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
Piano, The (1993) 40,158,000 Fargo (1996) 24,611,975 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Fargo (1996) 24,611,975 Star Wars (1977) 731,853,665 Once Were Warriors (1994) 2,201,126
Casablanca (1942) 5,806,467 Godfather, The (1972) 291,702,411 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Schindler's List (1993) 140,409,248 Wings of Desire (1987) 3,806,540
Citizen Kane (1941) 1,640,769 Casablanca (1942) 5,806,467 Fargo (1996) 24,611,975
Lawrence of Arabia (1962) 20,652,481 Silence of the Lambs, The (1991) 137,332,208 Citizen Kane (1941) 1,640,769
Schindler's List (1993) 140,409,248 Full Monty, The (1997) 45,857,453 Great Dictator, The (1940) 395,872
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266 Piano, The (1993) 40,158,000 Secrets & Lies (1996) 13,417,292
Rear Window (1954) 6,759,601 Secrets & Lies (1996) 13,417,292 Diva (1981) 108,372
Clockwork Orange, A (1971) 38,589,355 Pulp Fiction (1994) 84,022,201 Annie Hall (1977) 57,253,791
Average 29,204,778 Average 151,517,092 Average 10,941,133

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
Germinal (1993) 378,854
Secret of Roan Inish, The (1994) 6,101,600
World of Apu, The (Apur Sansar) (1959) 16,000
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Unbearable Lightness of Being, The (1988) 10,006,806
Enchanted April (1991) 13,200,170
Henry V (1989) 10,161,099
Eat Drink Man Woman (1994) 7,294,403
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Fille seule, La (A Single Girl) (1995) 136,153
Enfer, L' (1994) 194,223
Cyrano de Bergerac (1990) 5,820,020
Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964) 18,425
Four Weddings and a Funeral (1994) 75,888,832
Stealing Beauty (1996) 4,573,330
Before the Rain (Pred dozhdot) (1994) 763,847
Raise the Red Lantern (1991) 2,603,061
Three Colors: White (1994) 1,464,625
Cérémonie, La (1995) 670,659
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Shadowlands (1993) 25,842,000
Pather Panchali (1955) 536,364
Three Colors: Red (1994) 4,043,686
Othello (1995) 2,112,951
Aparajito (1956) 170,215
Jane Eyre (1996) 5,173,860
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Jean de Florette (1986) 4,940,939
Cinema Paradiso (1988) 392,045
Remains of the Day, The (1993) 22,954,968
Rendezvous in Paris (Rendez-vous de Paris, Les) (1995) 730,099
Angels and Insects (1995) 5,304,000
Three Colors: Blue (1993) 1,324,974
My Left Foot (1989) 14,743,391
Prisoner of the Mountains (Kavkazsky Plennik) (1996) 661,361
Farinelli: il castrato (1994) 2,122,948
Sense and Sensibility (1995) 62,493,774
English Patient, The (1996) 111,415,132
Postino, Il (1994) 20,681,301
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Belle de jour (1967) 4,037,017
Emma (1996) 22,201,883
Average 10,754,206
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