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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Rear Window (1954) 6,759,601
Clockwork Orange, A (1971) 38,589,355 Titanic (1997) 600,779,824 Richard III (1995) 2,600,000
Blade Runner (1982) 1,445,283 Dead Man Walking (1995) 39,025,000 Pulp Fiction (1994) 84,022,201
Rear Window (1954) 6,759,601 Boot, Das (1981) 11,433,134 Boot, Das (1981) 11,433,134
Amadeus (1984) 23,401,401 Sense and Sensibility (1995) 62,493,774 It's a Wonderful Life (1946) 3,548,018
Princess Bride, The (1987) 21,277,649 Leaving Las Vegas (1995) 31,968,347 Clockwork Orange, A (1971) 38,589,355
Dead Man Walking (1995) 39,025,000 Princess Bride, The (1987) 21,277,649 Terminator 2: Judgment Day (1991) 207,064,802
2001: A Space Odyssey (1968) 25,761,621 Blade Runner (1982) 1,445,283 Rosencrantz and Guildenstern Are Dead (1990) 739,104
Average 40,530,333 Average 101,746,643 Average 51,977,743

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
To Kill a Mockingbird (1962) 20,629,846
Courage Under Fire (1996) 87,335,823
Bob Roberts (1992) 4,479,470
Chinatown (1974) 42,400,000
Wings of Desire (1987) 3,806,540
Casablanca (1942) 5,806,467
Star Wars (1977) 731,853,665
Godfather: Part II, The (1974) 87,973,000
Three Colors: White (1994) 1,464,625
Raise the Red Lantern (1991) 2,603,061
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Unforgiven (1992) 119,081,912
This Is Spinal Tap (1984) 188,751
When Harry Met Sally... (1989) 134,613,546
Postino, Il (1994) 20,681,301
L.A. Confidential (1997) 64,604,977
Big Blue, The (Grand bleu, Le) (1988) 80,804
Six Degrees of Separation (1993) 6,410,676
Face/Off (1997) 163,746,077
Willy Wonka and the Chocolate Factory (1971) 4,000,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Reservoir Dogs (1992) 2,687,008
Fried Green Tomatoes (1991) 117,503,000
Monty Python's Life of Brian (1979) 646,124
Farinelli: il castrato (1994) 2,122,948
Lawrence of Arabia (1962) 20,652,481
Citizen Kane (1941) 1,640,769
Contact (1997) 149,887,543
Don Juan DeMarco (1995) 22,200,000
Stand by Me (1986) 69,411,304
Evita (1996) 73,298,979
Cyrano de Bergerac (1990) 5,820,020
Farewell My Concubine (1993) 5,216,888
Twelve Monkeys (1995) 82,512,000
Brazil (1985) 6,500,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Silence of the Lambs, The (1991) 137,332,208
Night on Earth (1991) 2,015,810
Gandhi (1982) 77,737,889
Alien (1979) 42,285,739
C'est arrivé près de chez vous (1992) 205,569
Sleepers (1996) 76,705,552
Usual Suspects, The (1995) 1,120,000
Ma vie en rose (My Life in Pink) (1997) 2,280,573
Piano, The (1993) 40,158,000
Seven Years in Tibet (1997) 37,901,509
Monty Python and the Holy Grail (1974) 1,821,082
Mediterraneo (1991) 4,532,791
Shawshank Redemption, The (1994) 28,341,469
Apocalypse Now (1979) 42,606,290
Cinema Paradiso (1988) 392,045
English Patient, The (1996) 111,415,132
Bullets Over Broadway (1994) 13,383,737
Sling Blade (1996) 24,475,416
In the Name of the Father (1993) 25,096,862
Philadelphia (1993) 114,946,440
North by Northwest (1959) 19,977,527
Four Weddings and a Funeral (1994) 75,888,832
Crooklyn (1994) 13,640,000
Shall We Dance? (1996) 9,676,677
Return of the Jedi (1983) 500,773,409
Bridge on the River Kwai, The (1957) 50,495,000
Apt Pupil (1998) 8,838,938
Clerks (1994) 3,151,130
Delicatessen (1991) 1,794,187
Dead Poets Society (1989) 144,288,116
Jean de Florette (1986) 4,940,939
Hoop Dreams (1994) 7,830,611
Empire Strikes Back, The (1980) 225,554,189
Full Monty, The (1997) 45,857,453
Toy Story (1995) 133,344,903
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Othello (1995) 2,112,951
Strictly Ballroom (1992) 11,738,022
Killing Fields, The (1984) 50,509,720
Secrets & Lies (1996) 13,417,292
Highlander (1986) 5,735,847
Tie Me Up! Tie Me Down! (1990) 4,087,361
Glengarry Glen Ross (1992) 10,725,228
Sabrina (1954) 14,000,000
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Aliens (1986) 121,385,096
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Trainspotting (1996) 16,501,785
Remains of the Day, The (1993) 22,954,968
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Eat Drink Man Woman (1994) 7,294,403
Kolya (1996) 5,730,711
Godfather, The (1972) 291,702,411
Dances with Wolves (1990) 265,746,848
Average 59,527,141
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