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 English Patient, The (1996) 111,415,132 Casablanca (1942) 5,806,467
English Patient, The (1996) 111,415,132 Contact (1997) 149,887,543 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Amadeus (1984) 23,401,401
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Trainspotting (1996) 16,501,785
Titanic (1997) 600,779,824 Full Monty, The (1997) 45,857,453 Godfather: Part II, The (1974) 87,973,000
Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208 Rosencrantz and Guildenstern Are Dead (1990) 739,104
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Toy Story (1995) 133,344,903 Full Monty, The (1997) 45,857,453
Amadeus (1984) 23,401,401 Air Force One (1997) 250,384,803 Silence of the Lambs, The (1991) 137,332,208
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Trainspotting (1996) 16,501,785 Heathers (1989) 1,108,462
Full Monty, The (1997) 45,857,453 Chasing Amy (1997) 12,006,514 Good Will Hunting (1997) 192,328,280
Average 175,226,805 Average 195,828,357 Average 51,612,278

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
Bullets Over Broadway (1994) 13,383,737
Twelve Monkeys (1995) 82,512,000
Die Hard (1988) 116,707,729
Bound (1996) 3,798,532
Star Wars (1977) 731,853,665
2001: A Space Odyssey (1968) 25,761,621
Whole Wide World, The (1996) 136,933
Local Hero (1983) 5,767,363
Ridicule (1996) 2,503,829
Alien 3 (1992) 87,235,600
Natural Born Killers (1994) 72,282,766
Washington Square (1997) 1,710,693
Strictly Ballroom (1992) 11,738,022
Belle de jour (1967) 4,037,017
Fearless (1993) 6,995,302
Angels and Insects (1995) 5,304,000
French Twist (Gazon maudit) (1995) 1,400,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Replacement Killers, The (1998) 18,967,571
When the Cats Away (Chacun cherche son chat) (1996) 1,652,472
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Shawshank Redemption, The (1994) 28,341,469
To Die For (1995) 21,284,514
Unbearable Lightness of Being, The (1988) 10,006,806
Restoration (1995) 4,100,000
Rob Roy (1995) 31,600,000
Monty Python and the Holy Grail (1974) 1,821,082
Empire Strikes Back, The (1980) 225,554,189
Dead Man Walking (1995) 39,025,000
Gattaca (1997) 12,339,633
Wild Bunch, The (1969) 5,330,535
Jackie Chan's First Strike (1996) 14,511,338
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
City of Lost Children, The (1995) 1,513,028
Three Colors: Blue (1993) 1,324,974
Murder at 1600 (1997) 25,826,788
Big Night (1996) 11,881,039
Judgment Night (1993) 12,136,938
Eat Drink Man Woman (1994) 7,294,403
Citizen Kane (1941) 1,640,769
Rebel Without a Cause (1955) 4,600,000
Twelfth Night (1996) 551,545
What's Eating Gilbert Grape (1993) 9,170,214
Blade Runner (1982) 1,445,283
Devil in a Blue Dress (1995) 16,030,096
Big Lebowski, The (1998) 17,439,163
Star Trek III: The Search for Spock (1984) 106,458,579
Vanya on 42nd Street (1994) 1,746,050
Get Shorty (1995) 103,619,110
Jackie Brown (1997) 39,647,595
Walk in the Clouds, A (1995) 73,516,507
Smoke (1995) 8,349,430
Emma (1996) 22,201,883
8 1/2 (1963) 50,690
Roman Holiday (1953) 8,000,000
Brazil (1985) 6,500,000
Batman (1989) 401,685,407
Ran (1985) 113,948
Aliens (1986) 121,385,096
Sphere (1998) 36,976,367
Babe (1995) 66,600,000
Casino (1995) 62,726,000
Dante's Peak (1997) 98,728,432
Godfather, The (1972) 291,702,411
Jane Eyre (1996) 5,173,860
Rear Window (1954) 6,759,601
Leaving Las Vegas (1995) 31,968,347
Stealing Beauty (1996) 4,573,330
High Noon (1952) 7,150,000
Circle of Friends (1995) 23,397,365
Fargo (1996) 24,611,975
My Favorite Season (1993) 760,856
Nobody's Fool (1994) 57,487,686
Groundhog Day (1993) 103,406,973
Psycho (1960) 43,200,000
Rumble in the Bronx (1995) 32,333,860
Men in Black (1997) 367,992,228
As Good As It Gets (1997) 215,563,842
Schindler's List (1993) 140,409,248
Evita (1996) 73,298,979
Quiet Man, The (1952) 3,800,000
Koyaanisqatsi (1983) 1,723,872
M*A*S*H (1970) 109,920,000
Alien (1979) 42,285,739
Fish Called Wanda, A (1988) 93,259,712
Cool Hand Luke (1967) 7,300,000
Sleepless in Seattle (1993) 191,463,006
Three Colors: White (1994) 1,464,625
Strange Days (1995) 7,919,000
Matilda (1996) 33,084,249
Pulp Fiction (1994) 84,022,201
Wag the Dog (1997) 43,022,524
Horseman on the Roof, The (Hussard sur le toit, Le) (1995) 1,877,179
Young Frankenstein (1974) 125,123,000
Terminator 2: Judgment Day (1991) 207,064,802
Bonnie and Clyde (1967) 72,800,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Monty Python's Life of Brian (1979) 646,124
Lawrence of Arabia (1962) 20,652,481
Sweet Hereafter, The (1997) 3,252,652
L.A. Confidential (1997) 64,604,977
Safe (1995) 512,245
Kundun (1997) 5,532,301
Charade (1963) 6,209,420
Indiana Jones and the Last Crusade (1989) 312,671,806
Up in Smoke (1978) 69,890,893
Wings of Desire (1987) 3,806,540
Heat (1995) 97,783,000
Wild Reeds (1994) 917,915
Manhattan Murder Mystery (1993) 11,285,588
Lone Star (1996) 13,269,963
Princess Bride, The (1987) 21,277,649
Before Sunrise (1995) 1,423,537
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Don Juan DeMarco (1995) 22,200,000
Back to the Future (1985) 303,398,294
Usual Suspects, The (1995) 1,120,000
Secrets & Lies (1996) 13,417,292
Bean (1997) 45,298,656
Sense and Sensibility (1995) 62,493,774
Mighty Aphrodite (1995) 6,700,000
Richard III (1995) 2,600,000
Cats Don't Dance (1997) 3,562,749
Manhattan (1979) 39,900,000
Three Colors: Red (1994) 4,043,686
Shall We Dance? (1996) 9,676,677
Dead Man (1995) 1,025,488
It Could Happen to You (1994) 37,800,323
Denise Calls Up (1995) 168,614
Vertigo (1958) 7,024,928
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Clueless (1995) 75,525,013
Henry V (1989) 10,161,099
Persuasion (1995) 5,462,325
Hudsucker Proxy, The (1994) 2,869,369
Wedding Singer, The (1998) 114,729,850
Bridge on the River Kwai, The (1957) 50,495,000
Hoop Dreams (1994) 7,830,611
Annie Hall (1977) 57,253,791
Boot, Das (1981) 11,433,134
When Harry Met Sally... (1989) 134,613,546
Private Parts (1997) 59,339,346
To Catch a Thief (1955) 13,250,000
Night on Earth (1991) 2,015,810
Star Trek: The Wrath of Khan (1982) 118,633,541
Raising Arizona (1987) 22,847,564
Reality Bites (1994) 20,982,557
Looking for Richard (1996) 1,361,420
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Jaws (1975) 199,275,376
Average 51,225,401
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