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
Contact (1997) 149,887,543 Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Willy Wonka and the Chocolate Factory (1971) 4,000,000
In & Out (1997) 63,826,569 In & Out (1997) 63,826,569 Kolya (1996) 5,730,711
People vs. Larry Flynt, The (1996) 20,191,312 Scream (1996) 103,001,286 Basquiat (1996) 2,961,991
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Boot, Das (1981) 11,433,134 Boot, Das (1981) 11,433,134
Swingers (1996) 4,505,922 People vs. Larry Flynt, The (1996) 20,191,312 Contact (1997) 149,887,543
Boot, Das (1981) 11,433,134 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Rosencrantz and Guildenstern Are Dead (1990) 739,104
Pulp Fiction (1994) 84,022,201 Air Force One (1997) 250,384,803 Glory (1989) 100,326
Scream (1996) 103,001,286 Men in Black (1997) 367,992,228 People vs. Larry Flynt, The (1996) 20,191,312
Silence of the Lambs, The (1991) 137,332,208 Mr. Holland's Opus (1995) 119,078,097 Air Force One (1997) 250,384,803
Average 64,280,515 Average 115,439,994 Average 51,003,390

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
Girl 6 (1996) 4,903,000
Secrets & Lies (1996) 13,417,292
Boogie Nights (1997) 26,384,919
River Wild, The (1994) 69,356,343
Blue in the Face (1995) 1,275,999
Face/Off (1997) 163,746,077
Truth About Cats & Dogs, The (1996) 34,073,143
Citizen Ruth (1996) 153,155
Titanic (1997) 600,779,824
Flower of My Secret, The (Flor de mi secreto, La) (1995) 1,162,000
Fifth Element, The (1997) 92,897,302
Postino, Il (1994) 20,681,301
Austin Powers: International Man of Mystery (1997) 78,171,630
Return of the Jedi (1983) 500,773,409
Young Poisoner's Handbook, The (1995) 749,812
Primal Fear (1996) 80,646,667
Pillow Book, The (1995) 2,293,037
Welcome to the Dollhouse (1995) 4,429,002
Star Wars (1977) 731,853,665
Big Night (1996) 11,881,039
Dead Man Walking (1995) 39,025,000
Trainspotting (1996) 16,501,785
Chasing Amy (1997) 12,006,514
Waiting for Guffman (1996) 2,892,582
Sense and Sensibility (1995) 62,493,774
Bound (1996) 3,798,532
Celluloid Closet, The (1995) 1,507,800
Mina Tannenbaum (1994) 104,767
Down Periscope (1996) 25,785,603
Crash (1996) 3,168,660
Lone Star (1996) 13,269,963
Full Monty, The (1997) 45,857,453
Grosse Pointe Blank (1997) 28,014,536
First Wives Club, The (1996) 150,063,383
Angels and Insects (1995) 5,304,000
I Shot Andy Warhol (1996) 1,814,290
Portrait of a Lady, The (1996) 3,692,836
Phenomenon (1996) 155,732,573
English Patient, The (1996) 111,415,132
Good Will Hunting (1997) 192,328,280
2 Days in the Valley (1996) 11,090,856
Maybe, Maybe Not (Bewegte Mann, Der) (1994) 366,506
French Twist (Gazon maudit) (1995) 1,400,000
Chasing Amy (1997) 12,006,514
Stealing Beauty (1996) 4,573,330
Jackie Brown (1997) 39,647,595
Rumble in the Bronx (1995) 32,333,860
Lost Highway (1997) 3,796,699
Breaking the Waves (1996) 4,040,691
Shanghai Triad (Yao a yao yao dao waipo qiao) (1995) 2,300,000
Smilla's Sense of Snow (1997) 2,221,994
Four Rooms (1995) 4,301,331
Independence Day (ID4) (1996) 483,359,255
American Buffalo (1996) 540,364
Spawn (1997) 84,882,059
Antonia's Line (1995) 4,823,217
Star Maker, The (Uomo delle stelle, L') (1995) 116,797
Toy Story (1995) 133,344,903
Love! Valour! Compassion! (1997) 2,874,242
Cemetery Man (Dellamorte Dellamore) (1994) 253,969
Father of the Bride Part II (1995) 112,794,000
I Can't Sleep (J'ai pas sommeil) (1994) 111,015
Leaving Las Vegas (1995) 31,968,347
Godfather, The (1972) 291,702,411
Hotel de Love (1996) 111,106
My Fellow Americans (1996) 22,294,341
Ma vie en rose (My Life in Pink) (1997) 2,280,573
Twelfth Night (1996) 551,545
Everyone Says I Love You (1996) 9,714,482
Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864
Mighty Aphrodite (1995) 6,700,000
Wild Reeds (1994) 917,915
Wooden Man's Bride, The (Wu Kui) (1994) 59,945
Evita (1996) 73,298,979
Twelve Monkeys (1995) 82,512,000
Cement Garden, The (1993) 322,975
Chungking Express (1994) 600,200
Cop Land (1997) 64,207,716
My Best Friend's Wedding (1997) 185,360,508
City of Lost Children, The (1995) 1,513,028
Kids in the Hall: Brain Candy (1996) 2,653,000
That Thing You Do! (1996) 25,809,813
Shall We Dance? (1996) 9,676,677
Marvin's Room (1996) 12,782,508
Average 62,750,508
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