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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Rear Window (1954) 6,759,601
Silence of the Lambs, The (1991) 137,332,208 English Patient, The (1996) 111,415,132 Amadeus (1984) 23,401,401
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Princess Bride, The (1987) 21,277,649
Pulp Fiction (1994) 84,022,201 Schindler's List (1993) 140,409,248 Vertigo (1958) 7,024,928
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 Godfather, The (1972) 291,702,411
Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543 Monty Python and the Holy Grail (1974) 1,821,082
Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201 Godfather: Part II, The (1974) 87,973,000
Rear Window (1954) 6,759,601 Toy Story (1995) 133,344,903 To Kill a Mockingbird (1962) 20,629,846
Amadeus (1984) 23,401,401 Titanic (1997) 600,779,824 Hoop Dreams (1994) 7,830,611
Average 181,409,492 Average 288,152,054 Average 55,244,273

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
Red Rock West (1992) 2,502,551
Life Less Ordinary, A (1997) 4,266,243
Searching for Bobby Fischer (1993) 7,266,383
Eat Drink Man Woman (1994) 7,294,403
Quiz Show (1994) 24,822,619
Young Frankenstein (1974) 125,123,000
Field of Dreams (1989) 94,962,625
Ulee's Gold (1997) 9,054,736
Fargo (1996) 24,611,975
Shine (1996) 53,830,909
Jerry Maguire (1996) 228,557,864
Patton (1970) 89,800,000
Remains of the Day, The (1993) 22,954,968
Casablanca (1942) 5,806,467
Eve's Bayou (1997) 14,821,531
Shawshank Redemption, The (1994) 28,341,469
Average 46,501,108
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