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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Secrets & Lies (1996) 13,417,292
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Shawshank Redemption, The (1994) 28,341,469 Return of the Jedi (1983) 500,773,409 Big Night (1996) 11,881,039
Monty Python and the Holy Grail (1974) 1,821,082 Toy Story (1995) 133,344,903 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Empire Strikes Back, The (1980) 225,554,189 L.A. Confidential (1997) 64,604,977 Godfather: Part II, The (1974) 87,973,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Leaving Las Vegas (1995) 31,968,347 Monty Python and the Holy Grail (1974) 1,821,082
Rear Window (1954) 6,759,601 Schindler's List (1993) 140,409,248 Psycho (1960) 43,200,000
Psycho (1960) 43,200,000 Full Monty, The (1997) 45,857,453 Cinema Paradiso (1988) 392,045
Average 177,891,387 Average 222,773,416 Average 62,113,516

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
Real Genius (1985) 13,000,000
Scream (1996) 103,001,286
Waiting for Guffman (1996) 2,892,582
To Kill a Mockingbird (1962) 20,629,846
Mina Tannenbaum (1994) 104,767
Party Girl (1995) 472,370
Reservoir Dogs (1992) 2,687,008
Jerry Maguire (1996) 228,557,864
Brazil (1985) 6,500,000
Amadeus (1984) 23,401,401
Pulp Fiction (1994) 84,022,201
Aladdin (1992) 328,782,825
Quiz Show (1994) 24,822,619
Manchurian Candidate, The (1962) 4,180,630
Stand by Me (1986) 69,411,304
Kids in the Hall: Brain Candy (1996) 2,653,000
Back to the Future (1985) 303,398,294
Get Shorty (1995) 103,619,110
Secret Garden, The (1993) 30,000,000
Crumb (1994) 3,174,695
Heidi Fleiss: Hollywood Madam (1995) 99,323,573
Casablanca (1942) 5,806,467
Fargo (1996) 24,611,975
Cool Hand Luke (1967) 7,300,000
My Best Friend's Wedding (1997) 185,360,508
Heavenly Creatures (1994) 3,049,135
Manhattan (1979) 39,900,000
True Romance (1993) 12,281,500
Bound (1996) 3,798,532
Celluloid Closet, The (1995) 1,507,800
Clockwork Orange, A (1971) 38,589,355
Cable Guy, The (1996) 93,754,431
Citizen Kane (1941) 1,640,769
Taxi Driver (1976) 33,669,000
One Fine Day (1996) 68,829,020
Being There (1979) 30,177,511
Frighteners, The (1996) 16,524,115
This Is Spinal Tap (1984) 188,751
Gone with the Wind (1939) 200,155,278
All About Eve (1950) 4,210,177
Sling Blade (1996) 24,475,416
In & Out (1997) 63,826,569
E.T. the Extra-Terrestrial (1982) 259,597,332
Babe (1995) 66,600,000
Breakfast at Tiffany's (1961) 15,500,000
Clueless (1995) 75,525,013
Lone Star (1996) 13,269,963
English Patient, The (1996) 111,415,132
Twelve Monkeys (1995) 82,512,000
Die Hard (1988) 116,707,729
Little Women (1994) 75,083,616
Young Poisoner's Handbook, The (1995) 749,812
Girl 6 (1996) 4,903,000
Raising Arizona (1987) 22,847,564
Ed Wood (1994) 5,887,457
Some Like It Hot (1959) 33,300,000
Young Frankenstein (1974) 125,123,000
Heathers (1989) 1,108,462
Miracle on 34th Street (1994) 17,193,886
Welcome to the Dollhouse (1995) 4,429,002
Shall We Dance? (1996) 9,676,677
Everyone Says I Love You (1996) 9,714,482
Cop Land (1997) 64,207,716
Roman Holiday (1953) 8,000,000
Unbearable Lightness of Being, The (1988) 10,006,806
It's a Wonderful Life (1946) 3,548,018
Raging Bull (1980) 49,034
Cat on a Hot Tin Roof (1958) 26,355,486
Muriel's Wedding (1994) 15,185,594
When Harry Met Sally... (1989) 134,613,546
Chinatown (1974) 42,400,000
Seven (Se7en) (1995) 143,225,000
Donnie Brasco (1997) 60,851,988
Sleeper (1973) 18,344,729
Jude (1996) 405,144
Private Parts (1997) 59,339,346
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Sunset Blvd. (1950) 7,500,000
Sabrina (1954) 14,000,000
GoodFellas (1990) 67,336,394
Chasing Amy (1997) 12,006,514
First Wives Club, The (1996) 150,063,383
Dead Man Walking (1995) 39,025,000
Usual Suspects, The (1995) 1,120,000
Trainspotting (1996) 16,501,785
Fish Called Wanda, A (1988) 93,259,712
Annie Hall (1977) 57,253,791
Postino, Il (1994) 20,681,301
Streetcar Named Desire, A (1951) 4,414,474
Average 49,843,051
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