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
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Kolya (1996) 5,730,711
Kolya (1996) 5,730,711 Titanic (1997) 600,779,824 Dead Man Walking (1995) 39,025,000
Good Will Hunting (1997) 192,328,280 Godfather, The (1972) 291,702,411 Trainspotting (1996) 16,501,785
Postino, Il (1994) 20,681,301 Good Will Hunting (1997) 192,328,280 Swingers (1996) 4,505,922
Godfather, The (1972) 291,702,411 Dead Man Walking (1995) 39,025,000 Pillow Book, The (1995) 2,293,037
Titanic (1997) 600,779,824 Kolya (1996) 5,730,711 Postino, Il (1994) 20,681,301
Dead Man Walking (1995) 39,025,000 Leaving Las Vegas (1995) 31,968,347 Good Will Hunting (1997) 192,328,280
Leaving Las Vegas (1995) 31,968,347 Postino, Il (1994) 20,681,301 A Chef in Love (1996) 603,957
Trainspotting (1996) 16,501,785 Trainspotting (1996) 16,501,785 Eve's Bayou (1997) 14,821,531
Apt Pupil (1998) 8,838,938 Scream (1996) 103,001,286 L.A. Confidential (1997) 64,604,977
Average 127,216,157 Average 136,632,392 Average 36,109,650

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
Ulee's Gold (1997) 9,054,736
Star Wars (1977) 731,853,665
Fargo (1996) 24,611,975
Chasing Amy (1997) 12,006,514
Lone Star (1996) 13,269,963
Full Monty, The (1997) 45,857,453
English Patient, The (1996) 111,415,132
Celluloid Closet, The (1995) 1,507,800
Kundun (1997) 5,532,301
Big Night (1996) 11,881,039
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Crash (1996) 3,168,660
Twelve Monkeys (1995) 82,512,000
Jane Eyre (1996) 5,173,860
In the Company of Men (1997) 2,856,622
Shall We Dance? (1996) 9,676,677
I Shot Andy Warhol (1996) 1,814,290
Fast, Cheap & Out of Control (1997) 832,785
Piano, The (1993) 40,158,000
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Antonia's Line (1995) 4,823,217
Oscar & Lucinda (1997) 1,508,689
Seven Years in Tibet (1997) 37,901,509
Chasing Amy (1997) 12,006,514
Everyone Says I Love You (1996) 9,714,482
Contact (1997) 149,887,543
Emma (1996) 22,201,883
Boogie Nights (1997) 26,384,919
Toy Story (1995) 133,344,903
Star Trek: First Contact (1996) 207,001,027
Boot, Das (1981) 11,433,134
Richard III (1995) 2,600,000
Sense and Sensibility (1995) 62,493,774
Secrets & Lies (1996) 13,417,292
Happy Gilmore (1996) 38,624,000
Citizen Ruth (1996) 153,155
Average 51,616,595
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