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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Shawshank Redemption, The (1994) 28,341,469 English Patient, The (1996) 111,415,132 Braveheart (1995) 110,286,945
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Godfather: Part II, The (1974) 87,973,000
Casablanca (1942) 5,806,467 Shawshank Redemption, The (1994) 28,341,469 Apocalypse Now (1979) 42,606,290
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 GoodFellas (1990) 67,336,394
Amadeus (1984) 23,401,401 L.A. Confidential (1997) 64,604,977 Casablanca (1942) 5,806,467
Return of the Jedi (1983) 500,773,409 Casablanca (1942) 5,806,467 Monty Python and the Holy Grail (1974) 1,821,082
Rear Window (1954) 6,759,601 Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132
Average 167,866,677 Average 184,758,383 Average 81,075,637

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
Cat on a Hot Tin Roof (1958) 26,355,486
North by Northwest (1959) 19,977,527
To Kill a Mockingbird (1962) 20,629,846
Natural Born Killers (1994) 72,282,766
Taxi Driver (1976) 33,669,000
Fantasia (1940) 49,310,882
Seven (Se7en) (1995) 143,225,000
Speed (1994) 121,248,145
Cool Hand Luke (1967) 7,300,000
Sunset Blvd. (1950) 7,500,000
Annie Hall (1977) 57,253,791
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Schindler's List (1993) 140,409,248
Twelve Monkeys (1995) 82,512,000
Field of Dreams (1989) 94,962,625
Silence of the Lambs, The (1991) 137,332,208
All About Eve (1950) 4,210,177
Godfather, The (1972) 291,702,411
Nell (1994) 33,592,700
Titanic (1997) 600,779,824
Platoon (1986) 207,900,328
When Harry Met Sally... (1989) 134,613,546
Die Hard (1988) 116,707,729
Terminator 2: Judgment Day (1991) 207,064,802
Usual Suspects, The (1995) 1,120,000
Basic Instinct (1992) 126,227,000
Hoop Dreams (1994) 7,830,611
Pulp Fiction (1994) 84,022,201
Contact (1997) 149,887,543
Basketball Diaries, The (1995) 2,424,439
Dances with Wolves (1990) 265,746,848
Streetcar Named Desire, A (1951) 4,414,474
Murder in the First (1995) 17,382,000
Executive Decision (1996) 93,638,632
Good Will Hunting (1997) 192,328,280
Cape Fear (1991) 118,590,000
Sophie's Choice (1982) 19,962,353
Bonnie and Clyde (1967) 72,800,000
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Psycho (1960) 43,200,000
Sliver (1993) 36,300,000
2001: A Space Odyssey (1968) 25,761,621
Sleepers (1996) 76,705,552
Citizen Kane (1941) 1,640,769
Philadelphia (1993) 114,946,440
Average 94,410,411
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