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 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Monty Python and the Holy Grail (1974) 1,821,082
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Taxi Driver (1976) 33,669,000
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Amadeus (1984) 23,401,401
Monty Python and the Holy Grail (1974) 1,821,082 Empire Strikes Back, The (1980) 225,554,189 GoodFellas (1990) 67,336,394
Citizen Kane (1941) 1,640,769 Casablanca (1942) 5,806,467 It's a Wonderful Life (1946) 3,548,018
Rear Window (1954) 6,759,601 Monty Python and the Holy Grail (1974) 1,821,082 Citizen Kane (1941) 1,640,769
Taxi Driver (1976) 33,669,000 L.A. Confidential (1997) 64,604,977 Boot, Das (1981) 11,433,134
Amadeus (1984) 23,401,401 Toy Story (1995) 133,344,903 Casablanca (1942) 5,806,467
Psycho (1960) 43,200,000 Boot, Das (1981) 11,433,134 Empire Strikes Back, The (1980) 225,554,189
Average 121,103,838 Average 196,241,157 Average 51,154,266

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
North by Northwest (1959) 19,977,527
Manchurian Candidate, The (1962) 4,180,630
Pulp Fiction (1994) 84,022,201
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Usual Suspects, The (1995) 1,120,000
Trainspotting (1996) 16,501,785
Godfather, The (1972) 291,702,411
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Dead Poets Society (1989) 144,288,116
Twelve Monkeys (1995) 82,512,000
English Patient, The (1996) 111,415,132
Vertigo (1958) 7,024,928
Reservoir Dogs (1992) 2,687,008
Fargo (1996) 24,611,975
Apocalypse Now (1979) 42,606,290
Blade Runner (1982) 1,445,283
Shallow Grave (1994) 2,881,508
Hudsucker Proxy, The (1994) 2,869,369
Schindler's List (1993) 140,409,248
Miller's Crossing (1990) 5,080,409
Princess Bride, The (1987) 21,277,649
Three Colors: Red (1994) 4,043,686
2001: A Space Odyssey (1968) 25,761,621
Full Monty, The (1997) 45,857,453
Crumb (1994) 3,174,695
Delicatessen (1991) 1,794,187
Good Will Hunting (1997) 192,328,280
Shawshank Redemption, The (1994) 28,341,469
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Clockwork Orange, A (1971) 38,589,355
Monty Python's Life of Brian (1979) 646,124
Brazil (1985) 6,500,000
Fried Green Tomatoes (1991) 117,503,000
Heathers (1989) 1,108,462
Godfather: Part II, The (1974) 87,973,000
Alien (1979) 42,285,739
Secrets & Lies (1996) 13,417,292
Bound (1996) 3,798,532
Full Metal Jacket (1987) 69,057,676
Annie Hall (1977) 57,253,791
Average 48,353,053
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