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 Amadeus (1984) 23,401,401
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Apocalypse Now (1979) 42,606,290
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Full Monty, The (1997) 45,857,453 Boot, Das (1981) 11,433,134
Silence of the Lambs, The (1991) 137,332,208 L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977
Citizen Kane (1941) 1,640,769 Contact (1997) 149,887,543 Annie Hall (1977) 57,253,791
Usual Suspects, The (1995) 1,120,000 Boot, Das (1981) 11,433,134 Casablanca (1942) 5,806,467
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Empire Strikes Back, The (1980) 225,554,189 Casablanca (1942) 5,806,467 It's a Wonderful Life (1946) 3,548,018
Apocalypse Now (1979) 42,606,290 Titanic (1997) 600,779,824 Trainspotting (1996) 16,501,785
2001: A Space Odyssey (1968) 25,761,621 Return of the Jedi (1983) 500,773,409 GoodFellas (1990) 67,336,394
Average 136,701,661 Average 242,026,868 Average 46,443,225

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
Schindler's List (1993) 140,409,248
East of Eden (1955) 5,000,000
Godfather, The (1972) 291,702,411
Lone Star (1996) 13,269,963
Lawrence of Arabia (1962) 20,652,481
Shawshank Redemption, The (1994) 28,341,469
Godfather: Part II, The (1974) 87,973,000
Raise the Red Lantern (1991) 2,603,061
Cool Hand Luke (1967) 7,300,000
Much Ado About Nothing (1993) 22,551,000
English Patient, The (1996) 111,415,132
Absolute Power (1997) 73,037,233
Shine (1996) 53,830,909
Secrets & Lies (1996) 13,417,292
Kolya (1996) 5,730,711
Big Night (1996) 11,881,039
Patton (1970) 89,800,000
Chinatown (1974) 42,400,000
Killing Fields, The (1984) 50,509,720
Fargo (1996) 24,611,975
Pulp Fiction (1994) 84,022,201
Gandhi (1982) 77,737,889
Fish Called Wanda, A (1988) 93,259,712
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Flirting With Disaster (1996) 14,891,000
Average 54,856,882
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