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 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201 Casablanca (1942) 5,806,467
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Citizen Kane (1941) 1,640,769
Schindler's List (1993) 140,409,248 Empire Strikes Back, The (1980) 225,554,189 Trainspotting (1996) 16,501,785
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Rear Window (1954) 6,759,601
Terminator 2: Judgment Day (1991) 207,064,802 Shawshank Redemption, The (1994) 28,341,469 Empire Strikes Back, The (1980) 225,554,189
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 Reservoir Dogs (1992) 2,687,008
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Titanic (1997) 600,779,824 Fish Called Wanda, A (1988) 93,259,712
Average 202,402,666 Average 250,129,789 Average 60,190,540

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
Fargo (1996) 24,611,975
Get Shorty (1995) 103,619,110
Annie Hall (1977) 57,253,791
Babe (1995) 66,600,000
Heathers (1989) 1,108,462
Army of Darkness (1993) 11,502,976
Return of the Jedi (1983) 500,773,409
Princess Bride, The (1987) 21,277,649
Kalifornia (1993) 2,395,231
GoodFellas (1990) 67,336,394
Pink Floyd - The Wall (1982) 14,844,106
This Is Spinal Tap (1984) 188,751
Six Degrees of Separation (1993) 6,410,676
Singin' in the Rain (1952) 7,665,000
Beauty and the Beast (1991) 94,902,028
Monty Python and the Holy Grail (1974) 1,821,082
Blade Runner (1982) 1,445,283
Sleeper (1973) 18,344,729
Batman Returns (1992) 262,844,850
Everyone Says I Love You (1996) 9,714,482
Quiz Show (1994) 24,822,619
Brazil (1985) 6,500,000
Jaws (1975) 199,275,376
Twelve Monkeys (1995) 82,512,000
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Nightmare Before Christmas, The (1993) 22,782,289
Frighteners, The (1996) 16,524,115
Evil Dead II (1987) 5,923,044
Usual Suspects, The (1995) 1,120,000
Amadeus (1984) 23,401,401
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Hudsucker Proxy, The (1994) 2,869,369
Stargate (1994) 105,565,669
Highlander (1986) 5,735,847
City of Lost Children, The (1995) 1,513,028
Aladdin (1992) 328,782,825
Strange Days (1995) 7,919,000
Toy Story (1995) 133,344,903
Richard III (1995) 2,600,000
Romeo Is Bleeding (1993) 3,275,585
Indiana Jones and the Last Crusade (1989) 312,671,806
Die Hard (1988) 116,707,729
Apollo 13 (1995) 94,378,651
Young Frankenstein (1974) 125,123,000
Average 66,290,741
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