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
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Trainspotting (1996) 16,501,785
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Casablanca (1942) 5,806,467
Trainspotting (1996) 16,501,785 Chasing Amy (1997) 12,006,514 Shall We Dance? (1996) 9,676,677
Chasing Amy (1997) 12,006,514 Trainspotting (1996) 16,501,785 Monty Python and the Holy Grail (1974) 1,821,082
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 Amadeus (1984) 23,401,401
Silence of the Lambs, The (1991) 137,332,208 Scream (1996) 103,001,286 Full Monty, The (1997) 45,857,453
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Blade Runner (1982) 1,445,283
Shall We Dance? (1996) 9,676,677 Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208
Amadeus (1984) 23,401,401 Evita (1996) 73,298,979 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Shawshank Redemption, The (1994) 28,341,469 Emma (1996) 22,201,883 Pather Panchali (1955) 536,364
Average 65,464,858 Average 128,669,812 Average 24,637,872

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 Night Stand (1997) 2,618,335
Chasing Amy (1997) 12,006,514
Ulee's Gold (1997) 9,054,736
Citizen Kane (1941) 1,640,769
L.A. Confidential (1997) 64,604,977
Breaking the Waves (1996) 4,040,691
When We Were Kings (1996) 2,666,118
Conspiracy Theory (1997) 111,189,998
Smilla's Sense of Snow (1997) 2,221,994
Jane Eyre (1996) 5,173,860
Secrets & Lies (1996) 13,417,292
Looking for Richard (1996) 1,361,420
Piano, The (1993) 40,158,000
Much Ado About Nothing (1993) 22,551,000
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Safe (1995) 512,245
Lawrence of Arabia (1962) 20,652,481
Othello (1995) 2,112,951
Seven Years in Tibet (1997) 37,901,509
Jackie Brown (1997) 39,647,595
Bound (1996) 3,798,532
Vertigo (1958) 7,024,928
Heavenly Creatures (1994) 3,049,135
Everyone Says I Love You (1996) 9,714,482
Night Falls on Manhattan (1997) 9,881,286
Thousand Acres, A (1997) 7,928,412
Boot, Das (1981) 11,433,134
Cinema Paradiso (1988) 392,045
Sling Blade (1996) 24,475,416
Burnt By the Sun (1994) 2,616,503
Eat Drink Man Woman (1994) 7,294,403
Cop Land (1997) 64,207,716
Love and Other Catastrophes (1996) 212,285
Courage Under Fire (1996) 87,335,823
Sense and Sensibility (1995) 62,493,774
Addicted to Love (1997) 34,656,904
Raise the Red Lantern (1991) 2,603,061
Basquiat (1996) 2,961,991
Remains of the Day, The (1993) 22,954,968
Three Colors: Red (1994) 4,043,686
Ma vie en rose (My Life in Pink) (1997) 2,280,573
Mighty Aphrodite (1995) 6,700,000
Postino, Il (1994) 20,681,301
Substance of Fire, The (1996) 56,221
She's the One (1996) 9,449,219
A Chef in Love (1996) 603,957
Contact (1997) 149,887,543
Prisoner of the Mountains (Kavkazsky Plennik) (1996) 661,361
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
City of Lost Children, The (1995) 1,513,028
Diva (1981) 108,372
Shallow Grave (1994) 2,881,508
Usual Suspects, The (1995) 1,120,000
Twelfth Night (1996) 551,545
As Good As It Gets (1997) 215,563,842
Richard III (1995) 2,600,000
Apt Pupil (1998) 8,838,938
Afterglow (1997) 2,441,642
Clockwork Orange, A (1971) 38,589,355
Three Colors: White (1994) 1,464,625
Once Upon a Time... When We Were Colored (1995) 3,375,000
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Red Corner (1997) 22,415,440
Grosse Pointe Blank (1997) 28,014,536
Mad City (1997) 10,556,196
Citizen Ruth (1996) 153,155
Air Force One (1997) 250,384,803
Donnie Brasco (1997) 60,851,988
Brothers McMullen, The (1995) 10,246,600
Crumb (1994) 3,174,695
Twelve Monkeys (1995) 82,512,000
Jean de Florette (1986) 4,940,939
Angels and Insects (1995) 5,304,000
Eve's Bayou (1997) 14,821,531
Boogie Nights (1997) 26,384,919
Wings of Desire (1987) 3,806,540
In the Company of Men (1997) 2,856,622
Star Wars (1977) 731,853,665
Dead Man Walking (1995) 39,025,000
Last Dance (1996) 5,858,000
Horseman on the Roof, The (Hussard sur le toit, Le) (1995) 1,877,179
Once Were Warriors (1994) 2,201,126
Titanic (1997) 600,779,824
Three Colors: Blue (1993) 1,324,974
Toy Story (1995) 133,344,903
Naked (1993) 1,769,305
Welcome to the Dollhouse (1995) 4,429,002
Leaving Las Vegas (1995) 31,968,347
Orlando (1993) 5,289,772
Ponette (1996) 1,351,319
Shadowlands (1993) 25,842,000
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Restoration (1995) 4,100,000
Unbearable Lightness of Being, The (1988) 10,006,806
Antonia's Line (1995) 4,823,217
Henry V (1989) 10,161,099
Ulee's Gold (1997) 9,054,736
Belle de jour (1967) 4,037,017
Lone Star (1996) 13,269,963
Wag the Dog (1997) 43,022,524
Primal Fear (1996) 80,646,667
Broken English (1996) 476,070
Secret of Roan Inish, The (1994) 6,101,600
Browning Version, The (1994) 464,423
Rosewood (1997) 13,104,494
Stealing Beauty (1996) 4,573,330
Kolya (1996) 5,730,711
Barcelona (1994) 7,266,973
Brassed Off (1996) 2,560,471
Bed of Roses (1996) 19,030,691
English Patient, The (1996) 111,415,132
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Enchanted April (1991) 13,200,170
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Good Will Hunting (1997) 192,328,280
Priest (1994) 4,176,932
Fargo (1996) 24,611,975
Deconstructing Harry (1997) 10,569,071
Jerry Maguire (1996) 228,557,864
Madness of King George, The (1994) 15,238,994
Traveller (1997) 500,649
Marvin's Room (1996) 12,782,508
Dead Man (1995) 1,025,488
Career Girls (1997) 2,506,039
My Left Foot (1989) 14,743,391
Fifth Element, The (1997) 92,897,302
Big Night (1996) 11,881,039
Schindler's List (1993) 140,409,248
Ice Storm, The (1997) 7,837,632
Amistad (1997) 44,175,394
Average 35,064,572
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