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
Money Talks (1997) 61,615,598 Titanic (1997) 600,779,824 Money Talks (1997) 61,615,598
Thin Line Between Love and Hate, A (1996) 34,746,109 Contact (1997) 149,887,543 Thin Line Between Love and Hate, A (1996) 34,746,109
Phantoms (1998) 5,657,370 Air Force One (1997) 250,384,803 Phantoms (1998) 5,657,370
Titanic (1997) 600,779,824 Star Wars (1977) 731,853,665 Love Jones (1997) 12,514,138
Love Jones (1997) 12,514,138 Scream (1996) 103,001,286 Jungle2Jungle (1997) 81,061,526
Mad City (1997) 10,556,196 L.A. Confidential (1997) 64,604,977 Air Force One (1997) 250,384,803
Deep Rising (1998) 11,146,409 Fargo (1996) 24,611,975 Washington Square (1997) 1,710,693
Jungle2Jungle (1997) 81,061,526 English Patient, The (1996) 111,415,132 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Star Wars (1977) 731,853,665 Return of the Jedi (1983) 500,773,409 Air Bud (1997) 23,125,940
L.A. Confidential (1997) 64,604,977 Fly Away Home (1996) 24,506,082 Mad City (1997) 10,556,196
Average 161,453,581 Average 256,181,869 Average 48,644,699

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
Babe (1995) 66,600,000
Silence of the Lambs, The (1991) 137,332,208
Godfather: Part II, The (1974) 87,973,000
It's a Wonderful Life (1946) 3,548,018
Waiting for Guffman (1996) 2,892,582
Spawn (1997) 84,882,059
That Darn Cat! (1997) 18,239,932
Excess Baggage (1997) 14,327,206
Fire Down Below (1997) 16,148,906
Kull the Conqueror (1997) 6,086,891
Jean de Florette (1986) 4,940,939
Roman Holiday (1953) 8,000,000
Money Talks (1997) 61,615,598
Full Monty, The (1997) 45,857,453
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Princess Bride, The (1987) 21,277,649
Hoop Dreams (1994) 7,830,611
Empire Strikes Back, The (1980) 225,554,189
Chasing Amy (1997) 12,006,514
Citizen Kane (1941) 1,640,769
Chasing Amy (1997) 12,006,514
Godfather, The (1972) 291,702,411
Leaving Las Vegas (1995) 31,968,347
Monty Python and the Holy Grail (1974) 1,821,082
Amadeus (1984) 23,401,401
2001: A Space Odyssey (1968) 25,761,621
Dead Man Walking (1995) 39,025,000
Average 46,420,069
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