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 Mirror Has Two Faces, The (1996) 59,629,485
Mirror Has Two Faces, The (1996) 59,629,485 Titanic (1997) 600,779,824 Mr. Holland's Opus (1995) 119,078,097
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Fargo (1996) 24,611,975
Mr. Holland's Opus (1995) 119,078,097 Contact (1997) 149,887,543 Sleepless in Seattle (1993) 191,463,006
Independence Day (ID4) (1996) 483,359,255 English Patient, The (1996) 111,415,132 Princess Bride, The (1987) 21,277,649
Titanic (1997) 600,779,824 Mr. Holland's Opus (1995) 119,078,097 Ransom (1996) 207,758,522
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Courage Under Fire (1996) 87,335,823
Michael (1996) 144,887,370 Fargo (1996) 24,611,975 Happy Gilmore (1996) 38,624,000
First Wives Club, The (1996) 150,063,383 Independence Day (ID4) (1996) 483,359,255 American President, The (1995) 95,000,000
Phenomenon (1996) 155,732,573 Liar Liar (1997) 277,327,280 Associate, The (1996) 12,772,657
Average 307,950,196 Average 313,243,108 Average 85,755,121

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
Dead Man Walking (1995) 39,025,000
Evita (1996) 73,298,979
Dances with Wolves (1990) 265,746,848
While You Were Sleeping (1995) 119,964,016
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Pretty Woman (1990) 260,311,268
Grease (1978) 96,605,260
Air Force One (1997) 250,384,803
Bed of Roses (1996) 19,030,691
Shadowlands (1993) 25,842,000
Dirty Dancing (1987) 89,171,578
When Harry Met Sally... (1989) 134,613,546
French Kiss (1995) 38,900,000
Scream (1996) 103,001,286
Ghost (1990) 226,931,306
Jerry Maguire (1996) 228,557,864
Sense and Sensibility (1995) 62,493,774
Sabrina (1995) 76,780,029
Benny & Joon (1993) 23,202,734
I Know What You Did Last Summer (1997) 103,145,788
Rear Window (1954) 6,759,601
It Could Happen to You (1994) 37,800,323
In Love and War (1996) 14,466,354
My Best Friend's Wedding (1997) 185,360,508
One Fine Day (1996) 68,829,020
Only You (1994) 20,042,048
Reality Bites (1994) 20,982,557
Up Close and Personal (1996) 74,045,801
Truth About Cats & Dogs, The (1996) 34,073,143
Circle of Friends (1995) 23,397,365
Average 93,066,788
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