (1975) 199,275,376
Beautiful Girls (1996) 20,837,000
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Marvin's Room (1996) 12,782,508
Forrest Gump (1994) 485,691,196
Get Shorty (1995) 103,619,110
My Best Friend's Wedding (1997) 185,360,508
My Fair Lady (1964) 42,805,000
Manny & Lo (1996) 502,313
Breakfast at Tiffany's (1961) 15,500,000
Hudsucker Proxy, The (1994) 2,869,369
Dead Man Walking (1995) 39,025,000
Donnie Brasco (1997) 60,851,988
Ulee's Gold (1997) 9,054,736
Contact (1997) 149,887,543
African Queen, The (1951) 4,300,000
Jerry Maguire (1996) 228,557,864
Amadeus (1984) 23,401,401
Ransom (1996) 207,758,522
Back to the Future (1985) 303,398,294
To Die For (1995) 21,284,514
Chasing Amy (1997) 12,006,514
Ice Storm, The (1997) 7,837,632
Postino, Il (1994) 20,681,301
Miller's Crossing (1990) 5,080,409
Lone Star (1996) 13,269,963
What's Eating Gilbert Grape (1993) 9,170,214
Six Degrees of Separation (1993) 6,410,676
Michael Collins (1996) 11,085,316
Searching for Bobby Fischer (1993) 7,266,383
Big Night (1996) 11,881,039
In the Company of Men (1997) 2,856,622
Waiting for Guffman (1996) 2,892,582
Tombstone (1993) 82,627,065
Nightmare Before Christmas, The (1993) 22,782,289
Grosse Pointe Blank (1997) 28,014,536
Raising Arizona (1987) 22,847,564
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Remains of the Day, The (1993) 22,954,968
Usual Suspects, The (1995) 1,120,000
Mother Night (1996) 392,362
Short Cuts (1993) 6,110,979
In the Line of Fire (1993) 151,314,283
Quiz Show (1994) 24,822,619
Field of Dreams (1989) 94,962,625
Schindler's List (1993) 140,409,248
Indiana Jones and the Last Crusade (1989) 312,671,806
Swingers (1996) 4,505,922
Return of the Jedi (1983) 500,773,409
Average 76,227,164
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