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 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 Star Wars (1977) 731,853,665 Schindler's List (1993) 140,409,248
Star Wars (1977) 731,853,665 L.A. Confidential (1997) 64,604,977 Dead Man Walking (1995) 39,025,000
Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411 Chasing Amy (1997) 12,006,514
Godfather, The (1972) 291,702,411 Titanic (1997) 600,779,824 Pulp Fiction (1994) 84,022,201
Postino, Il (1994) 20,681,301 Schindler's List (1993) 140,409,248 Ice Storm, The (1997) 7,837,632
Silence of the Lambs, The (1991) 137,332,208 Dead Man Walking (1995) 39,025,000 Apt Pupil (1998) 8,838,938
Dead Man Walking (1995) 39,025,000 Chasing Amy (1997) 12,006,514 Godfather, The (1972) 291,702,411
Amadeus (1984) 23,401,401 Silence of the Lambs, The (1991) 137,332,208 Citizen Kane (1941) 1,640,769
Shawshank Redemption, The (1994) 28,341,469 Postino, Il (1994) 20,681,301 Boot, Das (1981) 11,433,134
Average 150,196,365 Average 206,300,712 Average 66,152,082

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
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
High Noon (1952) 7,150,000
Kolya (1996) 5,730,711
Antonia's Line (1995) 4,823,217
Breakfast at Tiffany's (1961) 15,500,000
Casablanca (1942) 5,806,467
Psycho (1960) 43,200,000
Fish Called Wanda, A (1988) 93,259,712
Nobody's Fool (1994) 57,487,686
Dirty Dancing (1987) 89,171,578
Gandhi (1982) 77,737,889
Secrets & Lies (1996) 13,417,292
Cinema Paradiso (1988) 392,045
Eat Drink Man Woman (1994) 7,294,403
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Evita (1996) 73,298,979
Ulee's Gold (1997) 9,054,736
Lone Star (1996) 13,269,963
English Patient, The (1996) 111,415,132
Forrest Gump (1994) 485,691,196
Ruby in Paradise (1993) 1,001,437
Gone with the Wind (1939) 200,155,278
Gigi (1958) 13,208,725
Sense and Sensibility (1995) 62,493,774
Rear Window (1954) 6,759,601
Full Monty, The (1997) 45,857,453
Everyone Says I Love You (1996) 9,714,482
Back to the Future (1985) 303,398,294
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Shine (1996) 53,830,909
Three Colors: Red (1994) 4,043,686
Groundhog Day (1993) 103,406,973
Return of the Pink Panther, The (1974) 37,170,000
Field of Dreams (1989) 94,962,625
In & Out (1997) 63,826,569
Contact (1997) 149,887,543
Fried Green Tomatoes (1991) 117,503,000
Average 69,544,296
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